diff --git a/.gitignore b/.gitignore index 521a2c19..1ed7b916 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ +venv _cache docs/build *.csv diff --git a/.netlify/state.json b/.netlify/state.json new file mode 100644 index 00000000..42007608 --- /dev/null +++ b/.netlify/state.json @@ -0,0 +1,3 @@ +{ + "siteId": "12c0eb5b-a921-45cf-af85-b903b65b801c" +} \ No newline at end of file diff --git a/benchmark/SSM.hs b/benchmark/SSM.hs index 0c75d4b8..063e0d47 100644 --- a/benchmark/SSM.hs +++ b/benchmark/SSM.hs @@ -6,8 +6,8 @@ import Control.Monad.Bayes.Inference.RMSMC (rmsmcDynamic) import Control.Monad.Bayes.Inference.SMC import Control.Monad.Bayes.Inference.SMC2 as SMC2 (smc2) import Control.Monad.Bayes.Population -import Control.Monad.Bayes.Population (population, resampleMultinomial, runPopulation) -import Control.Monad.Bayes.Sampler (sampleIO, sampleIOfixed, sampleWith) +import Control.Monad.Bayes.Population (population, resampleMultinomial) +import Control.Monad.Bayes.Sampler.Strict (sampleIO, sampleIOfixed, sampleWith) import Control.Monad.Bayes.Weighted (unweighted) import Control.Monad.IO.Class (MonadIO (liftIO)) import NonlinearSSM (generateData, model, param) diff --git a/benchmark/Single.hs b/benchmark/Single.hs index d7473b4c..0a3d89ea 100644 --- a/benchmark/Single.hs +++ b/benchmark/Single.hs @@ -1,21 +1,36 @@ {-# LANGUAGE DerivingStrategies #-} {-# LANGUAGE ImportQualifiedPost #-} -import Control.Monad.Bayes.Class +import Control.Monad.Bayes.Class (MonadInfer) import Control.Monad.Bayes.Inference.MCMC (MCMCConfig (..), Proposal (SingleSiteMH)) -import Control.Monad.Bayes.Inference.RMSMC +import Control.Monad.Bayes.Inference.RMSMC (rmsmcBasic) import Control.Monad.Bayes.Inference.SMC + ( SMCConfig (SMCConfig, numParticles, numSteps, resampler), + smc, + ) import Control.Monad.Bayes.Population import Control.Monad.Bayes.Population (population) -import Control.Monad.Bayes.Sampler +import Control.Monad.Bayes.Sampler.Strict import Control.Monad.Bayes.Traced import Control.Monad.Bayes.Weighted import Control.Monad.ST (runST) -import Data.Time +import Data.Time (diffUTCTime, getCurrentTime) import HMM qualified import LDA qualified import LogReg qualified import Options.Applicative + ( Applicative (liftA2), + ParserInfo, + auto, + execParser, + fullDesc, + help, + info, + long, + maybeReader, + option, + short, + ) import System.Random.MWC (GenIO, createSystemRandom) data Model = LR Int | HMM Int | LDA (Int, Int) @@ -42,7 +57,7 @@ getModel model = (size model, program model) data Alg = SMC | MH | RMSMC deriving stock (Read, Show) -runAlg :: Model -> Alg -> Sampler GenIO IO String +runAlg :: Model -> Alg -> SamplerIO String runAlg model alg = case alg of SMC -> @@ -61,8 +76,7 @@ runAlg model alg = infer :: Model -> Alg -> IO () infer model alg = do - g <- createSystemRandom - x <- sampleWith (runAlg model alg) g + x <- sampleIOfixed (runAlg model alg) print x opts :: ParserInfo (Model, Alg) diff --git a/benchmark/Speed.hs b/benchmark/Speed.hs index 86d5dd4e..42255e01 100644 --- a/benchmark/Speed.hs +++ b/benchmark/Speed.hs @@ -8,8 +8,8 @@ import Control.Monad.Bayes.Class (MonadInfer, MonadSample) import Control.Monad.Bayes.Inference.MCMC (MCMCConfig (MCMCConfig, numBurnIn, numMCMCSteps, proposal), Proposal (SingleSiteMH)) import Control.Monad.Bayes.Inference.RMSMC (rmsmcDynamic) import Control.Monad.Bayes.Inference.SMC (SMCConfig (SMCConfig, numParticles, numSteps, resampler), smc) -import Control.Monad.Bayes.Population (population, resampleSystematic, runPopulation) -import Control.Monad.Bayes.Sampler (SamplerIO, sampleIOfixed, sampleWith) +import Control.Monad.Bayes.Population (population, resampleSystematic) +import Control.Monad.Bayes.Sampler.Strict (SamplerIO, sampleIOfixed) import Control.Monad.Bayes.Traced (mh) import Control.Monad.Bayes.Weighted (unweighted) import Criterion.Main diff --git a/docs/source/probprog.md b/docs/source/probprog.md index 0c25fe82..b762629d 100644 --- a/docs/source/probprog.md +++ b/docs/source/probprog.md @@ -261,7 +261,7 @@ which gives [([1,2,3,4],0.5),([2,3,4,5],0.5)] ``` -### Near exact inference for continuous distributions +## Near exact inference for continuous distributions Monad-Bayes does not currently support exact inference (via symbolic solving) for continuous distributions. However, it *does* support numerical integration. For example, for the distribution defined by @@ -289,7 +289,7 @@ model = do we must first `normalize` the model, as in `probability (0, 0.1) (normalize model)`. -### Independent forward sampling +## Independent forward sampling For any probabilistic program `p` without any `condition` or `factor` statements, we may do `sampler p` or `sampleIOfixed p` (to run with a fixed seed) to obtain a sample in an ancestral fashion. For example, consider: @@ -335,6 +335,26 @@ run = (sampler . weighted) example is an IO operation which when run, will display either `(False, 0.0)` or `(True, 1.0)` +## Lazy sampling + +If you want to forward sample from an infinite program, just as a distribution over infinite lists, you can use monad-bayes's lazy sampler, which is based on LazyPPL. For example, + +```haskell +import qualified Control.Monad.Bayes.Sampler.Lazy as Lazy + +example :: MonadSample m => m [Double] +example = do + x <- random + fmap (x:) example + +infiniteList <- Lazy.sampler example +take 4 infiniteList +``` + +To perform weighted sampling, use `lwis` from `Control.Monad.Bayes.Inference.Lazy.WIS` as in `lwis 10 example`. This takes 10 weighted samples, and produces an infinite stream of samples, regarding those 10 as an empirical distribution. + +LazyPPL's `mh` implementation is also available. + ## Markov Chain Monte Carlo There are several versions of metropolis hastings MCMC defined in monad-bayes. The standard version is found in `Control.Monad.Bayes.Inference.MCMC`. You can use it as follows: diff --git a/docs/source/usage.md b/docs/source/usage.md index 8b4ac610..6589a306 100644 --- a/docs/source/usage.md +++ b/docs/source/usage.md @@ -391,6 +391,7 @@ Summary of key info on `Sequential`: - `instance MonadSample m => instance MonadSample (Sequential m)` - `instance MonadCond m => instance MonadCond (Sequential m)` + ```haskell newtype Sequential m a = Sequential {runSequential :: Coroutine (Await ()) m a} @@ -474,34 +475,36 @@ hoistFirst :: (forall x. m x -> m x) -> Sequential m a -> Sequential m a hoistFirst f = Sequential . Coroutine . f . resume . runSequential ``` - - When `m` is `Population n` for some other `n`, then `resampleGeneric` gives us one example of the natural transformation we want. In other words, operating in `Sequential (Population n)` works, and not only works but does something statistically interesting: particle filtering (aka SMC). -### FreeSampler +### Density -Summary of key info on `FreeSampler`: +Summary of key info on `Density`: -- `FreeSampler :: (Type -> Type) -> (Type -> Type)` -- `instance MonadSample (FreeSampler m)` +- `Density :: (Type -> Type) -> (Type -> Type)` +- `instance MonadSample (Density m)` - **No** instance for `MonadCond` -`FreeSampler m` is not often going to be used on its own, but instead as part of the `Traced` type, defined below. A `FreeSampler m a` represents a reified execution of the program. +A *trace* of a program of type `MonadSample m => m a` is an execution of the program, so a choice for each of the random values. Recall that `random` underlies all of the random values in a program, so a trace for a program is fully specified by a list of `Double`s, giving the value of each call to `random`. + +With this in mind, a `Density m a` is an interpretation of a probabilistic program as a function from a trace to the *density* of that execution of the program. + +Monad-bayes offers two implementations, in `Control.Monad.Bayes.Density.State` and `Control.Monad.Bayes.Density.Free`. The first is slow but easy to understand, the second is more sophisticated, but faster. -`FreeSampler m` is best understood if you're familiar with the standard use of a free monad to construct a domain specific language. For probability in particular, see this [blog post](https://jtobin.io/simple-probabilistic-programming). Here's the definition: +The former is relatively straightforward: the `MonadSample` instance implements `random` as `get`ting the trace (using `get` from `MonadState`), using (and removing) the first element (`put` from `MonadState`), and writing that element to the output (using `tell` from `MonadWriter`). If the trace is empty, the `random` from the underlying monad is used, but the result is still written with `tell`. + +The latter is best understood if you're familiar with the standard use of a free monad to construct a domain specific language. For probability in particular, see this [blog post](https://jtobin.io/simple-probabilistic-programming). Here's the definition: ```haskell newtype SamF a = Random (Double -> a) -newtype FreeSampler m a = - FreeSampler {runFreeSampler :: FT SamF m a} +newtype Density m a = + Density {density :: FT SamF m a} -instance Monad m => MonadSample (FreeSampler m) where - random = FreeSampler $ liftF (Random id) +instance Monad m => MonadSample (Density m) where + random = Density $ liftF (Random id) ``` The monad-bayes implementation uses a more efficient implementation of `FreeT`, namely `FT` from the `free` package, known as the *Church transformed Free monad*. This is a technique explained in https://begriffs.com/posts/2016-02-04-difference-lists-and-codennsity.html. But that only changes the operational semantics - performance aside, it works just the same as the standard `FreeT` datatype. @@ -509,21 +512,16 @@ The monad-bayes implementation uses a more efficient implementation of `FreeT`, If you unpack the definition, you get: ```haskell -FreeSampler m a ~ m (Either a (Double -> (FreeSampler m a))) +Density m a ~ m (Either a (Double -> (Density m a))) ``` -As you can see, this is rather like `Coroutine`, except to "resume", you must provide a new `Double`, corresponding to the value of some particular random choice. - Since `FreeT` is a transformer, we can use `lift` to get a `MonadSample` instance. - -A *trace* of a program of type `MonadSample m => m a` is an execution of the program, so a choice for each of the random values. Recall that `random` underlies all of the random values in a program, so a trace for a program is fully specified by a list of `Double`s, giving the value of each call to `random`. - -Given a probabilistic program interpreted in `FreeSampler m`, we can "run" it to produce a program in the underlying monad `m`. For simplicity, consider the case of a program `bernoulli 0.5 :: FreeSampler SamplerIO Bool`. We can then use the following function: +`density` is then defined using the folding pattern `iterFT`, which interprets `SamF` in the appropriate way: ```haskell -withPartialRandomness :: MonadSample m => [Double] -> FreeSampler m a -> m (a, [Double]) -withPartialRandomness randomness (FreeSampler m) = +density :: MonadSample m => [Double] -> Density m a -> m (a, [Double]) +density randomness (Density m) = runWriterT $ evalStateT (iterTM f $ hoistFT lift m) randomness where f (Random k) = do @@ -538,7 +536,7 @@ withPartialRandomness randomness (FreeSampler m) = k x ``` -This takes a list of `Double`s (a representation of a trace), and a probabilistic program like `example`, and gives back a `SamplerIO (Bool, [Double])`. At each call to `random` in `example`, the next double in the list is used. If the list of doubles runs out, calls are made to `random` using the underlying monad, which in our example is `SamplerIO`. Hence "with*Partial*Randomness". +This takes a list of `Double`s (a representation of a trace), and a probabilistic program like `example`, and gives back a `SamplerIO (Bool, [Double])`. At each call to `random` in `example`, the next double in the list is used. If the list of doubles runs out, calls are made to `random` using the underlying monad. @@ -554,7 +552,7 @@ Summary of key info on `Traced`: - `instance MonadSample m => MonadSample (Traced m)` - `instance MonadCond m => MonadCond (Traced m)` -`Traced m` is actually several related interpretations, each built on top of `FreeSampler`. These range in complexity. +`Traced m` is actually several related interpretations, each built on top of `Density`. These range in complexity. @@ -576,12 +574,12 @@ data Trace a = Trace } ``` -We also need a specification of the probabilistic program in question, free of any particular interpretation. That is precisely what `FreeSampler` is for. +We also need a specification of the probabilistic program in question, free of any particular interpretation. That is precisely what `Density` is for. The simplest version of `Traced` is in `Control.Monad.Bayes.Traced.Basic` ```haskell -Traced m a ~ (FreeSampler Identity a, Log Double), m (Trace a)) +Traced m a ~ (Density Identity a, Log Double), m (Trace a)) ``` A `Traced` interpretation of a model is a particular run of the model with its corresponding probability, alongside a distribution over `Trace` info, which records: the value of each call to `random`, the value of the final output, and the density of this program trace. @@ -707,7 +705,7 @@ A single step in this chain (in Metropolis Hasting MCMC) looks like this: ```haskell mhTrans :: MonadSample m => - Weighted (FreeSampler m) a -> Trace a -> m (Trace a) + Weighted (Density m) a -> Trace a -> m (Trace a) mhTrans m t@Trace {variables = us, density = p} = do let n = length us us' <- do @@ -717,15 +715,14 @@ mhTrans m t@Trace {variables = us, density = p} = do (xs, _ : ys) -> return $ xs ++ (u' : ys) _ -> error "impossible" ((b, q), vs) <- - runWriterT $ weighted - $ Weighted.hoist (WriterT . withPartialRandomness us') m + runWriterT $ weighted $ Weighted.hoist (WriterT . density us') m let ratio = (exp . ln) $ min 1 (q * fromIntegral n / (p * fromIntegral (length vs))) accept <- bernoulli ratio return $ if accept then Trace vs b q else t ``` -Our probabilistic program is interpreted in the type `Weighted (FreeSampler m) a`, which is an instance of `MonadInfer`. We use this to define our kernel on traces. We begin by perturbing the list of doubles contained in the trace by selecting a random position in the list and resampling there. We could do this *proposal* in a variety of ways, but here, we do so by choosing a double from the list at random and resampling it (hence, *single site* trace MCMC). We then run the program on this new list of doubles; `((b,q), vs)` is the outcome, probability, and result of all calls to `random`, respectively (recalling that the list of doubles may be shorter than the number of calls to `random`). The value of these is probabilistic in the underlying monad `m`. We then use the MH criterion to decide whether to accept the new list of doubles as our trace. +Our probabilistic program is interpreted in the type `Weighted (Density m) a`, which is an instance of `MonadInfer`. We use this to define our kernel on traces. We begin by perturbing the list of doubles contained in the trace by selecting a random position in the list and resampling there. We could do this *proposal* in a variety of ways, but here, we do so by choosing a double from the list at random and resampling it (hence, *single site* trace MCMC). We then run the program on this new list of doubles; `((b,q), vs)` is the outcome, probability, and result of all calls to `random`, respectively (recalling that the list of doubles may be shorter than the number of calls to `random`). The value of these is probabilistic in the underlying monad `m`. We then use the MH criterion to decide whether to accept the new list of doubles as our trace. MH is then easily defined as taking steps with this kernel, in the usual fashion. Note that it works for any probabilistic program whatsoever. @@ -736,7 +733,7 @@ MH is then easily defined as taking steps with this kernel, in the usual fashion This is provided by ```haskell -sis :: +sequentially :: Monad m => -- | transformation (forall x. m x -> m x) -> @@ -744,10 +741,10 @@ sis :: Int -> Sequential m a -> m a -sis f k = finish . composeCopies k (advance . hoistFirst f) +sequentially f k = finish . composeCopies k (advance . hoistFirst f) ``` -in Control.Monad.Bayes.Sequential. You provide a natural transformation in the underlying monad `m`, and `sis` applies that natural transformation at each point of conditioning in your program. The main use case is in defining `smc`, below, but here is a nice alternative use case: +in `Control.Monad.Bayes.Sequential.Coroutine`. You provide a natural transformation in the underlying monad `m`, and `sequentially` applies that natural transformation at each point of conditioning in your program. The main use case is in defining `smc`, below, but here is a nice didactic use case: Consider the program: diff --git a/flake.lock b/flake.lock index 8ece4c72..2374406a 100644 --- a/flake.lock +++ b/flake.lock @@ -1,161 +1,46 @@ { "nodes": { - "HTTP": { - "flake": false, - "locked": { - "lastModified": 1451647621, - "narHash": "sha256-oHIyw3x0iKBexEo49YeUDV1k74ZtyYKGR2gNJXXRxts=", - "owner": "phadej", - "repo": "HTTP", - "rev": "9bc0996d412fef1787449d841277ef663ad9a915", - "type": "github" - }, - "original": { - "owner": "phadej", - "repo": "HTTP", - "type": "github" - } - }, - "cabal-32": { - "flake": false, - "locked": { - "lastModified": 1603716527, - "narHash": "sha256-X0TFfdD4KZpwl0Zr6x+PLxUt/VyKQfX7ylXHdmZIL+w=", - "owner": "haskell", - "repo": "cabal", - "rev": "48bf10787e27364730dd37a42b603cee8d6af7ee", - "type": "github" - }, - "original": { - "owner": "haskell", - "ref": "3.2", - "repo": "cabal", - "type": "github" - } - }, - "cabal-34": { - "flake": false, - "locked": { - "lastModified": 1640353650, - "narHash": "sha256-N1t6M3/wqj90AEdRkeC8i923gQYUpzSr8b40qVOZ1Rk=", - "owner": "haskell", - "repo": "cabal", - "rev": "942639c18c0cd8ec53e0a6f8d120091af35312cd", - "type": "github" - }, - "original": { - "owner": "haskell", - "ref": "3.4", - "repo": "cabal", - "type": "github" - } - }, - "cabal-36": { - "flake": false, - "locked": { - "lastModified": 1641652457, - "narHash": "sha256-BlFPKP4C4HRUJeAbdembX1Rms1LD380q9s0qVDeoAak=", - "owner": "haskell", - "repo": "cabal", - "rev": "f27667f8ec360c475027dcaee0138c937477b070", - "type": "github" - }, - "original": { - "owner": "haskell", - "ref": "3.6", - "repo": "cabal", - "type": "github" - } - }, - "cabal-extras": { - "flake": false, - "locked": { - "lastModified": 1653501499, - "narHash": "sha256-7MWKfeckChBpb69viOdNCc25o6QSxVhKSkD9SwigKOI=", - "owner": "phadej", - "repo": "cabal-extras", - "rev": "7a8f07aafcdbbeaeefcbb5f7e8e0e12f91b59fcb", - "type": "github" - }, - "original": { - "owner": "phadej", - "repo": "cabal-extras", - "type": "github" - } - }, - "cabal-fmt": { - "flake": false, - "locked": { - "lastModified": 1630338999, - "narHash": "sha256-qeBMWynb1GTOU0GvhT5bVIKtiWkNuy88Zg5+GpXB/qc=", - "owner": "phadej", - "repo": "cabal-fmt", - "rev": "6651ffdccdfce71330f2b5cde9f8f23b616abf82", - "type": "github" - }, - "original": { - "owner": "phadej", - "repo": "cabal-fmt", - "type": "github" - } - }, - "cardano-shell": { - "flake": false, - "locked": { - "lastModified": 1608537748, - "narHash": "sha256-PulY1GfiMgKVnBci3ex4ptk2UNYMXqGjJOxcPy2KYT4=", - "owner": "input-output-hk", - "repo": "cardano-shell", - "rev": "9392c75087cb9a3d453998f4230930dea3a95725", - "type": "github" - }, - "original": { - "owner": "input-output-hk", - "repo": "cardano-shell", - "type": "github" - } - }, - "ekg-json": { + "flake-compat": { "flake": false, "locked": { - "lastModified": 1651484342, - "narHash": "sha256-fVwKxGgM0S4Kv/4egVAAiAjV7QB5PBqMVMCfsv7otIQ=", - "owner": "pepeiborra", - "repo": "ekg-json", - "rev": "7a0af7a8fd38045fd15fb13445bdcc7085325460", + "lastModified": 1631705391, + "narHash": "sha256-PzP6vikNJZiS7yANC6sZWQlIDf4E2MTckvAsJxwV0DQ=", + "owner": "teto", + "repo": "flake-compat", + "rev": "8e15c6e3c0f15d0687a2ab6ae92cc7fab896bfed", "type": "github" }, "original": { - "owner": "pepeiborra", - "repo": "ekg-json", - "rev": "7a0af7a8fd38045fd15fb13445bdcc7085325460", + "owner": "teto", + "ref": "support-packages", + "repo": "flake-compat", "type": "github" } }, - "eventlog2html": { + "flake-compat_2": { "flake": false, "locked": { - "lastModified": 1638797777, - "narHash": "sha256-NBf85qpjpipEqWANMoubaJ5B4bvKN/rzMRdchNGP444=", - "owner": "mpickering", - "repo": "eventlog2html", - "rev": "e959fdf879c2b404a9843d962b726af499b27cb8", + "lastModified": 1627913399, + "narHash": "sha256-hY8g6H2KFL8ownSiFeMOjwPC8P0ueXpCVEbxgda3pko=", + "owner": "edolstra", + "repo": "flake-compat", + "rev": "12c64ca55c1014cdc1b16ed5a804aa8576601ff2", "type": "github" }, "original": { - "owner": "mpickering", - "repo": "eventlog2html", + "owner": "edolstra", + "repo": "flake-compat", "type": "github" } }, - "flake-compat": { + "flake-compat_3": { "flake": false, "locked": { - "lastModified": 1650374568, - "narHash": "sha256-Z+s0J8/r907g149rllvwhb4pKi8Wam5ij0st8PwAh+E=", + "lastModified": 1627913399, + "narHash": "sha256-hY8g6H2KFL8ownSiFeMOjwPC8P0ueXpCVEbxgda3pko=", "owner": "edolstra", "repo": "flake-compat", - "rev": "b4a34015c698c7793d592d66adbab377907a2be8", + "rev": "12c64ca55c1014cdc1b16ed5a804aa8576601ff2", "type": "github" }, "original": { @@ -181,11 +66,11 @@ }, "flake-utils_2": { "locked": { - "lastModified": 1644229661, - "narHash": "sha256-1YdnJAsNy69bpcjuoKdOYQX0YxZBiCYZo4Twxerqv7k=", + "lastModified": 1649676176, + "narHash": "sha256-OWKJratjt2RW151VUlJPRALb7OU2S5s+f0vLj4o1bHM=", "owner": "numtide", "repo": "flake-utils", - "rev": "3cecb5b042f7f209c56ffd8371b2711a290ec797", + "rev": "a4b154ebbdc88c8498a5c7b01589addc9e9cb678", "type": "github" }, "original": { @@ -194,80 +79,66 @@ "type": "github" } }, - "gentle-introduction": { - "flake": false, + "flake-utils_3": { "locked": { - "lastModified": 1652884085, - "narHash": "sha256-ZQDOUxZrh282STOQMJTHsH/pAQMFpO4QRDmdNHVVUCs=", - "owner": "phadej", - "repo": "gentle-introduction", - "rev": "949a99b4d2d8c556bdd455f0e4c4d94f0402ea63", + "lastModified": 1631561581, + "narHash": "sha256-3VQMV5zvxaVLvqqUrNz3iJelLw30mIVSfZmAaauM3dA=", + "owner": "numtide", + "repo": "flake-utils", + "rev": "7e5bf3925f6fbdfaf50a2a7ca0be2879c4261d19", "type": "github" }, "original": { - "owner": "phadej", - "repo": "gentle-introduction", - "rev": "949a99b4d2d8c556bdd455f0e4c4d94f0402ea63", + "owner": "numtide", + "repo": "flake-utils", "type": "github" } }, - "ghc-8.6.5-iohk": { - "flake": false, + "flake-utils_4": { "locked": { - "lastModified": 1600920045, - "narHash": "sha256-DO6kxJz248djebZLpSzTGD6s8WRpNI9BTwUeOf5RwY8=", - "owner": "input-output-hk", - "repo": "ghc", - "rev": "95713a6ecce4551240da7c96b6176f980af75cae", + "lastModified": 1629481132, + "narHash": "sha256-JHgasjPR0/J1J3DRm4KxM4zTyAj4IOJY8vIl75v/kPI=", + "owner": "numtide", + "repo": "flake-utils", + "rev": "997f7efcb746a9c140ce1f13c72263189225f482", "type": "github" }, "original": { - "owner": "input-output-hk", - "ref": "release/8.6.5-iohk", - "repo": "ghc", + "owner": "numtide", + "repo": "flake-utils", "type": "github" } }, - "ghcid": { + "gitignore": { "flake": false, "locked": { - "lastModified": 1648294714, - "narHash": "sha256-u+thoDJf+Aga2PK0h5ACJ3vwn4TPhrDOwb9kgFIBVWw=", - "owner": "ndmitchell", - "repo": "ghcid", - "rev": "f48626bf5b64067a84b644bcc56afac686046966", + "lastModified": 1611672876, + "narHash": "sha256-qHu3uZ/o9jBHiA3MEKHJ06k7w4heOhA+4HCSIvflRxo=", + "owner": "hercules-ci", + "repo": "gitignore.nix", + "rev": "211907489e9f198594c0eb0ca9256a1949c9d412", "type": "github" }, "original": { - "owner": "ndmitchell", - "repo": "ghcid", + "owner": "hercules-ci", + "repo": "gitignore.nix", "type": "github" } }, - "hackage": { - "flake": false, - "locked": { - "lastModified": 1657588428, - "narHash": "sha256-uPH+NzcuPgkNdDAbxZiWZDUK2RQQhs1b/Y4Sv2KEDJc=", - "owner": "input-output-hk", - "repo": "hackage.nix", - "rev": "f596b29505d4a1b5d561c7c270a9c3b147534468", - "type": "github" + "hls": { + "inputs": { + "flake-compat": "flake-compat_3", + "flake-utils": "flake-utils_4", + "gitignore": "gitignore", + "nixpkgs": "nixpkgs", + "pre-commit-hooks": "pre-commit-hooks" }, - "original": { - "owner": "input-output-hk", - "repo": "hackage.nix", - "type": "github" - } - }, - "haskell-language-server": { - "flake": false, "locked": { - "lastModified": 1657513475, - "narHash": "sha256-7g/R1o/5UIBnpYykE/Vw5HsyDrwX5K6Gs9hyUxpgUgQ=", + "lastModified": 1637213318, + "narHash": "sha256-ZgxPwV7t4DyGYP7aXoetq+JHtd73XlOV2fYSflQmOXw=", "owner": "haskell", "repo": "haskell-language-server", - "rev": "445192e21daa4f4973e60a13e748ffa910819e79", + "rev": "311107eabbf0537e0c192b2c377d282505b4eff1", "type": "github" }, "original": { @@ -276,358 +147,132 @@ "type": "github" } }, - "haskell-nix": { - "inputs": { - "HTTP": "HTTP", - "cabal-32": "cabal-32", - "cabal-34": "cabal-34", - "cabal-36": "cabal-36", - "cardano-shell": "cardano-shell", - "flake-utils": "flake-utils_2", - "ghc-8.6.5-iohk": "ghc-8.6.5-iohk", - "hackage": "hackage", - "hpc-coveralls": "hpc-coveralls", - "hydra": "hydra", - "nix-tools": "nix-tools", - "nixpkgs": [ - "haskell-nix-utils", - "haskell-nix", - "nixpkgs-unstable" - ], - "nixpkgs-2003": "nixpkgs-2003", - "nixpkgs-2105": "nixpkgs-2105", - "nixpkgs-2111": "nixpkgs-2111", - "nixpkgs-unstable": "nixpkgs-unstable", - "old-ghc-nix": "old-ghc-nix", - "stackage": "stackage" - }, - "locked": { - "lastModified": 1657588997, - "narHash": "sha256-H4tJEWdaYsZqDUn+VYotVVHwSaQR7IVZMPPfGzPrGA4=", - "owner": "input-output-hk", - "repo": "haskell.nix", - "rev": "66ae51e640c624519ba1bb1559a9ef2deccd9726", - "type": "github" - }, - "original": { - "owner": "input-output-hk", - "repo": "haskell.nix", - "type": "github" - } - }, - "haskell-nix-utils": { - "inputs": { - "cabal-extras": "cabal-extras", - "cabal-fmt": "cabal-fmt", - "ekg-json": "ekg-json", - "eventlog2html": "eventlog2html", - "gentle-introduction": "gentle-introduction", - "ghcid": "ghcid", - "haskell-language-server": "haskell-language-server", - "haskell-nix": "haskell-nix", - "hindent": "hindent", - "hooglite": "hooglite", - "pointfree": "pointfree", - "warp-wo-x509": "warp-wo-x509", - "weeder": "weeder" - }, - "locked": { - "lastModified": 1657624578, - "narHash": "sha256-PFBuj0uJWGkCa70C9smsF51qu4EexTNVZSrBPjQ5rho=", - "owner": "TerrorJack", - "repo": "haskell-nix-utils", - "rev": "f6fafb5f7ad7ab100bc897e9a278caabab38505d", - "type": "github" - }, - "original": { - "owner": "TerrorJack", - "repo": "haskell-nix-utils", - "type": "github" - } - }, - "hindent": { - "flake": false, - "locked": { - "lastModified": 1656218644, - "narHash": "sha256-+RrB/7Ql7wj/wPePgSoaygEgNdehEh44M71ZILeSVTo=", - "owner": "mihaimaruseac", - "repo": "hindent", - "rev": "4c2ea034f4365cd784539f223282907c9e734fba", - "type": "github" - }, - "original": { - "owner": "mihaimaruseac", - "repo": "hindent", - "type": "github" - } - }, - "hooglite": { - "flake": false, - "locked": { - "lastModified": 1640807650, - "narHash": "sha256-awshX2MluKr4AE+IcyIGujVLs9m1r8yB6+VBh8dQag8=", - "owner": "phadej", - "repo": "hooglite", - "rev": "18856375932f6744cac7849bd1e816538537863f", - "type": "github" - }, - "original": { - "owner": "phadej", - "repo": "hooglite", - "rev": "18856375932f6744cac7849bd1e816538537863f", - "type": "github" - } - }, - "hpc-coveralls": { - "flake": false, - "locked": { - "lastModified": 1607498076, - "narHash": "sha256-8uqsEtivphgZWYeUo5RDUhp6bO9j2vaaProQxHBltQk=", - "owner": "sevanspowell", - "repo": "hpc-coveralls", - "rev": "14df0f7d229f4cd2e79f8eabb1a740097fdfa430", - "type": "github" - }, - "original": { - "owner": "sevanspowell", - "repo": "hpc-coveralls", - "type": "github" - } - }, - "hydra": { + "ihaskell": { "inputs": { - "nix": "nix", - "nixpkgs": [ - "haskell-nix-utils", - "haskell-nix", - "hydra", - "nix", - "nixpkgs" - ] + "flake-compat": "flake-compat_2", + "flake-utils": "flake-utils_3", + "hls": "hls", + "nixpkgs": "nixpkgs_2" }, "locked": { - "lastModified": 1646878427, - "narHash": "sha256-KtbrofMtN8GlM7D+n90kixr7QpSlVmdN+vK5CA/aRzc=", - "owner": "NixOS", - "repo": "hydra", - "rev": "28b682b85b7efc5cf7974065792a1f22203a5927", + "lastModified": 1648956259, + "narHash": "sha256-vFRiZnKDzSXm6Y5SZDZ4h4Mmtl29f5Vg24REC0q+5Ak=", + "owner": "gibiansky", + "repo": "IHaskell", + "rev": "27753904f453fe2d06371771eeeb20d47bcae554", "type": "github" }, "original": { - "id": "hydra", - "type": "indirect" - } - }, - "lowdown-src": { - "flake": false, - "locked": { - "lastModified": 1633514407, - "narHash": "sha256-Dw32tiMjdK9t3ETl5fzGrutQTzh2rufgZV4A/BbxuD4=", - "owner": "kristapsdz", - "repo": "lowdown", - "rev": "d2c2b44ff6c27b936ec27358a2653caaef8f73b8", - "type": "github" - }, - "original": { - "owner": "kristapsdz", - "repo": "lowdown", + "owner": "gibiansky", + "repo": "IHaskell", "type": "github" } }, - "nix": { + "jupyterWith": { "inputs": { - "lowdown-src": "lowdown-src", - "nixpkgs": "nixpkgs", - "nixpkgs-regression": "nixpkgs-regression" - }, - "locked": { - "lastModified": 1643066034, - "narHash": "sha256-xEPeMcNJVOeZtoN+d+aRwolpW8mFSEQx76HTRdlhPhg=", - "owner": "NixOS", - "repo": "nix", - "rev": "a1cd7e58606a41fcf62bf8637804cf8306f17f62", - "type": "github" + "flake-compat": "flake-compat", + "flake-utils": "flake-utils_2", + "ihaskell": "ihaskell", + "nixpkgs": "nixpkgs_3" }, - "original": { - "owner": "NixOS", - "ref": "2.6.0", - "repo": "nix", - "type": "github" - } - }, - "nix-tools": { - "flake": false, "locked": { - "lastModified": 1649424170, - "narHash": "sha256-XgKXWispvv5RCvZzPb+p7e6Hy3LMuRjafKMl7kXzxGw=", - "owner": "input-output-hk", - "repo": "nix-tools", - "rev": "e109c94016e3b6e0db7ed413c793e2d4bdb24aa7", + "lastModified": 1650950240, + "narHash": "sha256-Yv52KWTmgzCb59sYcLc4bEn7LwZWI9E+EPgXzJiej64=", + "owner": "tweag", + "repo": "jupyterWith", + "rev": "2b10030df2a29beed10c02d5f64745b143206350", "type": "github" }, "original": { - "owner": "input-output-hk", - "repo": "nix-tools", + "owner": "tweag", + "repo": "jupyterWith", "type": "github" } }, "nixpkgs": { "locked": { - "lastModified": 1632864508, - "narHash": "sha256-d127FIvGR41XbVRDPVvozUPQ/uRHbHwvfyKHwEt5xFM=", - "owner": "NixOS", - "repo": "nixpkgs", - "rev": "82891b5e2c2359d7e58d08849e4c89511ab94234", - "type": "github" - }, - "original": { - "id": "nixpkgs", - "ref": "nixos-21.05-small", - "type": "indirect" - } - }, - "nixpkgs-2003": { - "locked": { - "lastModified": 1620055814, - "narHash": "sha256-8LEHoYSJiL901bTMVatq+rf8y7QtWuZhwwpKE2fyaRY=", - "owner": "NixOS", - "repo": "nixpkgs", - "rev": "1db42b7fe3878f3f5f7a4f2dc210772fd080e205", - "type": "github" - }, - "original": { - "owner": "NixOS", - "ref": "nixpkgs-20.03-darwin", - "repo": "nixpkgs", - "type": "github" - } - }, - "nixpkgs-2105": { - "locked": { - "lastModified": 1645296114, - "narHash": "sha256-y53N7TyIkXsjMpOG7RhvqJFGDacLs9HlyHeSTBioqYU=", + "lastModified": 1630887066, + "narHash": "sha256-0ecIlrLsNIIa+zrNmzXXmbMBLZlmHU/aWFsa4bq99Hk=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "530a53dcbc9437363471167a5e4762c5fcfa34a1", + "rev": "5e47a07e9f2d7ed999f2c7943b0896f5f7321ca3", "type": "github" }, "original": { "owner": "NixOS", - "ref": "nixpkgs-21.05-darwin", + "ref": "nixpkgs-unstable", "repo": "nixpkgs", "type": "github" } }, - "nixpkgs-2111": { + "nixpkgs_2": { "locked": { - "lastModified": 1648744337, - "narHash": "sha256-bYe1dFJAXovjqiaPKrmAbSBEK5KUkgwVaZcTbSoJ7hg=", + "lastModified": 1634515797, + "narHash": "sha256-elgCUC2khtBkOSpE4gDymNvthTZAI4hGI2iNu3YEUkA=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "0a58eebd8ec65ffdef2ce9562784123a73922052", + "rev": "5f0194220f2402b06f7f79bba6351895facb5acb", "type": "github" }, "original": { "owner": "NixOS", - "ref": "nixpkgs-21.11-darwin", - "repo": "nixpkgs", - "type": "github" - } - }, - "nixpkgs-regression": { - "locked": { - "lastModified": 1643052045, - "narHash": "sha256-uGJ0VXIhWKGXxkeNnq4TvV3CIOkUJ3PAoLZ3HMzNVMw=", - "owner": "NixOS", + "ref": "nixos-unstable", "repo": "nixpkgs", - "rev": "215d4d0fd80ca5163643b03a33fde804a29cc1e2", "type": "github" - }, - "original": { - "id": "nixpkgs", - "rev": "215d4d0fd80ca5163643b03a33fde804a29cc1e2", - "type": "indirect" } }, - "nixpkgs-unstable": { + "nixpkgs_3": { "locked": { - "lastModified": 1648219316, - "narHash": "sha256-Ctij+dOi0ZZIfX5eMhgwugfvB+WZSrvVNAyAuANOsnQ=", - "owner": "NixOS", + "lastModified": 1650728030, + "narHash": "sha256-VfCYsC/0mZQlQqsXf5o5Cib1ncJQ5l7WHN7hEIMmZNw=", + "owner": "nixos", "repo": "nixpkgs", - "rev": "30d3d79b7d3607d56546dd2a6b49e156ba0ec634", + "rev": "5fb3a179605141bfa4c9c423f9b1c33658b059c8", "type": "github" }, "original": { - "owner": "NixOS", - "ref": "nixpkgs-unstable", + "owner": "nixos", + "ref": "release-21.11", "repo": "nixpkgs", "type": "github" } }, - "nixpkgs_2": { + "nixpkgs_4": { "locked": { - "lastModified": 1661450036, - "narHash": "sha256-0/9UyJLtfWqF4uvOrjFIzk8ue1YYUHa6JIhV0mALkH0=", + "lastModified": 1653936696, + "narHash": "sha256-M6bJShji9AIDZ7Kh7CPwPBPb/T7RiVev2PAcOi4fxDQ=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "f3d0897be466aa09a37f6bf59e62c360c3f9a6cc", + "rev": "ce6aa13369b667ac2542593170993504932eb836", "type": "github" }, "original": { "id": "nixpkgs", - "ref": "nixos-unstable", + "ref": "22.05", "type": "indirect" } }, - "old-ghc-nix": { - "flake": false, - "locked": { - "lastModified": 1631092763, - "narHash": "sha256-sIKgO+z7tj4lw3u6oBZxqIhDrzSkvpHtv0Kki+lh9Fg=", - "owner": "angerman", - "repo": "old-ghc-nix", - "rev": "af48a7a7353e418119b6dfe3cd1463a657f342b8", - "type": "github" - }, - "original": { - "owner": "angerman", - "ref": "master", - "repo": "old-ghc-nix", - "type": "github" - } - }, - "pointfree": { - "flake": false, - "locked": { - "lastModified": 1618073819, - "narHash": "sha256-Jdroo9fI47DQq/fcn/horjePVPbluPZIpr+rOBue7pk=", - "owner": "bmillwood", - "repo": "pointfree", - "rev": "2fb1b2e1a48b7297b4f157eb4f3085ad6fa40443", - "type": "github" - }, - "original": { - "owner": "bmillwood", - "repo": "pointfree", - "type": "github" - } - }, "pre-commit-hooks": { "inputs": { "flake-utils": [ + "jupyterWith", + "ihaskell", + "hls", "flake-utils" ], "nixpkgs": [ + "jupyterWith", + "ihaskell", + "hls", "nixpkgs" ] }, "locked": { - "lastModified": 1660830093, - "narHash": "sha256-HUhx3a82C7bgp2REdGFeHJdhEAzMGCk3V8xIvfBqg1I=", + "lastModified": 1624971177, + "narHash": "sha256-Amf/nBj1E77RmbSSmV+hg6YOpR+rddCbbVgo5C7BS0I=", "owner": "cachix", "repo": "pre-commit-hooks.nix", - "rev": "8cb8ea5f1c7bc2984f460587fddd5f2e558f6eb8", + "rev": "397f0713d007250a2c7a745e555fa16c5dc8cadb", "type": "github" }, "original": { @@ -638,60 +283,9 @@ }, "root": { "inputs": { - "flake-compat": "flake-compat", "flake-utils": "flake-utils", - "haskell-nix-utils": "haskell-nix-utils", - "nixpkgs": "nixpkgs_2", - "pre-commit-hooks": "pre-commit-hooks" - } - }, - "stackage": { - "flake": false, - "locked": { - "lastModified": 1657588524, - "narHash": "sha256-XFAxAa46SPmk2I5u7HCNsi6kFx2y5A5mgI8TLUFSIJ8=", - "owner": "input-output-hk", - "repo": "stackage.nix", - "rev": "cfa19244bdb8ac3562780a0199fccae1a9220b43", - "type": "github" - }, - "original": { - "owner": "input-output-hk", - "repo": "stackage.nix", - "type": "github" - } - }, - "warp-wo-x509": { - "flake": false, - "locked": { - "lastModified": 1636911472, - "narHash": "sha256-w8UWW/rOIhzDAF54RkXyb21/39GPA8trJY7U4pHppXY=", - "owner": "phadej", - "repo": "warp-wo-x509", - "rev": "98648f7520d228e6a14747223f0bbd68620b9318", - "type": "github" - }, - "original": { - "owner": "phadej", - "repo": "warp-wo-x509", - "rev": "98648f7520d228e6a14747223f0bbd68620b9318", - "type": "github" - } - }, - "weeder": { - "flake": false, - "locked": { - "lastModified": 1653221206, - "narHash": "sha256-aYcaFfu9ocwiSnFndfE9Ro70QDY560lrrT6w+uJY5eY=", - "owner": "ocharles", - "repo": "weeder", - "rev": "c58ed2a8c66dcf0b469f8343efb6b6f61c7c40f3", - "type": "github" - }, - "original": { - "owner": "ocharles", - "repo": "weeder", - "type": "github" + "jupyterWith": "jupyterWith", + "nixpkgs": "nixpkgs_4" } } }, diff --git a/flake.nix b/flake.nix index 8c6d3019..f5512eb5 100644 --- a/flake.nix +++ b/flake.nix @@ -1,47 +1,59 @@ { - description = "A library for probabilistic programming in Haskell."; - nixConfig = { - extra-substituters = [ - "https://tweag-monad-bayes.cachix.org" - "https://tweag-wasm.cachix.org" - ]; - extra-trusted-public-keys = [ - "tweag-monad-bayes.cachix.org-1:tmmTZ+WvtUMpYWD4LAkfSuNKqSuJyL3N8ZVm/qYtqdc=" - "tweag-wasm.cachix.org-1:Eu5eBNIJvleiWMEzRBmH3/fzA6a604Umt4lZguKtAU4=" - ]; - }; + description = "JupyterLab Flake"; + inputs = { - nixpkgs.url = "nixpkgs/nixos-unstable"; - flake-compat.url = "github:edolstra/flake-compat"; - flake-compat.flake = false; + jupyterWith.url = "github:tweag/jupyterWith"; flake-utils.url = "github:numtide/flake-utils"; - pre-commit-hooks.url = "github:cachix/pre-commit-hooks.nix"; - pre-commit-hooks.inputs.nixpkgs.follows = "nixpkgs"; - pre-commit-hooks.inputs.flake-utils.follows = "flake-utils"; - haskell-nix-utils.url = "github:TerrorJack/haskell-nix-utils"; }; + + inputs.nixpkgs.url = "nixpkgs/22.05"; + outputs = { self, nixpkgs, - flake-compat, + jupyterWith, flake-utils, - pre-commit-hooks, - haskell-nix-utils, }: - flake-utils.lib.eachSystem - [ - # Tier 1 - Tested in CI - flake-utils.lib.system.x86_64-linux - flake-utils.lib.system.x86_64-darwin - # Tier 2 - Not tested in CI (at least for now) - flake-utils.lib.system.aarch64-linux - flake-utils.lib.system.aarch64-darwin - ] - ( + flake-utils.lib.eachDefaultSystem ( system: let + myHaskellPackageOverlay = self: super: { + myHaskellPackages = super.haskellPackages.override { + overrides = hself: hsuper: rec { + brick = self.haskell.lib.addBuildDepends (super.haskell.lib.dontHaddock (super.haskell.lib.dontCheck ( + hself.callCabal2nixWithOptions "brick" (builtins.fetchGit { + url = "https://github.com/jtdaugherty/brick"; + rev = "d196695ab7fee3e1b27e2b34ae7d96d369fe1723"; + }) "" {} + ))) []; + + imatrix-sundials = super.haskell.lib.doJailbreak ( + super.haskell.lib.dontCheck ( + hself.callCabal2nix "hmatrix-sundials" (builtins.fetchGit { + url = "https://github.com/novadiscovery/hmatrix-sundials"; + rev = "76bfee5b5a8377dc3f7161514761946a60d4834a"; + }) { + sundials_arkode = self.sundials; + sundials_cvode = self.sundials; + klu = self.suitesparse; + suitesparseconfig = self.suitesparse; + sundials_sunlinsolklu = self.sundials; + sundials_sunmatrixsparse = self.sundials; + } + ) + ); + }; + }; + }; + + pkgs = import nixpkgs { + system = system; + overlays = [myHaskellPackageOverlay] ++ nixpkgs.lib.attrValues jupyterWith.overlays; + config.allowBroken = true; + }; + inherit (nixpkgs) lib; - pkgs = nixpkgs.legacyPackages.${system}; - warnToUpdateNix = pkgs.lib.warn "Consider updating to Nix > 2.7 to remove this warning!"; + + # I don't know why we have this src = lib.sourceByRegex self [ "^benchmark.*$" "^models.*$" @@ -50,48 +62,60 @@ "^test.*$" "^.*\.md" ]; - monad-bayes = pkgs.haskell.packages.ghc902.callCabal2nixWithOptions "monad-bayes" src "--benchmark" {}; - cabal-docspec = let - ce = - haskell-nix-utils.packages.${system}.pkgs.callPackage - (import "${haskell-nix-utils}/project/cabal-extras.nix") { - self = haskell-nix-utils; - inherit (haskell-nix-utils.packages.${system}) compiler-nix-name index-state; - }; - in - ce.cabal-docspec.components.exes.cabal-docspec; - monad-bayes-dev = pkgs.mkShell { - inputsFrom = [monad-bayes.env]; - packages = with pre-commit-hooks.packages.${system}; [ - alejandra - cabal-fmt - hlint - ormolu - cabal-docspec - ]; - shellHook = - pre-commit.shellHook - + '' - echo "=== monad-bayes development shell ===" - ''; + + monad-bayes = pkgs.myHaskellPackages.callCabal2nixWithOptions "monad-bayes" src "--benchmark" {}; + + iHaskell = pkgs.kernels.iHaskellWith { + # Identifier that will appear on the Jupyter interface. + name = "nixpkgs"; + # Libraries to be available to the kernel. + packages = p: + with p; [ + pkgs.myHaskellPackages.imatrix-sundials + pkgs.myHaskellPackages.hvega + pkgs.myHaskellPackages.lens + pkgs.myHaskellPackages.log-domain + pkgs.myHaskellPackages.katip + pkgs.myHaskellPackages.ihaskell-hvega + pkgs.myHaskellPackages.ihaskell-diagrams + pkgs.myHaskellPackages.text + pkgs.myHaskellPackages.diagrams + pkgs.myHaskellPackages.diagrams-cairo + pkgs.myHaskellPackages.aeson + pkgs.myHaskellPackages.lens + pkgs.myHaskellPackages.lens-aeson + pkgs.myHaskellPackages.pretty-simple + pkgs.myHaskellPackages.monad-loops + pkgs.myHaskellPackages.hamilton + pkgs.myHaskellPackages.hmatrix + pkgs.myHaskellPackages.vector-sized + pkgs.myHaskellPackages.linear + pkgs.myHaskellPackages.recursion-schemes + pkgs.myHaskellPackages.data-fix + pkgs.myHaskellPackages.free + pkgs.myHaskellPackages.comonad + pkgs.myHaskellPackages.adjunctions + pkgs.myHaskellPackages.distributive + pkgs.myHaskellPackages.vector + pkgs.myHaskellPackages.megaparsec + pkgs.myHaskellPackages.histogram-fill + monad-bayes + ]; + # Optional definition of `haskellPackages` to be used. + # Useful for overlaying packages. + haskellPackages = pkgs.haskell.packages.ghc902; }; - pre-commit = pre-commit-hooks.lib.${system}.run { - inherit src; - hooks = { - alejandra.enable = true; - cabal-fmt.enable = true; - hlint.enable = false; - ormolu.enable = true; - }; + jupyterEnvironment = pkgs.jupyterlabWith { + kernels = [iHaskell]; }; in rec { - packages = {inherit monad-bayes pre-commit;}; - packages.default = packages.monad-bayes; - checks = {inherit monad-bayes pre-commit;}; - devShells.default = monad-bayes-dev; - # Needed for backwards compatibility with Nix versions <2.8 - defaultPackage = warnToUpdateNix packages.default; - devShell = warnToUpdateNix devShells.default; + apps.jupterlab = { + type = "app"; + program = "${jupyterEnvironment}/bin/jupyter-lab"; + }; + # Is this a spelling mistake? + defaultApp = apps.jupterlab; + devShell = jupyterEnvironment.env; } ); } diff --git a/models/LDA.hs b/models/LDA.hs index 97aa69b1..b703b914 100644 --- a/models/LDA.hs +++ b/models/LDA.hs @@ -15,7 +15,7 @@ import Control.Monad.Bayes.Class MonadSample (categorical, dirichlet, uniformD), factor, ) -import Control.Monad.Bayes.Sampler (sampleIOfixed) +import Control.Monad.Bayes.Sampler.Strict (sampleIO, sampleIOfixed) import Control.Monad.Bayes.Traced (mh) import Control.Monad.Bayes.Weighted (unweighted) import Data.Map qualified as Map diff --git a/monad-bayes-site/AdvancedSampling.html b/monad-bayes-site/AdvancedSampling.html index 61baff06..b9cdb665 100644 --- a/monad-bayes-site/AdvancedSampling.html +++ b/monad-bayes-site/AdvancedSampling.html @@ -14592,7 +14592,7 @@ import Control.Monad.Bayes.Enumerator import Control.Monad.Bayes.Weighted import Control.Monad.Bayes.Sampler -import Control.Monad.Bayes.Free +import Control.Monad.Bayes.Density.Free import Control.Monad.Bayes.Population import Control.Monad.Bayes.Sequential import Control.Monad.Bayes.Inference.SMC diff --git a/monad-bayes-site/Functional_PPLs.html b/monad-bayes-site/Functional_PPLs.html index 4b3fff56..a444e2a0 100644 --- a/monad-bayes-site/Functional_PPLs.html +++ b/monad-bayes-site/Functional_PPLs.html @@ -16843,7 +16843,7 @@

Probability in a functional langua import Control.Monad.Bayes.Sampler import Control.Monad.Bayes.Integrator import Control.Monad.Bayes.Population -import Control.Monad.Bayes.Free +import Control.Monad.Bayes.Density.Free import Control.Monad.Bayes.Traced.Static import Control.Monad.Bayes.Inference.SMC diff --git a/monad-bayes-site/SMC.html b/monad-bayes-site/SMC.html index bcdbeeb9..43555376 100644 --- a/monad-bayes-site/SMC.html +++ b/monad-bayes-site/SMC.html @@ -14607,7 +14607,7 @@

Sequential Inferenceimport Control.Monad.Bayes.Enumerator import Control.Monad.Bayes.Weighted import Control.Monad.Bayes.Sampler -import Control.Monad.Bayes.Free +import Control.Monad.Bayes.Density.Free import Control.Monad.Bayes.Population import Control.Monad.Bayes.Sequential import Control.Monad.Bayes.Inference.SMC diff --git a/monad-bayes-site/_cache/-1749146891218283582 b/monad-bayes-site/_cache/-1749146891218283582 new file mode 100644 index 00000000..a3de3498 Binary files /dev/null and b/monad-bayes-site/_cache/-1749146891218283582 differ diff --git a/monad-bayes-site/_cache/-418326561550140877 b/monad-bayes-site/_cache/-418326561550140877 new file mode 100644 index 00000000..3f937bb9 Binary files /dev/null and b/monad-bayes-site/_cache/-418326561550140877 differ diff --git a/monad-bayes-site/_cache/-9013735153427741298 b/monad-bayes-site/_cache/-9013735153427741298 new file mode 100644 index 00000000..8f0c6a61 Binary files /dev/null and b/monad-bayes-site/_cache/-9013735153427741298 differ diff --git a/monad-bayes-site/_cache/1368425861625336465 b/monad-bayes-site/_cache/1368425861625336465 new file mode 100644 index 00000000..057620e3 Binary files /dev/null and b/monad-bayes-site/_cache/1368425861625336465 differ diff --git a/monad-bayes-site/_cache/1699790891411764839 b/monad-bayes-site/_cache/1699790891411764839 new file mode 100644 index 00000000..ce1a063f Binary files /dev/null and b/monad-bayes-site/_cache/1699790891411764839 differ diff --git a/monad-bayes-site/_cache/2373810728545156078 b/monad-bayes-site/_cache/2373810728545156078 new file mode 100644 index 00000000..2fdd705e Binary files /dev/null and b/monad-bayes-site/_cache/2373810728545156078 differ diff --git a/monad-bayes-site/_cache/2449001432756035941 b/monad-bayes-site/_cache/2449001432756035941 new file mode 100644 index 00000000..652344dc Binary files /dev/null and b/monad-bayes-site/_cache/2449001432756035941 differ diff --git a/monad-bayes-site/_cache/4301022619885502842 b/monad-bayes-site/_cache/4301022619885502842 new file mode 100644 index 00000000..aa71383a Binary files /dev/null and b/monad-bayes-site/_cache/4301022619885502842 differ diff --git a/monad-bayes-site/_cache/5479724175313719771 b/monad-bayes-site/_cache/5479724175313719771 new file mode 100644 index 00000000..97fd5318 Binary files /dev/null and b/monad-bayes-site/_cache/5479724175313719771 differ diff --git a/monad-bayes-site/_cache/61508901266306704 b/monad-bayes-site/_cache/61508901266306704 new file mode 100644 index 00000000..dc05d987 Binary files /dev/null and b/monad-bayes-site/_cache/61508901266306704 differ diff --git a/monad-bayes-site/_cache/6532272550738173416 b/monad-bayes-site/_cache/6532272550738173416 new file mode 100644 index 00000000..c8bced3c Binary files /dev/null and b/monad-bayes-site/_cache/6532272550738173416 differ diff --git a/monad-bayes-site/_cache/7620556062931942817 b/monad-bayes-site/_cache/7620556062931942817 new file mode 100644 index 00000000..e02a62d2 Binary files /dev/null and b/monad-bayes-site/_cache/7620556062931942817 differ diff --git a/monad-bayes.cabal b/monad-bayes.cabal index b4e99401..2f5f222b 100644 --- a/monad-bayes.cabal +++ b/monad-bayes.cabal @@ -32,8 +32,11 @@ flag dev library exposed-modules: Control.Monad.Bayes.Class + Control.Monad.Bayes.Density.Free + Control.Monad.Bayes.Density.State Control.Monad.Bayes.Enumerator - Control.Monad.Bayes.Free + Control.Monad.Bayes.Inference.Lazy.MH + Control.Monad.Bayes.Inference.Lazy.WIS Control.Monad.Bayes.Inference.MCMC Control.Monad.Bayes.Inference.PMMH Control.Monad.Bayes.Inference.RMSMC @@ -41,7 +44,8 @@ library Control.Monad.Bayes.Inference.SMC2 Control.Monad.Bayes.Integrator Control.Monad.Bayes.Population - Control.Monad.Bayes.Sampler + Control.Monad.Bayes.Sampler.Lazy + Control.Monad.Bayes.Sampler.Strict Control.Monad.Bayes.Sequential Control.Monad.Bayes.Traced Control.Monad.Bayes.Traced.Basic @@ -54,29 +58,34 @@ library other-modules: Control.Monad.Bayes.Traced.Common default-language: Haskell2010 build-depends: - base >=4.11 && <4.17 - , containers >=0.5.10 && <0.7 + base >=4.11 && <4.17 + , comonad + , containers >=0.5.10 && <0.7 + , dlist , foldl - , free >=5.0.2 && <5.2 - , ieee754 ^>=0.8.0 + , free >=5.0.2 && <5.2 + , ieee754 ^>=0.8.0 , integration , lens , linear - , log-domain >=0.12 && <0.14 - , math-functions >=0.2.1 && <0.4 + , log-domain >=0.12 && <0.14 + , math-functions >=0.2.1 && <0.4 , matrix - , monad-coroutine ^>=0.9.0 - , mtl ^>=2.2.2 - , mwc-random >=0.13.6 && <0.16 + , monad-coroutine ^>=0.9.0 + , monad-extras + , mtl ^>=2.2.2 + , mwc-random >=0.13.6 && <0.16 , pipes , primitive + , profunctors , random - , safe ^>=0.3.17 + , recursion-schemes + , safe ^>=0.3.17 , scientific - , statistics >=0.14.0 && <0.17 + , statistics >=0.14.0 && <0.17 , text - , transformers ^>=0.5.2 - , vector ^>=0.12.0 + , transformers ^>=0.5.2 + , vector ^>=0.12.0 default-extensions: BlockArguments @@ -122,7 +131,7 @@ executable example if flag(dev) ghc-options: - -Wall -Wcompat -Wincomplete-record-updates + -O2 -Wall -Wcompat -Wincomplete-record-updates -Wincomplete-uni-patterns -Wnoncanonical-monad-instances else @@ -174,7 +183,6 @@ test-suite monad-bayes-test , mwc-random , pipes , pretty-simple - , profunctors , QuickCheck , random , statistics diff --git a/notebooks/.ipynb_checkpoints/AdvancedSampling-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/AdvancedSampling-checkpoint.ipynb index df135650..411a0bad 100644 --- a/notebooks/.ipynb_checkpoints/AdvancedSampling-checkpoint.ipynb +++ b/notebooks/.ipynb_checkpoints/AdvancedSampling-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 30, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -18,9 +18,9 @@ "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Density.Free\n", "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Sequential\n", + "import Control.Monad.Bayes.Sequential.Coroutine\n", "import Control.Monad.Bayes.Inference.SMC\n", "import Control.Monad.Bayes.Inference.RMSMC\n", "import Control.Monad.Bayes.Inference.PMMH\n", @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -662,6 +662,252 @@ "plotVega ( zip positions $ Prelude.repeat $ T.pack \"1.0\")" ] }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d positions = mconcat [\n", + " circle 0.01 # translate (V2 x y) <> hrule 0.1 # rotateBy ( bearing (1, 1) )\n", + " -- <> (circle 0.1 # translate 5 # named (\"foo\" <> (show (x,y)))))\n", + " -- # connect (show (x,y)) (\"foo\" <> (show (x,y)))\n", + " | ((x,y),i) <- zip positions [1..]]\n", + "diagram $ d positions" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9999999999999999" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, { "cell_type": "code", "execution_count": 40, @@ -53179,7 +53425,7 @@ " paramPrior\n", " (regressionWithOutliers range (snd . fst <$> samples))\n", "\n", - "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns\n" + "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns" ] }, { diff --git a/notebooks/.ipynb_checkpoints/Diagrams-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Diagrams-checkpoint.ipynb deleted file mode 100644 index 483988ea..00000000 --- a/notebooks/.ipynb_checkpoints/Diagrams-checkpoint.ipynb +++ /dev/null @@ -1,10436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 6, - "id": "4a04aca6-ee17-4e97-89a2-682e428f216e", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "\n", - "import Diagrams.Prelude\n", - "import Control.Monad.Bayes.Class\n", - "import Control.Monad.Bayes.Enumerator\n", - "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Traced.Static\n", - "\n", - "{-# LANGUAGE NoMonomorphismRestriction #-}\n", - "{-# LANGUAGE FlexibleContexts #-}\n", - "{-# LANGUAGE TypeFamilies #-}" - ] - }, - { - "cell_type": "markdown", - "id": "745dd187-2737-4075-a1e5-def36b220a77", - "metadata": {}, - "source": [ - "ideas:\n", - "\n", - "sample from the space of linear maps, and apply to a square\n", - "\n", - "show wigner semicircle distribution\n", - "\n", - "create grammar of shapes, with duplication, mirroring and fancier things\n", - "\n", - "probabilistic language for declarative: a red square points at a red circle: really means: sample from the distribution induced by this!!\n", - "\n", - "display factor graphs\n", - "\n", - "the folding map: random transforms\n", - "\n", - "sampling: show samples from normal" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "55e00c89-fa70-4c16-a9c5-a68fc1c49ed6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "d n = do \n", - " x <- bernoulli 0.01\n", - " if x then return $ mconcat (circle <$> [1..n]) else d (n + 1)\n", - " \n", - "sampleIO (diagram <$> d 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "4831d732-fb7e-4261-ad30-3260f4e93e5a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Functor law
Found:
fmap diagram\n", - " $ fmap mconcat\n", - " $ replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))
Why Not:
fmap\n", - " (diagram . mconcat)\n", - " (replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))
" - ], - "text/plain": [ - "Line 3: Functor law\n", - "Found:\n", - "fmap diagram\n", - " $ fmap mconcat\n", - " $ replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))\n", - "Why not:\n", - "fmap\n", - " (diagram . mconcat)\n", - " (replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import Control.Monad\n", - "\n", - "fmap head $ sampleIO $ prior $ mh 100 $ fmap diagram $ fmap mconcat $ replicateM 10 $ do\n", - " x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " -- condition (y > 0.01 )\n", - " factor (if 2*y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z) )" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "bb8d259c-a65c-424f-8e9e-9c4d32bfe2ac", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Use bimap
Found:
\\ (x, y) -> (cos x, cos y)
Why Not:
Data.Bifunctor.bimap cos cos
" - ], - "text/plain": [ - "Line 2: Use bimap\n", - "Found:\n", - "\\ (x, y) -> (cos x, cos y)\n", - "Why not:\n", - "Data.Bifunctor.bimap cos cos" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "foo model = sampleIO $ fmap (diagram . mconcat) $ replicateM 10000 $ do\n", - " (x,y) <- (\\(x,y) -> ( cos x, cos y)) <$> model\n", - " return $ circle 0.01 # translateX x # translateY y\n", - " \n", - "model = do \n", - " x <- Control.Monad.Bayes.Class.normal 0 1\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " return (x,y)\n", - " \n", - "foo model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "556f2c35-7561-47a1-9949-87b54513aff0", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Haskell - nixpkgs", - "language": "haskell", - "name": "ihaskell_nixpkgs" - }, - "language_info": { - "codemirror_mode": "ihaskell", - "file_extension": ".hs", - "mimetype": "text/x-haskell", - "name": "haskell", - "pygments_lexer": "Haskell", - "version": "9.0.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb deleted file mode 100644 index 4fa46e51..00000000 --- a/notebooks/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb +++ /dev/null @@ -1,2632 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "650023e5-a271-48f9-a493-552fb1ed6951", - "metadata": { - "tags": [] - }, - "source": [ - "# Probabilistic programming + functional programming\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "19c77d21-e83e-414a-964e-23e411b5bfea", - "metadata": { - "jp-MarkdownHeadingCollapsed": true, - "tags": [] - }, - "source": [ - "## (Lazy, strongly-typed) Functional programming\n", - "\n", - "- purity: all functions are mathematical functions (no hidden side effects, no global state)\n", - "- static types: reason about the behavior of your program by looking at its type\n", - "- lazy evaluation\n", - "- compositionality: meaning of whole program should be a function of the meaning of the parts" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "208ae51c-fecf-4eb9-b482-c07cc976bc4c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "f :: Bool -> (Bool, Bool)" - ], - "text/plain": [ - "f :: Bool -> (Bool, Bool)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f x = (x, not x)\n", - ":t f" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "ea93bbfb-711e-41c4-84a2-e2a87946dcdf", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[1,2,3,4,5,6,7,8,9,10]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "h :: [Int]\n", - "h = 1 : map (+1) h\n", - "\n", - "\n", - "take 10 h " - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "2ee6ae5e-c8b4-4e3e-8d91-05b0ce0b3d56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Use even
Found:
x `mod` 2 == 0
Why Not:
even x
Use sum
Found:
foldr1 (+)
Why Not:
sum
" - ], - "text/plain": [ - "Line 1: Use even\n", - "Found:\n", - "x `mod` 2 == 0\n", - "Why not:\n", - "even xLine 2: Use sum\n", - "Found:\n", - "foldr1 (+)\n", - "Why not:\n", - "sum" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "110" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "isEven x = x `mod` 2 == 0\n", - "evens = foldr1 (+) . take 10 . filter isEven\n", - "\n", - "evens h" - ] - }, - { - "cell_type": "markdown", - "id": "5736f780-c0f3-4ef3-8fc8-c6d46c0a3209", - "metadata": { - "tags": [] - }, - "source": [ - "## (Universal) probabilistic programming\n", - "\n", - "- express probability distributions as programs\n", - "- separate model and inference\n", - "- programmable inference" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", - "metadata": {}, - "outputs": [], - "source": [ - ":e ImportQualifiedPost\n", - ":e FlexibleContexts\n", - ":e BlockArguments\n", - ":e TupleSections\n", - ":e FlexibleContexts\n", - ":e OverloadedStrings\n", - ":e LambdaCase\n", - ":e RankNTypes\n", - "\n", - "import Control.Arrow (first)\n", - "import Data.Text (pack)\n", - "import Control.Monad\n", - "import Numeric.Log\n", - "\n", - "import Control.Monad.Bayes.Class\n", - "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", - "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Integrator\n", - "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Free\n", - "\n", - ":l Plotting.hs\n", - "\n", - "type Distribution a = forall m . MonadSample m => m a\n", - "type Measure a = forall m . MonadInfer m => m a\n", - "type Real = Double\n" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", - "metadata": {}, - "outputs": [], - "source": [ - "model :: Distribution Real\n", - "model = do\n", - " p <- bernoulli 0.2\n", - " if p then normal 10 1 else normal (-5) 5" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-2.3914293282720003" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO model" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "9ad97d59-71a9-40e6-9140-3db494d6b851", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(-5.452236394211036,9.999999999999998e-2),(5.749620788842835,9.999999999999998e-2),(9.357234852458888,9.999999999999998e-2),(10.576010685994802,9.999999999999998e-2),(-11.525076539340796,9.999999999999998e-2),(-3.1167600740052164,9.999999999999998e-2),(-8.08596785016415,9.999999999999998e-2),(-17.711913353739494,9.999999999999998e-2),(-8.173138078929128,9.999999999999998e-2),(-9.029672984132167,9.999999999999998e-2)]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO $ runPopulation (spawn 10 >> model)" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "eb8623cf-e564-4135-94be-89fe948a3294", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9.158378766427086,[0.1,0.2])" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO $ runWith [0.1, 0.2] model" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "5a317c45-3f98-4022-a267-2b2d7bff53ae", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.999999999999914" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "expectation model" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "id": "0e9b8be9-4f2f-4f3a-92c3-0fe725f9283f", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "X": -24.8, - "Y": 5.3095963671804324e-06 - }, - { - "X": -24.6, - "Y": 6.165627647681546e-06 - }, - { - "X": -24.400000000000002, - "Y": 7.142426872944732e-06 - }, - { - "X": -24.200000000000003, - "Y": 8.254377982243924e-06 - }, - { - "X": -24, - "Y": 9.517217568292708e-06 - }, - { - "X": -23.8, - "Y": 1.0948119678973923e-05 - }, - { - "X": -23.6, - "Y": 1.951916511397483e-05 - }, - { - "X": -23.400000000000002, - "Y": 1.53873326738432e-05 - }, - { - "X": -23.200000000000003, - "Y": 1.756447251953682e-05 - }, - { - "X": -23, - "Y": 2.0007057866674773e-05 - }, - { - "X": -22.8, - "Y": 2.2741709649609795e-05 - }, - { - "X": -22.6, - "Y": 2.5797043317974205e-05 - }, - { - "X": -22.400000000000002, - "Y": 2.920375038464111e-05 - }, - { - "X": -22.200000000000003, - "Y": 5.1043211362140733e-05 - }, - { - "X": -22, - "Y": 3.947883961364423e-05 - }, - { - "X": -21.8, - "Y": 4.438883568868708e-05 - }, - { - "X": -21.6, - "Y": 4.981604384789415e-05 - }, - { - "X": -21.400000000000002, - "Y": 5.5803886480783915e-05 - }, - { - "X": -21.200000000000003, - "Y": 9.627310649706154e-05 - }, - { - "X": -21, - "Y": 7.353406698112101e-05 - }, - { - "X": -20.8, - "Y": 8.186283113755633e-05 - }, - { - "X": -20.6, - "Y": 9.097940195119327e-05 - }, - { - "X": -20.400000000000002, - "Y": 0.00015542877950402179 - }, - { - "X": -20.200000000000003, - "Y": 0.0001176030725961721 - }, - { - "X": -20, - "Y": 0.00012994936307383746 - }, - { - "X": -19.8, - "Y": 0.00022043035575747914 - }, - { - "X": -19.6, - "Y": 0.0001656444511166623 - }, - { - "X": -19.400000000000002, - "Y": 0.00018204250426452149 - }, - { - "X": -19.200000000000003, - "Y": 0.00030672846672537724 - }, - { - "X": -19, - "Y": 0.00022900418687446427 - }, - { - "X": -18.8, - "Y": 0.00025038660506084855 - }, - { - "X": -18.6, - "Y": 0.0004192169646104488 - }, - { - "X": -18.400000000000002, - "Y": 0.00031107530922898813 - }, - { - "X": -18.2, - "Y": 0.0005185837672412176 - }, - { - "X": -18, - "Y": 0.0003832048398221772 - }, - { - "X": -17.8, - "Y": 0.00041558110144749964 - }, - { - "X": -17.6, - "Y": 0.0006888181760479613 - }, - { - "X": -17.400000000000002, - "Y": 0.0005061612922303652 - }, - { - "X": -17.2, - "Y": 0.000835656696506249 - }, - { - "X": -17, - "Y": 0.0006117199264780828 - }, - { - "X": -16.8, - "Y": 0.001006103121920774 - }, - { - "X": -16.6, - "Y": 0.0007337779924051356 - }, - { - "X": -16.400000000000002, - "Y": 0.0012024350560064876 - }, - { - "X": -16.2, - "Y": 0.0008738440118643176 - }, - { - "X": -16, - "Y": 0.0014268870141138828 - }, - { - "X": -15.8, - "Y": 0.0010333804232739619 - }, - { - "X": -15.600000000000001, - "Y": 0.0016815964699223697 - }, - { - "X": -15.4, - "Y": 0.0012137652729090045 - }, - { - "X": -15.200000000000001, - "Y": 0.0019685429326754145 - }, - { - "X": -15, - "Y": 0.0014162493419906026 - }, - { - "X": -14.8, - "Y": 0.0022894803727306276 - }, - { - "X": -14.600000000000001, - "Y": 0.0016419090158662855 - }, - { - "X": -14.4, - "Y": 0.002645863614316109 - }, - { - "X": -14.200000000000001, - "Y": 0.0018915954247418377 - }, - { - "X": -14, - "Y": 0.0030387696830687394 - }, - { - "X": -13.8, - "Y": 0.003292322586302597 - }, - { - "X": -13.600000000000001, - "Y": 0.002342373597746243 - }, - { - "X": -13.4, - "Y": 0.00374472560044742 - }, - { - "X": -13.200000000000001, - "Y": 0.0026563505776088787 - }, - { - "X": -13, - "Y": 0.004234089126490092 - }, - { - "X": -12.8, - "Y": 0.004545075472352339 - }, - { - "X": -12.600000000000001, - "Y": 0.003209076685363121 - }, - { - "X": -12.4, - "Y": 0.0050912499414268765 - }, - { - "X": -12.200000000000001, - "Y": 0.0035843756991705495 - }, - { - "X": -12, - "Y": 0.005670273981989368 - }, - { - "X": -11.8, - "Y": 0.006032222334389711 - }, - { - "X": -11.600000000000001, - "Y": 0.004227504911733166 - }, - { - "X": -11.4, - "Y": 0.006657082448059182 - }, - { - "X": -11.200000000000001, - "Y": 0.004652199290268652 - }, - { - "X": -11, - "Y": 0.007304984998232411 - }, - { - "X": -10.8, - "Y": 0.007702575045606567 - }, - { - "X": -10.600000000000001, - "Y": 0.005358481300238634 - }, - { - "X": -10.4, - "Y": 0.008375725553296841 - }, - { - "X": -10.200000000000001, - "Y": 0.005810273443431885 - }, - { - "X": -10, - "Y": 0.009056025256592605 - }, - { - "X": -9.8, - "Y": 0.009464504364960952 - }, - { - "X": -9.600000000000001, - "Y": 0.0065357322362273405 - }, - { - "X": -9.4, - "Y": 0.010140142190877145 - }, - { - "X": -9.200000000000001, - "Y": 0.006982288056300124 - }, - { - "X": -9, - "Y": 0.010801803976785741 - }, - { - "X": -8.8, - "Y": 0.011188334576243604 - }, - { - "X": -8.6, - "Y": 0.007668627394691908 - }, - { - "X": -8.4, - "Y": 0.011808672869082982 - }, - { - "X": -8.200000000000001, - "Y": 0.008070364799286928 - }, - { - "X": -8, - "Y": 0.012391059176428562 - }, - { - "X": -7.800000000000001, - "Y": 0.012718425893634153 - }, - { - "X": -7.6000000000000005, - "Y": 0.008651553198501605 - }, - { - "X": -7.4, - "Y": 0.013221056792861181 - }, - { - "X": -7.2, - "Y": 0.008967019281621344 - }, - { - "X": -7, - "Y": 0.013662649695284454 - }, - { - "X": -6.800000000000001, - "Y": 0.013895057367178457 - }, - { - "X": -6.6000000000000005, - "Y": 0.009379571751890135 - }, - { - "X": -6.4, - "Y": 0.014223355365981644 - }, - { - "X": -6.2, - "Y": 0.009572616707840676 - }, - { - "X": -6, - "Y": 0.014472770164764372 - }, - { - "X": -5.800000000000001, - "Y": 0.014582570750033136 - }, - { - "X": -5.6000000000000005, - "Y": 0.009767512178953679 - }, - { - "X": -5.4, - "Y": 0.014696779267426735 - }, - { - "X": -5.2, - "Y": 0.009814530455681262 - }, - { - "X": -5, - "Y": 0.014723268976915527 - }, - { - "X": -4.800000000000001, - "Y": 0.014696779267426735 - }, - { - "X": -4.6000000000000005, - "Y": 0.009767512178953679 - }, - { - "X": -4.4, - "Y": 0.014582570750033136 - }, - { - "X": -4.2, - "Y": 0.014472770164764372 - }, - { - "X": -4, - "Y": 0.009572616707840676 - }, - { - "X": -3.8000000000000003, - "Y": 0.014223355365981644 - }, - { - "X": -3.6, - "Y": 0.009379571751890135 - }, - { - "X": -3.4000000000000004, - "Y": 0.013895057367178457 - }, - { - "X": -3.2, - "Y": 0.013662649695284454 - }, - { - "X": -3, - "Y": 0.008967019281621344 - }, - { - "X": -2.8000000000000003, - "Y": 0.013221056792861181 - }, - { - "X": -2.6, - "Y": 0.008651553198501605 - }, - { - "X": -2.4000000000000004, - "Y": 0.012718425893634153 - }, - { - "X": -2.2, - "Y": 0.012391059176428562 - }, - { - "X": -2, - "Y": 0.008070364799286928 - }, - { - "X": -1.8, - "Y": 0.011808672869082982 - }, - { - "X": -1.6, - "Y": 0.007668627394691908 - }, - { - "X": -1.4000000000000001, - "Y": 0.011188334576243604 - }, - { - "X": -1.2000000000000002, - "Y": 0.010801803976785741 - }, - { - "X": -1, - "Y": 0.006982288056300124 - }, - { - "X": -0.8, - "Y": 0.010140142190877145 - }, - { - "X": -0.6000000000000001, - "Y": 0.0065357322362273405 - }, - { - "X": -0.4, - "Y": 0.009464504364960952 - }, - { - "X": -0.2, - "Y": 0.009056025256592605 - }, - { - "X": 0, - "Y": 0.005810273443431885 - }, - { - "X": 0.2, - "Y": 0.008375725553296841 - }, - { - "X": 0.4, - "Y": 0.005358481300238634 - }, - { - "X": 0.6000000000000001, - "Y": 0.007702575045606567 - }, - { - "X": 0.8, - "Y": 0.007304984998232411 - }, - { - "X": 1, - "Y": 0.004652199290268652 - }, - { - "X": 1.2000000000000002, - "Y": 0.006657082448059182 - }, - { - "X": 1.4000000000000001, - "Y": 0.004227504911733166 - }, - { - "X": 1.6, - "Y": 0.006032222334389711 - }, - { - "X": 1.8, - "Y": 0.005670273981989368 - }, - { - "X": 2, - "Y": 0.0035843756991705495 - }, - { - "X": 2.2, - "Y": 0.0050912499414268765 - }, - { - "X": 2.4000000000000004, - "Y": 0.0032090766853715828 - }, - { - "X": 2.6, - "Y": 0.004545075472404506 - }, - { - "X": 2.8000000000000003, - "Y": 0.004234089126669467 - }, - { - "X": 3, - "Y": 0.002656350578426903 - }, - { - "X": 3.2, - "Y": 0.0037447256036590893 - }, - { - "X": 3.4000000000000004, - "Y": 0.0023423736094486908 - }, - { - "X": 3.6, - "Y": 0.0032923226260335938 - }, - { - "X": 3.8000000000000003, - "Y": 0.0030387698092297524 - }, - { - "X": 4, - "Y": 0.0018915958944567674 - }, - { - "X": 4.2, - "Y": 0.0026458651255221624 - }, - { - "X": 4.4, - "Y": 0.0016419135353878634 - }, - { - "X": 4.6000000000000005, - "Y": 0.0022894929933032497 - }, - { - "X": 4.800000000000001, - "Y": 0.0014162890889872167 - }, - { - "X": 5, - "Y": 0.0019686515763010747 - }, - { - "X": 5.2, - "Y": 0.0012140419610368388 - }, - { - "X": 5.4, - "Y": 0.001682256247895249 - }, - { - "X": 5.6000000000000005, - "Y": 0.0010348602959120942 - }, - { - "X": 5.800000000000001, - "Y": 0.0014305303394102473 - }, - { - "X": 6, - "Y": 0.0008817023236705112 - }, - { - "X": 6.2, - "Y": 0.001220669132895143 - }, - { - "X": 6.4, - "Y": 0.0007709761855503958 - }, - { - "X": 6.6000000000000005, - "Y": 0.0010775432999527918 - }, - { - "X": 6.800000000000001, - "Y": 0.0007415719645205989 - }, - { - "X": 7, - "Y": 0.0010868554817407183 - }, - { - "X": 7.2, - "Y": 0.0009382280004843571 - }, - { - "X": 7.4, - "Y": 0.0013961737025615243 - }, - { - "X": 7.6000000000000005, - "Y": 0.001522551128616199 - }, - { - "X": 7.800000000000001, - "Y": 0.0022142478680458356 - }, - { - "X": 8, - "Y": 0.0029898582096525832 - }, - { - "X": 8.200000000000001, - "Y": 0.0040797108205224576 - }, - { - "X": 8.4, - "Y": 0.005585183695811193 - }, - { - "X": 8.6, - "Y": 0.007060207346670868 - }, - { - "X": 8.8, - "Y": 0.008867014272076047 - }, - { - "X": 9, - "Y": 0.01085140149296492 - }, - { - "X": 9.200000000000001, - "Y": 0.012566493408287312 - }, - { - "X": 9.4, - "Y": 0.014152923036878371 - }, - { - "X": 9.600000000000001, - "Y": 0.01540374307780132 - }, - { - "X": 9.8, - "Y": 0.015963490067288637 - }, - { - "X": 10, - "Y": 0.017178328407119536 - }, - { - "X": 10.200000000000001, - "Y": 0.015338741501547862 - }, - { - "X": 10.4, - "Y": 0.014078257987712901 - }, - { - "X": 10.600000000000001, - "Y": 0.012466313735160347 - }, - { - "X": 10.8, - "Y": 0.010618207093220663 - }, - { - "X": 11, - "Y": 0.008734283191698645 - }, - { - "X": 11.200000000000001, - "Y": 0.006865624628090803 - }, - { - "X": 11.4, - "Y": 0.0052157827750486385 - }, - { - "X": 11.600000000000001, - "Y": 0.0038130243469821565 - }, - { - "X": 11.8, - "Y": 0.00251075328202501 - }, - { - "X": 12, - "Y": 0.0018820862395857992 - }, - { - "X": 12.200000000000001, - "Y": 0.0011361737775533406 - }, - { - "X": 12.4, - "Y": 0.0007331525698315374 - }, - { - "X": 12.600000000000001, - "Y": 0.0004548084179036016 - }, - { - "X": 12.8, - "Y": 0.0002712058431011442 - }, - { - "X": 13, - "Y": 0.00014741651056205293 - }, - { - "X": 13.200000000000001, - "Y": 8.682751070586094e-05 - }, - { - "X": 13.4, - "Y": 5.671735825923499e-05 - }, - { - "X": 13.600000000000001, - "Y": 2.918219656762929e-05 - }, - { - "X": 13.8, - "Y": 1.7375529374486354e-05 - }, - { - "X": 14, - "Y": 1.1897703278608336e-05 - }, - { - "X": 14.200000000000001, - "Y": 8.622299511077096e-06 - }, - { - "X": 14.4, - "Y": 6.825405620560989e-06 - }, - { - "X": 14.600000000000001, - "Y": 5.586284495014563e-06 - }, - { - "X": 14.8, - "Y": 4.669861980384239e-06 - }, - { - "X": 15, - "Y": 3.948313554694825e-06 - }, - { - "X": 15.200000000000001, - "Y": 3.3534425460400294e-06 - }, - { - "X": 15.4, - "Y": 2.8527159283821076e-06 - }, - { - "X": 15.600000000000001, - "Y": 2.4233690209484857e-06 - }, - { - "X": 15.8, - "Y": 2.054328147189825e-06 - }, - { - "X": 16, - "Y": 1.7371920198927467e-06 - }, - { - "X": 16.2, - "Y": 1.46513697892469e-06 - }, - { - "X": 16.400000000000002, - "Y": 6.430045608227638e-07 - }, - { - "X": 16.6, - "Y": 1.1289058668345064e-06 - }, - { - "X": 16.8, - "Y": 9.45432750205755e-07 - }, - { - "X": 17, - "Y": 7.894740185842172e-07 - }, - { - "X": 17.2, - "Y": 6.572915930046536e-07 - }, - { - "X": 17.400000000000002, - "Y": 5.455944919957147e-07 - }, - { - "X": 17.6, - "Y": 4.5149403031157523e-07 - }, - { - "X": 17.8, - "Y": 1.9525799762733373e-07 - }, - { - "X": 18, - "Y": 3.378964915674886e-07 - }, - { - "X": 18.2, - "Y": 2.774244639758001e-07 - }, - { - "X": 18.400000000000002, - "Y": 2.270377464987253e-07 - }, - { - "X": 18.6, - "Y": 1.8519131251684698e-07 - }, - { - "X": 18.8, - "Y": 7.920249677766002e-08 - }, - { - "X": 19, - "Y": 1.3557216891866329e-07 - }, - { - "X": 19.200000000000003, - "Y": 1.0965115492621583e-07 - }, - { - "X": 19.400000000000002, - "Y": 8.837751973876313e-08 - }, - { - "X": 19.6, - "Y": 7.097930240632512e-08 - }, - { - "X": 19.8, - "Y": 2.999435665118401e-08 - }, - { - "X": 20, - "Y": 5.074307876946539e-08 - }, - { - "X": 20.200000000000003, - "Y": 4.03840509672416e-08 - }, - { - "X": 20.400000000000002, - "Y": 1.6945424661950835e-08 - }, - { - "X": 20.6, - "Y": 2.8470764678943016e-08 - }, - { - "X": 20.8, - "Y": 2.244466737896972e-08 - }, - { - "X": 21, - "Y": 9.348942461918773e-09 - }, - { - "X": 21.200000000000003, - "Y": 1.5595477957054267e-08 - }, - { - "X": 21.400000000000002, - "Y": 1.2173775578461567e-08 - }, - { - "X": 21.6, - "Y": 5.032087529533858e-09 - }, - { - "X": 21.8, - "Y": 8.332006961460162e-09 - }, - { - "X": 22, - "Y": 6.437450105521275e-09 - }, - { - "X": 22.200000000000003, - "Y": 2.6398048870269847e-09 - }, - { - "X": 22.400000000000002, - "Y": 4.337201860213885e-09 - }, - { - "X": 22.6, - "Y": 1.7697821375641629e-09 - }, - { - "X": 22.8, - "Y": 2.8938473215601114e-09 - }, - { - "X": 23, - "Y": 2.197451537277538e-09 - }, - { - "X": 23.200000000000003, - "Y": 8.890601143487822e-10 - }, - { - "X": 23.400000000000002, - "Y": 1.4418071583810853e-09 - }, - { - "X": 23.6, - "Y": 5.802653553133105e-10 - }, - { - "X": 23.8, - "Y": 9.362400492222958e-10 - }, - { - "X": 24, - "Y": 3.747638369657277e-10 - }, - { - "X": 24.200000000000003, - "Y": 6.015208610865836e-10 - }, - { - "X": 24.400000000000002, - "Y": 2.3944960617131523e-10 - }, - { - "X": 24.6, - "Y": 3.822842156214353e-10 - }, - { - "X": 24.8, - "Y": 2.8084119923931763e-10 - }, - { - "X": 25, - "Y": 1.1073367866069837e-10 - } - ] - }, - "encoding": { - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "bar", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotVega $ histogram 250 0.2 model" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "e88d5c67-938f-4708-9487-75b63cd397b1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Redundant bracket
Found:
(model2)
Why Not:
model2
" - ], - "text/plain": [ - "Line 8: Redundant bracket\n", - "Found:\n", - "(model2)\n", - "Why not:\n", - "model2" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "X": -24.8, - "Y": 0 - }, - { - "X": -24.6, - "Y": 0 - }, - { - "X": -24.400000000000002, - "Y": 0 - }, - { - "X": -24.200000000000003, - "Y": 0 - }, - { - "X": -24, - "Y": 0 - }, - { - "X": -23.8, - "Y": 0 - }, - { - "X": -23.6, - "Y": 0 - }, - { - "X": -23.400000000000002, - "Y": 0 - }, - { - "X": -23.200000000000003, - "Y": 0 - }, - { - "X": -23, - "Y": 0 - }, - { - "X": -22.8, - "Y": 0 - }, - { - "X": -22.6, - "Y": 0 - }, - { - "X": -22.400000000000002, - "Y": 0 - }, - { - "X": -22.200000000000003, - "Y": 0 - }, - { - "X": -22, - "Y": 0 - }, - { - "X": -21.8, - "Y": 0 - }, - { - "X": -21.6, - "Y": 0 - }, - { - "X": -21.400000000000002, - "Y": 0 - }, - { - "X": -21.200000000000003, - "Y": 0 - }, - { - "X": -21, - "Y": 0 - }, - { - "X": -20.8, - "Y": 0 - }, - { - "X": -20.6, - "Y": 0 - }, - { - "X": -20.400000000000002, - "Y": 0 - }, - { - "X": -20.200000000000003, - "Y": 0 - }, - { - "X": -20, - "Y": 0 - }, - { - "X": -19.8, - "Y": 0 - }, - { - "X": -19.6, - "Y": 0 - }, - { - "X": -19.400000000000002, - "Y": 0 - }, - { - "X": -19.200000000000003, - "Y": 0 - }, - { - "X": -19, - "Y": 0 - }, - { - "X": -18.8, - "Y": 0 - }, - { - "X": -18.6, - "Y": 0 - }, - { - "X": -18.400000000000002, - "Y": 0 - }, - { - "X": -18.2, - "Y": 0 - }, - { - "X": -18, - "Y": 0 - }, - { - "X": -17.8, - "Y": 0 - }, - { - "X": -17.6, - "Y": 0 - }, - { - "X": -17.400000000000002, - "Y": 0 - }, - { - "X": -17.2, - "Y": 0 - }, - { - "X": -17, - "Y": 0 - }, - { - "X": -16.8, - "Y": 0 - }, - { - "X": -16.6, - "Y": 0 - }, - { - "X": -16.400000000000002, - "Y": 0 - }, - { - "X": -16.2, - "Y": 0 - }, - { - "X": -16, - "Y": 0 - }, - { - "X": -15.8, - "Y": 0 - }, - { - "X": -15.600000000000001, - "Y": 0 - }, - { - "X": -15.4, - "Y": 0 - }, - { - "X": -15.200000000000001, - "Y": 0 - }, - { - "X": -15, - "Y": 0 - }, - { - "X": -14.8, - "Y": 0 - }, - { - "X": -14.600000000000001, - "Y": 0 - }, - { - "X": -14.4, - "Y": 0 - }, - { - "X": -14.200000000000001, - "Y": 0 - }, - { - "X": -14, - "Y": 0 - }, - { - "X": -13.8, - "Y": 0 - }, - { - "X": -13.600000000000001, - "Y": 0 - }, - { - "X": -13.4, - "Y": 0 - }, - { - "X": -13.200000000000001, - "Y": 0 - }, - { - "X": -13, - "Y": 0 - }, - { - "X": -12.8, - "Y": 0 - }, - { - "X": -12.600000000000001, - "Y": 0 - }, - { - "X": -12.4, - "Y": 0 - }, - { - "X": -12.200000000000001, - "Y": 0 - }, - { - "X": -12, - "Y": 0 - }, - { - "X": -11.8, - "Y": 0 - }, - { - "X": -11.600000000000001, - "Y": 0 - }, - { - "X": -11.4, - "Y": 0 - }, - { - "X": -11.200000000000001, - "Y": 0 - }, - { - "X": -11, - "Y": 0 - }, - { - "X": -10.8, - "Y": 0 - }, - { - "X": -10.600000000000001, - "Y": 0 - }, - { - "X": -10.4, - "Y": 0 - }, - { - "X": -10.200000000000001, - "Y": 0 - }, - { - "X": -10, - "Y": 0 - }, - { - "X": -9.8, - "Y": 0 - }, - { - "X": -9.600000000000001, - "Y": 0 - }, - { - "X": -9.4, - "Y": 0 - }, - { - "X": -9.200000000000001, - "Y": 0 - }, - { - "X": -9, - "Y": 0 - }, - { - "X": -8.8, - "Y": 0 - }, - { - "X": -8.6, - "Y": 0 - }, - { - "X": -8.4, - "Y": 0 - }, - { - "X": -8.200000000000001, - "Y": 0 - }, - { - "X": -8, - "Y": 0 - }, - { - "X": -7.800000000000001, - "Y": 0 - }, - { - "X": -7.6000000000000005, - "Y": 0 - }, - { - "X": -7.4, - "Y": 0 - }, - { - "X": -7.2, - "Y": 0 - }, - { - "X": -7, - "Y": 0 - }, - { - "X": -6.800000000000001, - "Y": 0 - }, - { - "X": -6.6000000000000005, - "Y": 0 - }, - { - "X": -6.4, - "Y": 0 - }, - { - "X": -6.2, - "Y": 0 - }, - { - "X": -6, - "Y": 0 - }, - { - "X": -5.800000000000001, - "Y": 0 - }, - { - "X": -5.6000000000000005, - "Y": 0 - }, - { - "X": -5.4, - "Y": 0 - }, - { - "X": -5.2, - "Y": 0 - }, - { - "X": -5, - "Y": 0 - }, - { - "X": -4.800000000000001, - "Y": 0 - }, - { - "X": -4.6000000000000005, - "Y": 0 - }, - { - "X": -4.4, - "Y": 0 - }, - { - "X": -4.2, - "Y": 0 - }, - { - "X": -4, - "Y": 0 - }, - { - "X": -3.8000000000000003, - "Y": 0 - }, - { - "X": -3.6, - "Y": 0 - }, - { - "X": -3.4000000000000004, - "Y": 0 - }, - { - "X": -3.2, - "Y": 0 - }, - { - "X": -3, - "Y": 0 - }, - { - "X": -2.8000000000000003, - "Y": 0 - }, - { - "X": -2.6, - "Y": 0 - }, - { - "X": -2.4000000000000004, - "Y": 0 - }, - { - "X": -2.2, - "Y": 0 - }, - { - "X": -2, - "Y": 0 - }, - { - "X": -1.8, - "Y": 0 - }, - { - "X": -1.6, - "Y": 0 - }, - { - "X": -1.4000000000000001, - "Y": 0 - }, - { - "X": -1.2000000000000002, - "Y": 0 - }, - { - "X": -1, - "Y": 0 - }, - { - "X": -0.8, - "Y": 0 - }, - { - "X": -0.6000000000000001, - "Y": 0 - }, - { - "X": -0.4, - "Y": 0 - }, - { - "X": -0.2, - "Y": 0 - }, - { - "X": 0, - "Y": 0.01783317563264943 - }, - { - "X": 0.2, - "Y": 0.025707186812637894 - }, - { - "X": 0.4, - "Y": 0.01644651307408704 - }, - { - "X": 0.6000000000000001, - "Y": 0.02364112032751955 - }, - { - "X": 0.8, - "Y": 0.02242081749433159 - }, - { - "X": 1, - "Y": 0.014278757760571909 - }, - { - "X": 1.2000000000000002, - "Y": 0.02043224327616948 - }, - { - "X": 1.4000000000000001, - "Y": 0.012975264987579664 - }, - { - "X": 1.6, - "Y": 0.018514392031921813 - }, - { - "X": 1.8, - "Y": 0.017403482433407138 - }, - { - "X": 2, - "Y": 0.011001341330839957 - }, - { - "X": 2.2, - "Y": 0.015626313508156322 - }, - { - "X": 2.4000000000000004, - "Y": 0.009849455228921155 - }, - { - "X": 2.6, - "Y": 0.01394996809567743 - }, - { - "X": 2.8000000000000003, - "Y": 0.012995473582322293 - }, - { - "X": 3, - "Y": 0.008153001208665437 - }, - { - "X": 3.2, - "Y": 0.011493495105918341 - }, - { - "X": 3.4000000000000004, - "Y": 0.007189327728078239 - }, - { - "X": 3.6, - "Y": 0.010104957744419617 - }, - { - "X": 3.8000000000000003, - "Y": 0.009326741029106966 - }, - { - "X": 4, - "Y": 0.005805778702201898 - }, - { - "X": 4.2, - "Y": 0.008120818743406512 - }, - { - "X": 4.4, - "Y": 0.005039441385206362 - }, - { - "X": 4.6000000000000005, - "Y": 0.0070270239527971635 - }, - { - "X": 4.800000000000001, - "Y": 0.0043469437912711855 - }, - { - "X": 5, - "Y": 0.006042281772358858 - }, - { - "X": 5.2, - "Y": 0.0037261970073112763 - }, - { - "X": 5.4, - "Y": 0.00516326321298195 - }, - { - "X": 5.6000000000000005, - "Y": 0.0031762438707799317 - }, - { - "X": 5.800000000000001, - "Y": 0.004390653734098324 - }, - { - "X": 6, - "Y": 0.0027061639261583698 - }, - { - "X": 6.2, - "Y": 0.0037465374475414166 - }, - { - "X": 6.4, - "Y": 0.0023663178436210373 - }, - { - "X": 6.6000000000000005, - "Y": 0.0033072486358736125 - }, - { - "X": 6.800000000000001, - "Y": 0.002276068969265843 - }, - { - "X": 7, - "Y": 0.0033358300399958193 - }, - { - "X": 7.2, - "Y": 0.0028796553000480446 - }, - { - "X": 7.4, - "Y": 0.004285204662718899 - }, - { - "X": 7.6000000000000005, - "Y": 0.004673088444227124 - }, - { - "X": 7.800000000000001, - "Y": 0.006796077931533215 - }, - { - "X": 8, - "Y": 0.009176619153738174 - }, - { - "X": 8.200000000000001, - "Y": 0.012521648129149743 - }, - { - "X": 8.4, - "Y": 0.01714231916238017 - }, - { - "X": 8.6, - "Y": 0.021669533945675376 - }, - { - "X": 8.8, - "Y": 0.027215074194122998 - }, - { - "X": 9, - "Y": 0.03330565257702165 - }, - { - "X": 9.200000000000001, - "Y": 0.038569696627591445 - }, - { - "X": 9.4, - "Y": 0.04343884409043321 - }, - { - "X": 9.600000000000001, - "Y": 0.047277922180610214 - }, - { - "X": 9.8, - "Y": 0.04899592503719832 - }, - { - "X": 10, - "Y": 0.052724566329282574 - }, - { - "X": 10.200000000000001, - "Y": 0.04707841616131307 - }, - { - "X": 10.4, - "Y": 0.04320967846710211 - }, - { - "X": 10.600000000000001, - "Y": 0.038262220271600984 - }, - { - "X": 10.8, - "Y": 0.03258992091177781 - }, - { - "X": 11, - "Y": 0.026807689465791963 - }, - { - "X": 11.200000000000001, - "Y": 0.021072311142084382 - }, - { - "X": 11.4, - "Y": 0.016008535776287067 - }, - { - "X": 11.600000000000001, - "Y": 0.011703120951763232 - }, - { - "X": 11.8, - "Y": 0.007706126860383431 - }, - { - "X": 12, - "Y": 0.005776591204028027 - }, - { - "X": 12.200000000000001, - "Y": 0.0034872001673559466 - }, - { - "X": 12.4, - "Y": 0.002250227751004358 - }, - { - "X": 12.600000000000001, - "Y": 0.0013959202565330055 - }, - { - "X": 12.8, - "Y": 0.0008323982476402647 - }, - { - "X": 13, - "Y": 0.00045245796942262775 - }, - { - "X": 13.200000000000001, - "Y": 0.00026649524557467046 - }, - { - "X": 13.4, - "Y": 0.00017407969196358777 - }, - { - "X": 13.600000000000001, - "Y": 8.956742600906703e-05 - }, - { - "X": 13.8, - "Y": 5.3329825190198376e-05 - }, - { - "X": 14, - "Y": 3.651701322808125e-05 - }, - { - "X": 14.200000000000001, - "Y": 2.6463983672259628e-05 - }, - { - "X": 14.4, - "Y": 2.0948868995680614e-05 - }, - { - "X": 14.600000000000001, - "Y": 1.7145697789173058e-05 - }, - { - "X": 14.8, - "Y": 1.4332968953563589e-05 - }, - { - "X": 15, - "Y": 1.2118357209717551e-05 - }, - { - "X": 15.200000000000001, - "Y": 1.0292549994378243e-05 - }, - { - "X": 15.4, - "Y": 8.755695351722748e-06 - }, - { - "X": 15.600000000000001, - "Y": 7.437922809321333e-06 - }, - { - "X": 15.8, - "Y": 6.305244497114846e-06 - }, - { - "X": 16, - "Y": 5.331874773192428e-06 - }, - { - "X": 16.2, - "Y": 4.496870125895596e-06 - }, - { - "X": 16.400000000000002, - "Y": 1.9735410695187505e-06 - }, - { - "X": 16.6, - "Y": 3.464893140054521e-06 - }, - { - "X": 16.8, - "Y": 2.901768470524765e-06 - }, - { - "X": 17, - "Y": 2.4230922981328926e-06 - }, - { - "X": 17.2, - "Y": 2.0173915279609384e-06 - }, - { - "X": 17.400000000000002, - "Y": 1.6745653186020808e-06 - }, - { - "X": 17.6, - "Y": 1.3857475759150052e-06 - }, - { - "X": 17.8, - "Y": 5.992954030939676e-07 - }, - { - "X": 18, - "Y": 1.0370884500437385e-06 - }, - { - "X": 18.2, - "Y": 8.514847431951276e-07 - }, - { - "X": 18.400000000000002, - "Y": 6.96835363769256e-07 - }, - { - "X": 18.6, - "Y": 5.683982404454829e-07 - }, - { - "X": 18.8, - "Y": 2.4309217962487093e-07 - }, - { - "X": 19, - "Y": 4.161047363371104e-07 - }, - { - "X": 19.200000000000003, - "Y": 3.36546691504259e-07 - }, - { - "X": 19.400000000000002, - "Y": 2.712526091626415e-07 - }, - { - "X": 19.6, - "Y": 2.178531489814505e-07 - }, - { - "X": 19.8, - "Y": 9.206014748816213e-08 - }, - { - "X": 20, - "Y": 1.55743140946349e-07 - }, - { - "X": 20.200000000000003, - "Y": 1.2394870579986121e-07 - }, - { - "X": 20.400000000000002, - "Y": 5.2009726755287936e-08 - }, - { - "X": 20.6, - "Y": 8.738386443573836e-08 - }, - { - "X": 20.8, - "Y": 6.888827165923324e-08 - }, - { - "X": 21, - "Y": 2.8694231782051223e-08 - }, - { - "X": 21.200000000000003, - "Y": 4.786640425635277e-08 - }, - { - "X": 21.400000000000002, - "Y": 3.7364347842970595e-08 - }, - { - "X": 21.6, - "Y": 1.5444729337908356e-08 - }, - { - "X": 21.8, - "Y": 2.5573003570794616e-08 - }, - { - "X": 22, - "Y": 1.975813694068946e-08 - }, - { - "X": 22.200000000000003, - "Y": 8.102218362802664e-09 - }, - { - "X": 22.400000000000002, - "Y": 1.3311952230902738e-08 - }, - { - "X": 22.6, - "Y": 5.431901957451728e-09 - }, - { - "X": 22.8, - "Y": 8.881937836814063e-09 - }, - { - "X": 23, - "Y": 6.744525811053632e-09 - }, - { - "X": 23.200000000000003, - "Y": 2.7287468174304156e-09 - }, - { - "X": 23.400000000000002, - "Y": 4.425265098820216e-09 - }, - { - "X": 23.6, - "Y": 1.7809788292393815e-09 - }, - { - "X": 23.8, - "Y": 2.873553782735541e-09 - }, - { - "X": 24, - "Y": 1.1502435109883426e-09 - }, - { - "X": 24.200000000000003, - "Y": 1.8462172678956669e-09 - }, - { - "X": 24.400000000000002, - "Y": 7.349304509667973e-10 - }, - { - "X": 24.6, - "Y": 1.1733254252384999e-09 - }, - { - "X": 24.8, - "Y": 8.619715542958084e-10 - }, - { - "X": 25, - "Y": 3.3986922633355545e-10 - } - ] - }, - "encoding": { - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "bar", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model2 :: Measure Real\n", - "model2 = do\n", - " p <- bernoulli 0.2\n", - " x <- if p then normal 10 1 else normal (-5) 5\n", - " condition (x > 0)\n", - " return x\n", - "\n", - "plotVega $ histogram 250 0.2 ( model2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d9be5325-c304-40a0-9746-b7a79b387a49", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Haskell - nixpkgs", - "language": "haskell", - "name": "ihaskell_nixpkgs" - }, - "language_info": { - "codemirror_mode": "ihaskell", - "file_extension": ".hs", - "mimetype": "text/x-haskell", - "name": "haskell", - "pygments_lexer": "Haskell", - "version": "9.0.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/.ipynb_checkpoints/Implementation-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Implementation-checkpoint.ipynb new file mode 100644 index 00000000..3d4538d1 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/Implementation-checkpoint.ipynb @@ -0,0 +1,358 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b982b5d-666e-4175-a3d1-a5ee502e68a9", + "metadata": {}, + "source": [ + "# The design and implementation of Monad-Bayes\n", + "\n", + "*This notebook assumes the reader has a working knowledge of Haskell, or at least strongly typed functional programming*. In particular, it won't explain what a monad is, what a monad transformer is, or what a typeclass is.\n", + "\n", + "Monad-Bayes is, in typical Haskell fashion, very laconic. Its core capabilities are defined in very few lines of code, which belies its sophistication. The goal of this notebook is to explain how the library works.\n", + "\n", + "As usual with Haskell, the key to understanding things is to look at the types. \n" + ] + }, + { + "cell_type": "markdown", + "id": "71734104-9ff6-4264-93c5-ce99087d65c8", + "metadata": {}, + "source": [ + "# 1. Probability distributions form a monad\n", + "\n", + "It's easiest to see what the *monad of probability distributions* looks like in the discrete case. In the discrete case, a distribution is the following:\n", + "\n", + "`type Distribution a = Set (a, Double)`\n", + "\n", + "So for instance, a distribution over `String`s is a set of strings along with their probability mass. The masses should collectively sum to `1` and individually be non-negative. \n", + "\n", + "`Distribution` can be made an instance of the `Monad` typeclass. How?\n", + "\n", + "todo\n" + ] + }, + { + "cell_type": "markdown", + "id": "1d5dfde5-3e9f-40ca-b877-e150cea063d2", + "metadata": {}, + "source": [ + "# 2. There are many different probability monads\n", + "\n", + "The same idea of a distribution as a monad carries over to continuous distributions, but in this case, our concrete representation is not going to be a set of pairs of elements in the support and their weights.\n", + "\n", + "In fact, the **central idea of Monad-bayes** is that there is a variety of implementations of the probability monad, and the choice depends on the inference algorithm we want. Monad-bayes offers a typeclass of distributions `MonadSample` and a typeclass for unnormalized distributions `MonadInfer`, and then offers many instances of both.\n", + "\n", + "To see this, we'll take one program and interpret it with different instances of `MonadSample` and/or `MonadInfer`:" + ] + }, + { + "cell_type": "markdown", + "id": "91763a0c-afd7-49a0-bb53-ef4e26719c00", + "metadata": {}, + "source": [ + "# MonadSample\n", + "\n", + "the class definition\n", + "\n", + "So to be an instance of `MonadSample`, you need to say how you define a uniform distribution over the unit interval. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6310e977-70c3-4240-9e17-15f96447c176", + "metadata": {}, + "outputs": [], + "source": [ + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad\n", + "import Control.Monad.Bayes.Weighted\n", + "import Data.List" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "91820eb8-28fa-4bca-9e90-324bf8e32ff3", + "metadata": {}, + "outputs": [], + "source": [ + "program :: MonadSample m => m Double\n", + "program = do \n", + " x <- random\n", + " normal x 1" + ] + }, + { + "cell_type": "markdown", + "id": "1e3dd003-b1bc-4482-add0-49a60f4fab75", + "metadata": {}, + "source": [ + "`program` represents a distribution, defined using monadic control flow. You might describe it as a hierarchical distribution, where you have a normal distribution whose mean parameter is drawn from a uniform unit interval which is marginalized out.\n", + "\n", + "The first instance of `MonadSample` we'll introduce is `SamplerIO`, which is a random number generator:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bd3212d0-7c69-41f3-b7dc-cf14b45e45c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1194250440980824" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO program" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2dabe42-125f-46e8-ba52-7192bc463306", + "metadata": {}, + "outputs": [], + "source": [ + "A second example of `MonadSample`\n", + "\n", + "state" + ] + }, + { + "cell_type": "markdown", + "id": "09c7c3c4-a88a-40c7-aaf4-f2e831a4426f", + "metadata": {}, + "source": [ + "# MonadInfer\n", + "\n", + "`Weighted`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3d35d6a0-6b3c-4812-81cf-2d3bfcb98923", + "metadata": {}, + "outputs": [], + "source": [ + "program :: MonadInfer m => m Double\n", + "program = do\n", + " x <- random\n", + " factor (normalPdf 0 1 x)\n", + " y <- random\n", + " factor (normalPdf 0 1 y)\n", + " return (x+y)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d39aec4a-9670-4d0d-9571-6acfc0dad256", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7186997078194988,0.13968662310676447)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ runWeighted program " + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "ca3b4501-4c6d-45ac-9e87-287aa5b887ca", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "d = do\n", + " x <- random\n", + " factor (normalPdf 0 1 x)\n", + " y <- random\n", + " factor (normalPdf 0 1 (x+y))\n", + " return (x+y) \n", + " \n", + " \n", + "y <- sampleIO $ runPopulation $ do \n", + " x <- resampleMultinomial $ (spawn 10 >> d)\n", + " factor (normalPdf 0 1 x)\n", + " return x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "e7840f35-c91b-4a9f-b5ff-4e3cfdc74a4d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant $
Found:
proper $ (spawn 2 >> random)
Why Not:
proper (spawn 2 >> random)
" + ], + "text/plain": [ + "Line 1: Redundant $\n", + "Found:\n", + "proper $ (spawn 2 >> random)\n", + "Why not:\n", + "proper (spawn 2 >> random)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[(0.8860019925375079,1.0),(0.5033782588382129,1.0),(0.31137526868154797,1.0),(5.451319701546942e-2,1.0),(0.3872285285958025,1.0),(0.3834005992613564,1.0),(0.3141355914598035,1.0),(0.6585424700601658,1.0),(0.5176716807111276,1.0),(0.5625227391260524,1.0)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ replicateM 10 $ runWeighted $ proper $ (spawn 2 >> random)" + ] + }, + { + "cell_type": "markdown", + "id": "7ad288a9-5962-4baf-a5af-2a6ea6f8ce59", + "metadata": {}, + "source": [ + "# 3. We can construct probability monads modularly, with transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca59cfbf-5f30-49c2-86e7-276a0baf3535", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46b2d45c-fcde-4dbc-8545-dfed14d82abc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/.ipynb_checkpoints/Introduction-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Introduction-checkpoint.ipynb index f4e381c1..bd259e9c 100644 --- a/notebooks/.ipynb_checkpoints/Introduction-checkpoint.ipynb +++ b/notebooks/.ipynb_checkpoints/Introduction-checkpoint.ipynb @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -102,8 +102,13 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 5, + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, "outputs": [ { "data": { @@ -167,17 +172,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Exact inference for continuous distributions\n", - "\n", - "`enumerate` only works for discrete random variables (like categorical or bernoulli distributions).\n", + "# Distributions as programs\n", "\n", - "For continuous distributions, there is almost a (near) exact inference algorithm, which performs numerical integration. It is defined in `Control.Monad.Bayes.Integrator`, which also provides `histogram`:\n", "If you are familiar with Haskell, then it should be clear that the class of distributions you can express in this way is very broad, since we have monadic control flow. For example, you could build:" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -187,6 +189,17 @@ " return (length $ filter (>=1) means)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exact inference for continuous distributions\n", + "\n", + "`enumerate` only works for discrete random variables (like categorical or bernoulli distributions).\n", + "\n", + "For continuous distributions, there is almost a (near) exact inference algorithm, which performs numerical integration. It is defined in `Control.Monad.Bayes.Integrator`, which also provides `histogram`:\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -196,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -443,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -452,325 +465,1005 @@ "$schema": "https://vega.github.io/schema/vega-lite/v4.json", "data": { "values": [ + { + "X": -24.8, + "Y": 5.3095963671804324e-06 + }, + { + "X": -24.6, + "Y": 6.165627647681546e-06 + }, + { + "X": -24.400000000000002, + "Y": 7.142426872944732e-06 + }, + { + "X": -24.200000000000003, + "Y": 8.254377982243924e-06 + }, + { + "X": -24, + "Y": 9.517217568292708e-06 + }, + { + "X": -23.8, + "Y": 1.0948119678973923e-05 + }, + { + "X": -23.6, + "Y": 1.951916511397483e-05 + }, + { + "X": -23.400000000000002, + "Y": 1.53873326738432e-05 + }, + { + "X": -23.200000000000003, + "Y": 1.756447251953682e-05 + }, + { + "X": -23, + "Y": 2.0007057866674773e-05 + }, + { + "X": -22.8, + "Y": 2.2741709649609795e-05 + }, + { + "X": -22.6, + "Y": 2.5797043317974205e-05 + }, + { + "X": -22.400000000000002, + "Y": 2.920375038464111e-05 + }, + { + "X": -22.200000000000003, + "Y": 5.1043211362140733e-05 + }, + { + "X": -22, + "Y": 3.947883961364423e-05 + }, + { + "X": -21.8, + "Y": 4.438883568868708e-05 + }, + { + "X": -21.6, + "Y": 4.981604384789415e-05 + }, + { + "X": -21.400000000000002, + "Y": 5.5803886480783915e-05 + }, + { + "X": -21.200000000000003, + "Y": 9.627310649706154e-05 + }, + { + "X": -21, + "Y": 7.353406698112101e-05 + }, + { + "X": -20.8, + "Y": 8.186283113755633e-05 + }, + { + "X": -20.6, + "Y": 9.097940195119327e-05 + }, + { + "X": -20.400000000000002, + "Y": 0.00015542877950402179 + }, + { + "X": -20.200000000000003, + "Y": 0.0001176030725961721 + }, + { + "X": -20, + "Y": 0.00012994936307383746 + }, + { + "X": -19.8, + "Y": 0.00022043035575747914 + }, + { + "X": -19.6, + "Y": 0.0001656444511166623 + }, + { + "X": -19.400000000000002, + "Y": 0.00018204250426452149 + }, + { + "X": -19.200000000000003, + "Y": 0.00030672846672537724 + }, + { + "X": -19, + "Y": 0.00022900418687446427 + }, + { + "X": -18.8, + "Y": 0.00025038660506084855 + }, + { + "X": -18.6, + "Y": 0.0004192169646104488 + }, + { + "X": -18.400000000000002, + "Y": 0.00031107530922898813 + }, + { + "X": -18.2, + "Y": 0.0005185837672412176 + }, + { + "X": -18, + "Y": 0.0003832048398221772 + }, + { + "X": -17.8, + "Y": 0.00041558110144749964 + }, + { + "X": -17.6, + "Y": 0.0006888181760479613 + }, + { + "X": -17.400000000000002, + "Y": 0.0005061612922303652 + }, + { + "X": -17.2, + "Y": 0.000835656696506249 + }, + { + "X": -17, + "Y": 0.0006117199264780828 + }, + { + "X": -16.8, + "Y": 0.001006103121920774 + }, + { + "X": -16.6, + "Y": 0.0007337779924051356 + }, + { + "X": -16.400000000000002, + "Y": 0.0012024350560064876 + }, + { + "X": -16.2, + "Y": 0.0008738440118643176 + }, + { + "X": -16, + "Y": 0.0014268870141138828 + }, + { + "X": -15.8, + "Y": 0.0010333804232739619 + }, + { + "X": -15.600000000000001, + "Y": 0.0016815964699223697 + }, + { + "X": -15.4, + "Y": 0.0012137652729090045 + }, + { + "X": -15.200000000000001, + "Y": 0.0019685429326754145 + }, + { + "X": -15, + "Y": 0.0014162493419906026 + }, + { + "X": -14.8, + "Y": 0.0022894803727306276 + }, + { + "X": -14.600000000000001, + "Y": 0.0016419090158662855 + }, + { + "X": -14.4, + "Y": 0.002645863614316109 + }, + { + "X": -14.200000000000001, + "Y": 0.0018915954247418377 + }, + { + "X": -14, + "Y": 0.0030387696830687394 + }, + { + "X": -13.8, + "Y": 0.003292322586302597 + }, + { + "X": -13.600000000000001, + "Y": 0.002342373597746243 + }, + { + "X": -13.4, + "Y": 0.00374472560044742 + }, + { + "X": -13.200000000000001, + "Y": 0.0026563505776088787 + }, + { + "X": -13, + "Y": 0.004234089126490092 + }, + { + "X": -12.8, + "Y": 0.004545075472352339 + }, + { + "X": -12.600000000000001, + "Y": 0.003209076685363121 + }, + { + "X": -12.4, + "Y": 0.0050912499414268765 + }, + { + "X": -12.200000000000001, + "Y": 0.0035843756991705495 + }, + { + "X": -12, + "Y": 0.005670273981989368 + }, + { + "X": -11.8, + "Y": 0.006032222334389711 + }, + { + "X": -11.600000000000001, + "Y": 0.004227504911733166 + }, + { + "X": -11.4, + "Y": 0.006657082448059182 + }, + { + "X": -11.200000000000001, + "Y": 0.004652199290268652 + }, + { + "X": -11, + "Y": 0.007304984998232411 + }, + { + "X": -10.8, + "Y": 0.007702575045606567 + }, + { + "X": -10.600000000000001, + "Y": 0.005358481300238634 + }, + { + "X": -10.4, + "Y": 0.008375725553296841 + }, + { + "X": -10.200000000000001, + "Y": 0.005810273443431885 + }, + { + "X": -10, + "Y": 0.009056025256592605 + }, + { + "X": -9.8, + "Y": 0.009464504364960952 + }, + { + "X": -9.600000000000001, + "Y": 0.0065357322362273405 + }, + { + "X": -9.4, + "Y": 0.010140142190877145 + }, + { + "X": -9.200000000000001, + "Y": 0.006982288056300124 + }, + { + "X": -9, + "Y": 0.010801803976785741 + }, + { + "X": -8.8, + "Y": 0.011188334576243604 + }, + { + "X": -8.6, + "Y": 0.007668627394691908 + }, + { + "X": -8.4, + "Y": 0.011808672869082982 + }, + { + "X": -8.200000000000001, + "Y": 0.008070364799286928 + }, + { + "X": -8, + "Y": 0.012391059176428562 + }, { "X": -7.800000000000001, - "Y": 0 + "Y": 0.012718425893634153 }, { "X": -7.6000000000000005, - "Y": 2.961737833201051e-14 + "Y": 0.008651553198501605 }, { "X": -7.4, - "Y": 1.825872225013442e-13 + "Y": 0.013221056792861181 }, { "X": -7.2, - "Y": 6.278154410979114e-13 + "Y": 0.008967019281621344 }, { "X": -7, - "Y": 2.8630860863373684e-12 + "Y": 0.013662649695284454 }, { "X": -6.800000000000001, - "Y": 1.1240841653973578e-11 + "Y": 0.013895057367178457 }, { "X": -6.6000000000000005, - "Y": 4.0958567205241294e-11 + "Y": 0.009379571751890135 }, { "X": -6.4, - "Y": 1.3905848800675338e-10 + "Y": 0.014223355365981644 }, { "X": -6.2, - "Y": 4.415635455682508e-10 + "Y": 0.009572616707840676 }, { "X": -6, - "Y": 1.6440022541988319e-09 + "Y": 0.014472770164764372 }, { "X": -5.800000000000001, - "Y": 5.289221187725136e-09 + "Y": 0.014582570750033136 }, { "X": -5.6000000000000005, - "Y": 1.5818325522900614e-08 + "Y": 0.009767512178953679 }, { "X": -5.4, - "Y": 4.417200417737504e-08 + "Y": 0.014696779267426735 }, { "X": -5.2, - "Y": 1.3911448814949923e-07 + "Y": 0.009814530455681262 }, { "X": -5, - "Y": 3.802526898110074e-07 + "Y": 0.014723268976915527 }, { "X": -4.800000000000001, - "Y": 9.684084474194558e-07 + "Y": 0.014696779267426735 }, { "X": -4.6000000000000005, - "Y": 2.3092229177712094e-06 + "Y": 0.009767512178953679 }, { "X": -4.4, - "Y": 5.17955431171494e-06 + "Y": 0.014582570750033136 }, { "X": -4.2, - "Y": 1.27516388063392e-05 + "Y": 0.014472770164764372 }, { "X": -4, - "Y": 2.7504092548714656e-05 + "Y": 0.009572616707840676 }, { "X": -3.8000000000000003, - "Y": 6.381927392779735e-05 + "Y": 0.014223355365981644 }, { "X": -3.6, - "Y": 0.00013019369356208216 + "Y": 0.009379571751890135 }, { "X": -3.4000000000000004, - "Y": 0.0002500406827085569 + "Y": 0.013895057367178457 }, { "X": -3.2, - "Y": 0.00045448232239032595 + "Y": 0.013662649695284454 }, { "X": -3, - "Y": 0.0008791964528930376 + "Y": 0.008967019281621344 }, { "X": -2.8000000000000003, - "Y": 0.0015122357456980517 + "Y": 0.013221056792861181 }, { "X": -2.6, - "Y": 0.0024757511220798376 + "Y": 0.008651553198501605 }, { "X": -2.4000000000000004, - "Y": 0.0038744140259493807 + "Y": 0.012718425893634153 }, { "X": -2.2, - "Y": 0.006408710219277725 + "Y": 0.012391059176428562 }, { "X": -2, - "Y": 0.00864962351387827 + "Y": 0.008070364799286928 }, { "X": -1.8, - "Y": 0.013190639321718893 + "Y": 0.011808672869082982 }, { "X": -1.6, - "Y": 0.01808187322616192 + "Y": 0.007668627394691908 }, { "X": -1.4000000000000001, - "Y": 0.023836592404592263 + "Y": 0.011188334576243604 }, { "X": -1.2000000000000002, - "Y": 0.030238500286150084 + "Y": 0.010801803976785741 }, { "X": -1, - "Y": 0.03691814305954768 + "Y": 0.006982288056300124 }, { "X": -0.8, - "Y": 0.04337292927941274 + "Y": 0.010140142190877145 }, { "X": -0.6000000000000001, - "Y": 0.04901127233988387 + "Y": 0.0065357322362273405 }, { "X": -0.4, - "Y": 0.053248754794201464 + "Y": 0.009464504364960952 }, { "X": -0.2, - "Y": 0.05561217052181556 + "Y": 0.009056025256592605 }, { "X": 0, - "Y": 0.060089336848683464 + "Y": 0.005810273443431885 }, { "X": 0.2, - "Y": 0.05378969458953443 + "Y": 0.008375725553296841 }, { "X": 0.4, - "Y": 0.05001650833993632 + "Y": 0.005358481300238634 }, { "X": 0.6000000000000001, - "Y": 0.04500603320483281 + "Y": 0.007702575045606567 }, { "X": 0.8, - "Y": 0.03965292013417388 + "Y": 0.007304984998232411 }, { "X": 1, - "Y": 0.033939946961822585 + "Y": 0.004652199290268652 }, { "X": 1.2000000000000002, - "Y": 0.02948732586257527 + "Y": 0.006657082448059182 }, { "X": 1.4000000000000001, - "Y": 0.02582983365600372 + "Y": 0.004227504911733166 }, { "X": 1.6, - "Y": 0.023404955401942172 + "Y": 0.006032222334389711 }, { "X": 1.8, - "Y": 0.021606475676242156 + "Y": 0.005670273981989368 }, { "X": 2, - "Y": 0.022225660138142117 + "Y": 0.0035843756991705495 }, { "X": 2.2, - "Y": 0.022451071451124637 + "Y": 0.0050912499414268765 }, { "X": 2.4000000000000004, - "Y": 0.023456662221440036 + "Y": 0.0032090766853715828 }, { "X": 2.6, - "Y": 0.024287202561954737 + "Y": 0.004545075472404506 }, { "X": 2.8000000000000003, - "Y": 0.02462950680464284 + "Y": 0.004234089126669467 }, { "X": 3, - "Y": 0.026045570134933853 + "Y": 0.002656350578426903 }, { "X": 3.2, - "Y": 0.023025009706177827 + "Y": 0.0037447256036590893 }, { "X": 3.4000000000000004, - "Y": 0.021111111554650976 + "Y": 0.0023423736094486908 }, { "X": 3.6, - "Y": 0.01864049562514448 + "Y": 0.0032923226260335938 }, { "X": 3.8000000000000003, - "Y": 0.01584451363068099 + "Y": 0.0030387698092297524 }, { "X": 4, - "Y": 0.012969766766339652 + "Y": 0.0018915958944567674 }, { "X": 4.2, - "Y": 0.010219910666648494 + "Y": 0.0026458651255221624 }, { "X": 4.4, - "Y": 0.0077512593197061955 + "Y": 0.0016419135353878634 }, { "X": 4.6000000000000005, - "Y": 0.005653921675387624 + "Y": 0.0022894929933032497 }, { "X": 4.800000000000001, - "Y": 0.0037072919163068595 + "Y": 0.0014162890889872167 }, { "X": 5, - "Y": 0.0027467036568236377 + "Y": 0.0019686515763010747 }, { "X": 5.2, - "Y": 0.0016604992127572267 + "Y": 0.0012140419610368388 }, { "X": 5.4, - "Y": 0.0010610491080958677 + "Y": 0.001682256247895249 }, { "X": 5.6000000000000005, - "Y": 0.0006481053516021755 + "Y": 0.0010348602959120942 }, { "X": 5.800000000000001, - "Y": 0.0003767998218539584 + "Y": 0.0014305303394102473 }, { "X": 6, - "Y": 0.0001947784986273198 + "Y": 0.0008817023236705112 }, { "X": 6.2, - "Y": 0.00010716040610651462 + "Y": 0.001220669132895143 }, { "X": 6.4, - "Y": 5.5797330676457436e-05 + "Y": 0.0007709761855503958 }, { "X": 6.6000000000000005, - "Y": 2.735112657382471e-05 + "Y": 0.0010775432999527918 }, { "X": 6.800000000000001, - "Y": 1.1787470572376558e-05 + "Y": 0.0007415719645205989 }, { "X": 7, - "Y": 5.464988572362059e-06 + "Y": 0.0010868554817407183 }, { "X": 7.2, - "Y": 2.219809139785769e-06 + "Y": 0.0009382280004843571 }, { "X": 7.4, - "Y": 9.896669889365416e-07 + "Y": 0.0013961737025615243 }, { "X": 7.6000000000000005, - "Y": 4.1503219175119544e-07 + "Y": 0.001522551128616199 }, { "X": 7.800000000000001, - "Y": 1.629654384904318e-07 + "Y": 0.0022142478680458356 }, { "X": 8, - "Y": 5.962049492121397e-08 + "Y": 0.0029898582096525832 + }, + { + "X": 8.200000000000001, + "Y": 0.0040797108205224576 + }, + { + "X": 8.4, + "Y": 0.005585183695811193 + }, + { + "X": 8.6, + "Y": 0.007060207346670868 + }, + { + "X": 8.8, + "Y": 0.008867014272076047 + }, + { + "X": 9, + "Y": 0.01085140149296492 + }, + { + "X": 9.200000000000001, + "Y": 0.012566493408287312 + }, + { + "X": 9.4, + "Y": 0.014152923036878371 + }, + { + "X": 9.600000000000001, + "Y": 0.01540374307780132 + }, + { + "X": 9.8, + "Y": 0.015963490067288637 + }, + { + "X": 10, + "Y": 0.017178328407119536 + }, + { + "X": 10.200000000000001, + "Y": 0.015338741501547862 + }, + { + "X": 10.4, + "Y": 0.014078257987712901 + }, + { + "X": 10.600000000000001, + "Y": 0.012466313735160347 + }, + { + "X": 10.8, + "Y": 0.010618207093220663 + }, + { + "X": 11, + "Y": 0.008734283191698645 + }, + { + "X": 11.200000000000001, + "Y": 0.006865624628090803 + }, + { + "X": 11.4, + "Y": 0.0052157827750486385 + }, + { + "X": 11.600000000000001, + "Y": 0.0038130243469821565 + }, + { + "X": 11.8, + "Y": 0.00251075328202501 + }, + { + "X": 12, + "Y": 0.0018820862395857992 + }, + { + "X": 12.200000000000001, + "Y": 0.0011361737775533406 + }, + { + "X": 12.4, + "Y": 0.0007331525698315374 + }, + { + "X": 12.600000000000001, + "Y": 0.0004548084179036016 + }, + { + "X": 12.8, + "Y": 0.0002712058431011442 + }, + { + "X": 13, + "Y": 0.00014741651056205293 + }, + { + "X": 13.200000000000001, + "Y": 8.682751070586094e-05 + }, + { + "X": 13.4, + "Y": 5.671735825923499e-05 + }, + { + "X": 13.600000000000001, + "Y": 2.918219656762929e-05 + }, + { + "X": 13.8, + "Y": 1.7375529374486354e-05 + }, + { + "X": 14, + "Y": 1.1897703278608336e-05 + }, + { + "X": 14.200000000000001, + "Y": 8.622299511077096e-06 + }, + { + "X": 14.4, + "Y": 6.825405620560989e-06 + }, + { + "X": 14.600000000000001, + "Y": 5.586284495014563e-06 + }, + { + "X": 14.8, + "Y": 4.669861980384239e-06 + }, + { + "X": 15, + "Y": 3.948313554694825e-06 + }, + { + "X": 15.200000000000001, + "Y": 3.3534425460400294e-06 + }, + { + "X": 15.4, + "Y": 2.8527159283821076e-06 + }, + { + "X": 15.600000000000001, + "Y": 2.4233690209484857e-06 + }, + { + "X": 15.8, + "Y": 2.054328147189825e-06 + }, + { + "X": 16, + "Y": 1.7371920198927467e-06 + }, + { + "X": 16.2, + "Y": 1.46513697892469e-06 + }, + { + "X": 16.400000000000002, + "Y": 6.430045608227638e-07 + }, + { + "X": 16.6, + "Y": 1.1289058668345064e-06 + }, + { + "X": 16.8, + "Y": 9.45432750205755e-07 + }, + { + "X": 17, + "Y": 7.894740185842172e-07 + }, + { + "X": 17.2, + "Y": 6.572915930046536e-07 + }, + { + "X": 17.400000000000002, + "Y": 5.455944919957147e-07 + }, + { + "X": 17.6, + "Y": 4.5149403031157523e-07 + }, + { + "X": 17.8, + "Y": 1.9525799762733373e-07 + }, + { + "X": 18, + "Y": 3.378964915674886e-07 + }, + { + "X": 18.2, + "Y": 2.774244639758001e-07 + }, + { + "X": 18.400000000000002, + "Y": 2.270377464987253e-07 + }, + { + "X": 18.6, + "Y": 1.8519131251684698e-07 + }, + { + "X": 18.8, + "Y": 7.920249677766002e-08 + }, + { + "X": 19, + "Y": 1.3557216891866329e-07 + }, + { + "X": 19.200000000000003, + "Y": 1.0965115492621583e-07 + }, + { + "X": 19.400000000000002, + "Y": 8.837751973876313e-08 + }, + { + "X": 19.6, + "Y": 7.097930240632512e-08 + }, + { + "X": 19.8, + "Y": 2.999435665118401e-08 + }, + { + "X": 20, + "Y": 5.074307876946539e-08 + }, + { + "X": 20.200000000000003, + "Y": 4.03840509672416e-08 + }, + { + "X": 20.400000000000002, + "Y": 1.6945424661950835e-08 + }, + { + "X": 20.6, + "Y": 2.8470764678943016e-08 + }, + { + "X": 20.8, + "Y": 2.244466737896972e-08 + }, + { + "X": 21, + "Y": 9.348942461918773e-09 + }, + { + "X": 21.200000000000003, + "Y": 1.5595477957054267e-08 + }, + { + "X": 21.400000000000002, + "Y": 1.2173775578461567e-08 + }, + { + "X": 21.6, + "Y": 5.032087529533858e-09 + }, + { + "X": 21.8, + "Y": 8.332006961460162e-09 + }, + { + "X": 22, + "Y": 6.437450105521275e-09 + }, + { + "X": 22.200000000000003, + "Y": 2.6398048870269847e-09 + }, + { + "X": 22.400000000000002, + "Y": 4.337201860213885e-09 + }, + { + "X": 22.6, + "Y": 1.7697821375641629e-09 + }, + { + "X": 22.8, + "Y": 2.8938473215601114e-09 + }, + { + "X": 23, + "Y": 2.197451537277538e-09 + }, + { + "X": 23.200000000000003, + "Y": 8.890601143487822e-10 + }, + { + "X": 23.400000000000002, + "Y": 1.4418071583810853e-09 + }, + { + "X": 23.6, + "Y": 5.802653553133105e-10 + }, + { + "X": 23.8, + "Y": 9.362400492222958e-10 + }, + { + "X": 24, + "Y": 3.747638369657277e-10 + }, + { + "X": 24.200000000000003, + "Y": 6.015208610865836e-10 + }, + { + "X": 24.400000000000002, + "Y": 2.3944960617131523e-10 + }, + { + "X": 24.6, + "Y": 3.822842156214353e-10 + }, + { + "X": 24.8, + "Y": 2.8084119923931763e-10 + }, + { + "X": 25, + "Y": 1.1073367866069837e-10 } ] }, @@ -788,7 +1481,7 @@ "mark": "bar", "width": 200 }, - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADyCAYAAACGY8MpAAAAAXNSR0IArs4c6QAAHHBJREFUeF7tnQlwFcXWx08WiAQJi0AIoIIsESREWURRQTbD4tMngixCiSBaqFiIW7mUFiC4i1UgblBaWmIp5VMoPp8C+gkfuyCIsu8CIewJS4ghJF91hxsSkpuZ6W167v1PVSqV3O7T3f9zfvf0nTszJ6aoqKiIcEABKBA1CsQA+qjxNRYKBbgCgB6BAAWiTAFAH2UOx3KhAKBHDECBKFMg0NDPnz+fWrduHWUuw3KhgHsFrrnmmnKNAw39G2+8Qc8995x7BSxtuWvXLqrIOZZON+y0sA67PBbOH4DeAj8BFgucUGoKke4PQG9BvEV6kFkgsacpRLo/AL2ncNDTONKDTI9q+qxGuj8Avb7YcW050oPMtRCWNIx0fwB6CwIt0oPMAok9TSHS/QHoPYWDnsaRHmR6VNNnNdL9Aej1xY5ry5EeZK6FsKRhpPsD0FsQaJEeZBZI7GkKke4PQO8pHPQ0jvQg06OaPquR7g+t0J85c4aqVatGsbGxFXqosLCQzp49S9WrVy/zOuvHXqtRo0alnsUVefoCX8RypMMioomffYxekXf06FEaOnQoxcfH0969e+mZZ56hESNGlFn/p59+Su+99x41atSICgoK6Msvv+SQjxo1inJycvgbxQ033EATJkwIqxug9zOkyo8N6IPhDy2Z/vXXX6dTp07R5MmTKSsri1JSUohl78TERK4Kg7xKlSqUnZ1NNWvWpCeeeIK3YT+rV6+mGTNmEHugz3fffUd33303xcXFVagmoA9GkNk1S+fZRPqblxboH3roIerZsycNHjyYw8uy9s6dO0tuKtm9ezd/nf2PHdOmTaP169fzrL9mzRpau3YtNW7cmF599VXq06cPMr1znFrRItJhsUJkD5Mwur2/7777iP0MGDCATzE5OZlWrVpFTZo04X9v2LCBBg4cSFu3buV/f/HFF7R48WI6f/48LVmyhH744Qdat24d/1jw999/U0xMDC1dupSWLVtWbsnMDg7/FPjv2gO0cuvRMhO4KbUu9WnfyL9JYeQSBYzdWjtx4kRKSkqicePGcZBr167Nt/KhE3rs5B3b6rOTdQzoqVOn8knu27ePEhIS6LXXXit5s2CgN2/eHNt7SwN59s9/0VeLNpaZ3ZCe19HQHm0snbHztCJ9x6Jlez9v3jyaPn06LViwgObMmUPvvvsurVixgrZs2UK1atWiBg0aUHp6Ov/snpaWRhkZGfyE3aFDh+iTTz6hRYsW0f79++nmm2+mzMxMfKZ3jlPfWgB636R3HNjo9p5l8r59+9KmTZv4V3ILFy6kTp068S1/r169aPTo0cTeGIYNG8Yn3q9fP5o9ezbl5+fzk3pse892AuyNgJ0XCHfgRJ6j37U3APTaJRYewCj0oVmy7TrL6uxMfUVHbm4u/3qOnbUvfZw4cYJ/PAh31j7UFtALx4OyjoBemZTKDfkCvfJVXGIQ0OtW2Nk+oHfWyK8WgN4v5V2MG+QTR4DehYN9agLofRLezbCA3o1K5toE2R+lVQL05mLG80hBDjJkes/uNtYB0BuT2vtAgN67Zjp7BNkfyPQ6I0Oh7SAHGTK9wkBQbAqZXrGgKs0BepVqytsKsj+Q6eX9b8RCkIMMmd5IiAgNgkwvJJuZTkGE/mhOLhfn+6Vbae7SbWWEwrX3ZuLGaRRA76SQj68HEfqKMnxIQkDvYzCVGhrQ2+GHCmcB6O1yThD9UZGCgN6uuCozmyAGGTK9xQF1YWqA3mIfAXq7nBNEfyDT2xVDjrMJYpAh0zu61fcGyPS+uyD8BCIN+jZN61GbpvUpJpYC+QSdIPoDmd5iwL04x+ZlVJbpg34WH9BbHHm4n968cxjs//fHPjp55h86mftPpRMI6ld3gN58XLkeEdC7lkpZQzcZHplemdxShvCZXko+vZ2DlFkAvd5YUGkd0KtUU7EtQK9YUElzQfJHZUsF9JKBoLN7kIIMmV5nJKi1DejV6qnUGqBXKqe0sSD5w7pML1qq2q3XcCLPrVLq2iHTq9NStyWjmV60VDV71n29evWod+/eXI/U1FSaNGlSWG0Ave6wKW8f0JvXXHREo9CLlqq+55576OWXX+bVblhte6cD0DsppP51QK9eU10WjUIvWqqaQT906FBe275jx47EoO7WrRsyva6oELAL6AVE86mLUehFS1UPGTKEfv/9d3r88cfp66+/5tVrWdFLlKr2KWoqGJaVpv7x90xXE0qoEkeXVYmlm6+th9LVrhRT38j6UtWPPfYYr1/HfliJa7bFZ/XwGjduXKEa2N6rDxIni14yfchW0C7Hxdl7pyio4HXRUtWsFv2RI0d4Cevly5fT8OHDaefOndjeC/hAVxdAr0tZ9XaNbu9FS1VnZWVRz549eYZnP6xU9Z133gno1ceDZ4sM9tWbMunEqTw6fuqsp/7I9J7kUtbYKPShWYuWqmbwsxLXTge2904KqXtdJMNje69OfxFLvkAvMlEvfQC9F7Xk2gJ6Of386A3o/VDd5ZhBOHEE6F0606JmgN4iZ1w6FUBvl3OC4A83igF6Nyr51CYIQYZM71NwSAwL6CXE090V0OtW2Jv9IPjDzYoAvRuVfGoThCBDpvcpOCSGBfQS4unuCuh1K+zNfhD84WZFgN6NSj61CUKQIdP7FBwSwwJ6CfF0dwX0uhX2Zj8I/nCzIkDvRiWf2gQhyJDpfQoOiWEBvYR4urtGOvRtm9Wn9GbJXMb7urXWLae0/SD4w80iAb0blXxqE4Qgk8n0IVmDcuNNEPzhJlQBvRuVfGoThCAD9D4Fh8SwgF5CPN1dAb1uhb3ZD4I/3KwI0LtRyac2QQgyZHqfgkNiWEAvIZ7urjZD/58lW/jy1+3IovXbD0lJgc/0UvJ57gzoPUtmroPN0KvI8DiRZy6WSo8E6P3R3dWogN6VTMYa2ewPLyIAei9qGW5rc5Ah0xsOBoXDAXqFYqo2BehVKypnz2Z/eFkZoPeiluG2NgcZMr3hYFA4nC/Qy1StPX78OFWvXp0SEhLCyoAHYyqMkDCmAL1+jXWNYBR60aq1rGItO/bu3UtpaWn0448/UufOnQG9rqhwYRfQuxDJ0iZGoRetWvv8889Tfn4+sVp4u3fvpg8++ADQ+xxQgN5nB0gMbxR60aq1s2bNovHjx1OPHj1o2rRpvGw1Mr2E1xV0BfQKRPTJhFHoRavW9unTh+bOnUuff/459e7dG9D7FCylhwX0FjhBcApGoZ84cSIlJSXRuHHjePXZ2rVrU3Z2NsXGxvLps1p3iYmJVFhYyMtQT506lf//m2++ocOHD9MVV1xBv/32G7Vs2ZK+/PJL6tChAy1dupRYgctLj4EDBwpKgm5uFPBSmtrJXka7htSnXSPeLCbGqTVeV6GAsVLVolVrW7VqRXl5eXyto0aNokcffZTuuusu/gZR0YGz9yrConIbKjN9aCTbr8G3+StULx43mulFq9ayrB86WLXaF154AZ/pvXhZQ1tAr0FUQyaNQh9ak2jVWreaINO7VUq8HaAX187vnr5Ar3vRgF63wkSAXr/GukYA9LqUVWDX5s+QgF6Bg30yAeh9Et7NsIDejUrm2tjsDy8qAHovahlua3OQIdMbDgaFwwF6hWKqNgXoVSsqZ89mf3hZGaD3opbhtjYGGcvw2afyaPv+E7TjwHGliuB7eqVyhjUG6M3oLDSKrdB/tWij0HqcOgF6J4XUvA7o1eioxQqg1yKrsFEb/SGyGEAvopqhPjYGmY4TeCE5kenNBBagN6Oz0CiAXkg2bZ1s9IfIYgG9iGqG+tgYZMj01xjyvr5hAL0+baUtA3ppCZUasNEfIgsE9CKqGepjY5Ah0yPTGwp/b8PghhtvenlpDegBvZd4MdYW0OuTWif07VMbUPuWDfnk/9W5hb5FCFq2ceclshSh7X1BQQHFx8eLjGekD6DXJ7NO6EOztvWru6iGPjU1lSZMmEDsOXRxcXH6IkzQMqAXFM5FN0Afpdv70OOr2rZtSwww9oRamw5Ar88bgD5Kod+/fz9Nnz6dA8+O22+/ne69917+BFt2jB49mqpWraov8hwsA3p90gP6KIU+FFJLliyhrl27louwnJwc/qhrvw5Ar095QB+l0K9cuZJYiSpWgIIdI0eOpP79+5dEWkZGhq8n+gA9oNehQFSfyAtt43v16kVvvfUWpaen69BY2CagF5bOsSMyfZRmega5zAk80VLVJ06c4FVxnA5A76SQ+OuAPkqhLyoqKjlp5yV8REtVHzt2jO6//35q1qwZ5ebm0rBhw2jw4MFhhwb0XrzirS2gj1LovYXJxdaipaoTEhIoJSWFhgwZQosWLaKnnnqK/vjjD0Av6giJfoAe0HsKH5lS1WygGTNm0EcffUTDhw+np59+GtB7Ul+ucV5+ATfwza+baM7/bpYz5tAbV+RplZeELsMVnZJoqeqZM2fyIVkV22+//ZYXrlywYAGgF3WEQD8TGT40LUAv4CAPXYxCL1qqumnTpnTjjTdSw4YNeWlrdjLvwIED/G+UqvbgbYmmKktTO02jNytd3b64dDUOPQpYX6r6l19+Ifa5/pVXXqFNmzZRjx49KDMzM+x1/ziRpz5QTGb6BnUupwZ1qlOrJnVpaI826hcjaDGqv6cX1IxES1Vv3ryZHn74Ydq+fTu/vHfKlCn8c324A9CLeih8P5PQ27rNB/QScSVaqvrgwYOUnJxMsbGxlY4O6CWcE6YroKewJ8DUq63XotHP9HqXctE6oFevNKAH9OqjSqFFQK9QzAumAD2gVx9VCi0CeoViAvoSMfGZXn1cKbMI6JVJWWIImR6ZXn1UKbQI6BWKiUyPTK8+nNRbBPTqNUWmR6ZXH1UKLQJ6hWIi0yPTqw8n9RYBvXpNg5LpDx47XeHiU664XFoUnMiTllCfAUCvXls/oE9vnkzpzZL5Ygbe3srVoiqap6obeAC9Kxf40wjQq9fdD+hDq/ACLaB39j2uyHPWyLcWNmUWQI8Teb6B4GZgZHo3KnlrA+gBvbeIMdwa0KsX3Hbo2fx+35pFx3LO0tGTuWUE8PLxoDLlbNp5yXgY23sZ9TT3tSnIbIWezWvznqOUdfwMZR2v+Mw9oC8bqIBeM7gy5m2AfsmGv/kSlv25j5b/tV9mOcJ9K4PWzZsRoAf0wsFnuqMN0LuBSrcug3u0psHdi5+gExdbXC9xT1YO//3Dyh3031U7Kp0CoAf0umNUmX1AX1bK0vB6eTMC9IBeGZS6DQF6NdAnJValGokJ1OX6q6SeuWeDP1TEHD7Tq1BRkw0bgsxLRtUkQ4lZlrH73dSC//2fJVv4j5dDNuPb4A8v6w3XFtCrUFGTDRuCzCboO7VuSFREtGpzppDigL5YNkAvFD5mOgF6tToDekCvNqI0WAP0akUF9D5CL1OqOikpKWyRi1CI4Io8dbDYtL2XXRWg9wF60VLVrEjGoEGDqF69ehQfH0/t2rWjl156KWwMAHpZPC72jyTo4+Niif3c0yVV6Cy+DTsvFZ41+pletFT1+fPn6dy5czRhwgTKy8ujatWqldSyq0gEQK8iNIptRBL0IVVEMz6gF4gr0VLV06dPp5iYGLrsssto7ty5NH78eNqxYwf/H6AXcISHLoD+oliA3kPghJrKlKrOz8+n1157jd555x36/vvvqXv37twsqtYKOMJDF5PVaj1MS6opquISGataK1qqesyYMcTeMFjxymnTplFKSkqlTsf2XoqJMp2R6ZHppaJp3rx5xLbqCxYsoDlz5tC7775LK1asoC1btlCtWrWoQYMGlJ6eTjNmzKC0tDTKyMjgn+P37NlD8+fPJ9bfzQHo3ajkrg2gB/TuIiVMK9FS1SNHjqTPPvusjNVt27ZRixbFl2ReegB6KTch04eRD5/pJeJKtFS12yEBvVulnNtFYqa/uU1j6nxdY77426+/2lmECy0AvWupzDcE9Oo0j0ToQ+p4/eoO0KuLK+WWAL28pAz2rGNnaPfBbNqTlS1v0EILgL6sU2KKioqKLPSTqykBelcyVdookjM8Mv0uc1/ZyYeiOwuA3p1OlbUC9OXVwfZePq60WQD08tICekAvH0UGLQB6ebEBPaCXjyKDFgC9vNiAHtDLR5FBC4BeXmxAD+jlo8igBUAvL3Y0QF+/dnWqXyuR0prVd3V/PU7kyceVNguAXl7aaIDe61d3gF4+rrRZAPTy0gJ6bO/lo8igBUAvLzagB/TyUWTQAqCXFxvQA3r5KDJoAdDLiw3oAb18FBm0AOjlxQb0gF4+igxaAPTyYgN6QC8fRQYtAHpxsRnsOaf/oe37j/OfaDjc3mKLr+wsjgZAL+6caMrwIZUuqxpP1RLiqXenZpVepAPoxeNKe09ALy5xNEIfUssp4wN68bjS3hPQi0sM6NuEFQ/Qi8eV9p6AXlxiQA/oxaPHx56AXlx8QA/oxaOnkp6ipaoLCgqIlbdKTEysdF6AXtxtgB7Qi0dPBT1FS1XXqVOH/vrrL5o1axavTT916lRAr9QzF40BekCvNLRES1WPHTuWXn75ZVqzZg21b98e0Cv1SlljgB7QKw0v0VLVLMOz4/333+clqpHplbqljLFohv6Glg2oXYsGXI9/35paTmScvReIO5lS1eGgR6lqAUdU0iUSS1N7VSgaSllbX6r6ySefRKb3GrmC7aM504ckC3eRDjK9QFCJlqq+4447AL2A3iJdAD0RoBeJnDB9REtVx8TElEC/c+dOXte+sgNf2Yk7DdADevHoqaQnSlW7k9XkdpLBfjT7LO3KPEE7M0+4m2CEtkKmD6Bjkem9Ow0Z/qJmgN57/PjeA9B7dwGgB/QoVe2dG+U9TG/vv1q0UfkagmiwRmJVSkpMoC7XX1Xm/nqT/tCpW7h1AHqdqru0bTLIkOnLO+XSbb5Jf7gMEaFmgF5INjOdTAYZoAf0yPRmuK50FEDvrxOQ6f3V39PoOJHnXi6W4bf+fYwOHjvNf3CEP6Fn8k1Ypx+wvdeprqRtE0GGbX14JyHTSwawye7I9O7VBvThterYqiF1urYhb5BxYzMy8Sbs3nPiLZHpxbXT3tNEkAF6ZzeGMr4JfzjPRr4FoJfXUJsFE0EG6J3dB+idNfK9Bbb37l0A6J21AvTOGvneAtC7dwGgd9YK0Dtr5HsLQO/eBYDeWStA76yR7y0AvbMLGOz/s3wH/XOugP45d965QxS36HhtCnW8thEdPXqEhve7KfBK4ESexS7UeSIPGd6749mz8x4beJv3jpb1APSWOaT0dAC9Xc4B9Hb5o8xssL13dg4yvbNGl7ZIbZREt6Rfw/99z23lH5Ht3aI/PZDp/dHd1ag6Mj2D/Uh2Lu3KzOaPxsLhXQGnktbeLZrtAejN6u1pNF3Q42EZntxQrjGgl9NPS29s78PLim29fMjdfVtL+vct13JDdWtWkzdo2AIyvWHBvQynMtMz2A8cOUV7s3Jo76EcL9NA2zAKBDXj+wK9aKlqp34h3yDTl49SZHj1713d2jWh7jc04Yavb56sfgBNFo1CL1qqmhW7GDp0KMXHx9PevXvpmWeeoREjRoSVBNBflIbBvn3fcco8epoyj53SFEbRbTZoGd8o9KKlqhn0p06dosmTJ1NWVhalpKQQy/qJiYkVRhugJ/pp9U6uzerNmbR6S2Z0U2lg9awIU9+bmlO/m1rw0a6sn2RgVLEhjEIvWqqaQd+zZ08aPHgwFRUVUWxsLLHyVhVV3mQyRCL0RUXFDj5fWMQ1yMsv4H/nnMmjgsIiOnDkJJ05e4627jtGuw9m04lTeXQ0J1csKtBLSoEWjevQVfWTqF7tRGraoDYlVI2n5DrVicVxzcQEYkXaEqrEEcXEUFxsccm2C5XbpMZ129ko9KKlqk+ePEms74ABA/i6kpOTadWqVdSkSROqqFR1lSpV6Ny5c241CES7C8xTEQ8ZovNFod+x/O/8wuLfhVT8Oz6mkP+uGlN8XX3VWFxfr9PR/xTGF/uhKO6Cf4r9EBfS/8LvuAt+iY0p9mixFy/+1jnHkO369evTgw8+WG4oLU/DnThxIiUlJdG4cePo/PnzVLt2bcrOzuaZmx2swCXbshcWFvJ3xalTp/L/s619Zf0unX2kZHqswwQC7seIdH9ogV60VHVeXh5Nnz6dFixYQHPmzOFVa1esWBHWW5HuHPdhakdL+MMOP4RmEc4fWqAXLVXNoO/bty9t2rSJ7wYWLlxInTp1AvR2xRL8EXB/aIE+pIloqWqnfk7vZAHxSck0kSHt8lik+0Mr9LpdyU7u3XrrrbqH0W4f69AusacBIt0fgYbekyfRGApAAa4AoEcgQIEoUyDioWff/bOvAUsfbq/tj7JYkF4u+8q1Ro0a0nZgwJ0Cp0+fpurViy8GCh1uYjtiod+xYwctXryYf+23ceNGrombewLcya2+1ZIlS2j06NGUnp7Ojffv359fmRiEY+3atTRy5Ei6+uqr+T0Ts2bNog4dOgRh6mXmGBQfHD58mDZs2MBjhMU5uwjHS2xHLPTs+v8///yT1q9fXwK90z0BfkbpzJkz+dWFDHx2w1GQjjvuuIOefvppYr+//fZb+uijj/i1FkE7guIDpvGyZcv4RW2HDh3i0HuJ7YiFngUcezccMmRICfRO9wT4GaTPPvssffjhh/yqxIEDB/L7Cpo2bernlFyPfeWVV9Ly5cuJ/V63bh317t2bB2PQjqD5gG3rQ9B7ie1AQ88u5qkoo2RkZFBCQkI56J3uCTARpD///DO/c7D0wbbC3333HTVs2JB69epFLPji4uJo2rRpJqYkPQY7Z7J161Z+VyS7yaNr167ErrUI2vH+++8HygelofcS24GGnl3P/8gjj5SLrY8//phq1qxZDnqnewJMBOn48ePpwIEDZYZi/2vbti1Vq1b8SKY1a9bQoEGD+B2GQTi6dOnCt5rt27fnc2c6s0uxg3awq0CD5IPS0HuJ7UBD7xRUl27vw90T4GTHxOvsIqOxY8dy2N98803as2cPzZgxw8TQ0mM89dRTVLduXb5DYZ/tL7/8cpo0aZK0XdMGguaD0tB7ie2ogj7cPQGmg6ui8RYtWsRvg2R3H7Zo0YKD37p1axum5jgHtiPp3Lkzb1erVi1+k1SdOnUc+9nWIGg+YNCzM/n16tXj96q4vW8loqEPF1Rur+03HZTsNuTjx49zJwbtKCgooMzMTH4yr/T3xkFbR5B9wLR2E9tRCX3QAhHzhQIqFQD0KtWELSgQAAUAfQCchClCAZUKAHqVasIWFAiAAoA+AE7CFKGASgUAvUo1YQsKBEABQB8AJ9k8xW7dutGvv/7Kb7Rhd32x+wfGjBnDf4JycZHN+uqYG6DXoWoU2WQPMb3uuuuoZcuWtHLlSn57LTvYFYVBvEAnGlwH6KPBy5rX+OKLL9KUKVP4FYTsTWD27Nn87kYcdioA6O30S6BmlZubS6mpqbR//35+l+BPP/0U6KvyAiW+wGQBvYBo6FJWAfbYplatWnHo27Vrx0uRBe1BINHkU0AfTd7WtNYnn3yS3nvvvZLt/dtvv03szjscdioA6O30S2BmxZ6Yc8stt1DHjh35A03YNp/d+bV9+3Zq3rx5YNYRTRMF9NHkbcVrzc/Pp7S0NNq2bRuxh2Oyrf3nn39ODzzwAHXv3p3YU4Jw2KcAoLfPJ5gRFNCqAKDXKi+MQwH7FAD09vkEM4ICWhUA9FrlhXEoYJ8CgN4+n2BGUECrAoBeq7wwDgXsU+D/ATVAg7Gc8SwsAAAAAElFTkSuQmCC" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -796,10 +1489,10 @@ ], "source": [ "model2 = do\n", - " p <- bernoulli 0.7\n", - " if p then normal 0 1 else normal 3 1\n", + " p <- bernoulli 0.2\n", + " if p then normal 10 1 else normal (-5) 5\n", "\n", - "plotVega $ histogram 80 0.2 model2" + "plotVega $ histogram 250 0.2 model2" ] }, { @@ -811,7 +1504,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -821,404 +1514,404 @@ "data": { "values": [ { - "X": "-4.90e1", + "X": -24.5, "Y": 0 }, { - "X": "-4.80e1", + "X": -24, "Y": 0 }, { - "X": "-4.70e1", + "X": -23.5, "Y": 0 }, { - "X": "-4.60e1", + "X": -23, "Y": 0 }, { - "X": "-4.50e1", + "X": -22.5, "Y": 0 }, { - "X": "-4.40e1", + "X": -22, "Y": 0 }, { - "X": "-4.30e1", + "X": -21.5, "Y": 0 }, { - "X": "-4.20e1", + "X": -21, "Y": 0 }, { - "X": "-4.10e1", + "X": -20.5, "Y": 0 }, { - "X": "-4.00e1", + "X": -20, "Y": 0 }, { - "X": "-3.90e1", + "X": -19.5, "Y": 0 }, { - "X": "-3.80e1", + "X": -19, "Y": 0 }, { - "X": "-3.70e1", + "X": -18.5, "Y": 0 }, { - "X": "-3.60e1", + "X": -18, "Y": 0 }, { - "X": "-3.50e1", + "X": -17.5, "Y": 0 }, { - "X": "-3.40e1", + "X": -17, "Y": 0 }, { - "X": "-3.30e1", + "X": -16.5, "Y": 0 }, { - "X": "-3.20e1", + "X": -16, "Y": 0 }, { - "X": "-3.10e1", + "X": -15.5, "Y": 0 }, { - "X": "-3.00e1", + "X": -15, "Y": 0 }, { - "X": "-2.90e1", + "X": -14.5, "Y": 0 }, { - "X": "-2.80e1", + "X": -14, "Y": 0 }, { - "X": "-2.70e1", + "X": -13.5, "Y": 0 }, { - "X": "-2.60e1", + "X": -13, "Y": 0 }, { - "X": "-2.50e1", + "X": -12.5, "Y": 0 }, { - "X": "-2.40e1", + "X": -12, "Y": 0 }, { - "X": "-2.30e1", + "X": -11.5, "Y": 0 }, { - "X": "-2.20e1", + "X": -11, "Y": 0 }, { - "X": "-2.10e1", + "X": -10.5, "Y": 0 }, { - "X": "-2.00e1", + "X": -10, "Y": 0 }, { - "X": "-1.90e1", + "X": -9.5, "Y": 0 }, { - "X": "-1.80e1", + "X": -9, "Y": 0 }, { - "X": "-1.70e1", + "X": -8.5, "Y": 0 }, { - "X": "-1.60e1", + "X": -8, "Y": 0 }, { - "X": "-1.50e1", + "X": -7.5, "Y": 0 }, { - "X": "-1.40e1", + "X": -7, "Y": 0 }, { - "X": "-1.30e1", + "X": -6.5, "Y": 0 }, { - "X": "-1.20e1", + "X": -6, "Y": 0 }, { - "X": "-1.10e1", + "X": -5.5, "Y": 0 }, { - "X": "-1.00e1", + "X": -5, "Y": 0 }, { - "X": "-9.00e0", + "X": -4.5, "Y": 0 }, { - "X": "-8.00e0", + "X": -4, "Y": 0 }, { - "X": "-7.00e0", + "X": -3.5, "Y": 0 }, { - "X": "-6.00e0", + "X": -3, "Y": 0 }, { - "X": "-5.00e0", + "X": -2.5, "Y": 0 }, { - "X": "-4.00e0", + "X": -2, "Y": 0 }, { - "X": "-3.00e0", + "X": -1.5, "Y": 0 }, { - "X": "-2.00e0", + "X": -1, "Y": 0 }, { - "X": "-1.00e0", + "X": -0.5, "Y": 0 }, { - "X": "0.00e0", - "Y": 0.19536635580922618 + "X": 0, + "Y": 0.09847923259850619 }, { - "X": "1.00e0", - "Y": 0.18345314126856155 + "X": 0.5, + "Y": 0.09688712321071996 }, { - "X": "2.00e0", - "Y": 0.1621638444158382 + "X": 1, + "Y": 0.0938735457320932 }, { - "X": "3.00e0", - "Y": 0.14254328478004946 + "X": 1.5, + "Y": 0.08957959553646837 }, { - "X": "4.00e0", - "Y": 0.10430450732388372 + "X": 2, + "Y": 0.08419940071719337 }, { - "X": "5.00e0", - "Y": 0.07703240456162683 + "X": 2.5, + "Y": 0.07796444369864483 }, { - "X": "6.00e0", - "Y": 0.05366090913981854 + "X": 3, + "Y": 0.07112607677780432 }, { - "X": "7.00e0", - "Y": 0.03519714966795008 + "X": 3.5, + "Y": 0.07141720800224513 }, { - "X": "8.00e0", - "Y": 0.02166516341272953 + "X": 4, + "Y": 0.055733279426873776 }, { - "X": "9.00e0", - "Y": 0.011872057545196886 + "X": 4.5, + "Y": 0.04857122789700993 }, { - "X": "1.00e1", - "Y": 0.006604875565477201 + "X": 5, + "Y": 0.04171858464689489 }, { - "X": "1.10e1", - "Y": 0.003411485663815385 + "X": 5.5, + "Y": 0.035313819914731925 }, { - "X": "1.20e1", - "Y": 0.0015487058869746331 + "X": 6, + "Y": 0.029455693707741988 }, { - "X": "1.30e1", - "Y": 0.0007119590821519337 + "X": 6.5, + "Y": 0.02420521543207655 }, { - "X": "1.40e1", - "Y": 0.00028519811516627557 + "X": 7, + "Y": 0.01958961252353236 }, { - "X": "1.50e1", - "Y": 0.00011629972124526496 + "X": 7.5, + "Y": 0.015607537144417724 }, { - "X": "1.60e1", - "Y": 4.1027660180800434e-05 + "X": 8, + "Y": 0.012234833688048747 }, { - "X": "1.70e1", - "Y": 1.4878257792326215e-05 + "X": 8.5, + "Y": 0.009430329724680782 }, { - "X": "1.80e1", - "Y": 4.644639042853803e-06 + "X": 9, + "Y": 0.0071412649856702265 }, { - "X": "1.90e1", - "Y": 1.513338888481031e-06 + "X": 9.5, + "Y": 0.0047307925595266595 }, { - "X": "2.00e1", - "Y": 4.442587773997187e-07 + "X": 10, + "Y": 0.004029192470264292 }, { - "X": "2.10e1", - "Y": 1.1130118297103653e-07 + "X": 10.5, + "Y": 0.00257568309521291 }, { - "X": "2.20e1", - "Y": 2.967335483257082e-08 + "X": 11, + "Y": 0.002113460657256411 }, { - "X": "2.30e1", - "Y": 7.081199114353132e-09 + "X": 11.5, + "Y": 0.0012980250065589738 }, { - "X": "2.40e1", - "Y": 1.4349174424991128e-09 + "X": 12, + "Y": 0.0009156464715116446 }, { - "X": "2.50e1", - "Y": 3.186584397241828e-10 + "X": 12.5, + "Y": 0.0006330594154629887 }, { - "X": "2.60e1", - "Y": 6.03033142991278e-11 + "X": 13, + "Y": 0.00042845707476134315 }, { - "X": "2.70e1", - "Y": 1.3575434716522265e-11 + "X": 13.5, + "Y": 0.00028350200739059056 }, { - "X": "2.80e1", - "Y": 2.043932882734232e-12 + "X": 14, + "Y": 0.0001831453366031207 }, { - "X": "2.90e1", - "Y": 3.5205367543417844e-13 + "X": 14.5, + "Y": 0.00010205277856315487 }, { - "X": "3.00e1", - "Y": 1.888819036998294e-14 + "X": 15, + "Y": 6.730544243028251e-05 }, { - "X": "3.10e1", - "Y": 0 + "X": 15.5, + "Y": 4.899427881498245e-05 }, { - "X": "3.20e1", - "Y": 0 + "X": 16, + "Y": 2.5399813650379086e-05 }, { - "X": "3.30e1", - "Y": 0 + "X": 16.5, + "Y": 1.5627846530421348e-05 }, { - "X": "3.40e1", - "Y": 0 + "X": 17, + "Y": 9.384658289544393e-06 }, { - "X": "3.50e1", - "Y": 0 + "X": 17.5, + "Y": 5.493599502781822e-06 }, { - "X": "3.60e1", - "Y": 0 + "X": 18, + "Y": 3.130827261430701e-06 }, { - "X": "3.70e1", - "Y": 0 + "X": 18.5, + "Y": 1.5138117814231015e-06 }, { - "X": "3.80e1", - "Y": 0 + "X": 19, + "Y": 1.0370383982854682e-06 }, { - "X": "3.90e1", - "Y": 0 + "X": 19.5, + "Y": 4.7630049019556284e-07 }, { - "X": "4.00e1", - "Y": 0 + "X": 20, + "Y": 3.0976739338026207e-07 }, { - "X": "4.10e1", - "Y": 0 + "X": 20.5, + "Y": 1.344913840194566e-07 }, { - "X": "4.20e1", - "Y": 0 + "X": 21, + "Y": 7.28402989686893e-08 }, { - "X": "4.30e1", - "Y": 0 + "X": 21.5, + "Y": 3.846088400234724e-08 }, { - "X": "4.40e1", - "Y": 0 + "X": 22, + "Y": 1.977832080262644e-08 }, { - "X": "4.50e1", - "Y": 0 + "X": 22.5, + "Y": 9.89503402994438e-09 }, { - "X": "4.60e1", - "Y": 0 + "X": 23, + "Y": 4.810830756000415e-09 }, { - "X": "4.70e1", - "Y": 0 + "X": 23.5, + "Y": 2.2703683583527174e-09 }, { - "X": "4.80e1", - "Y": 0 + "X": 24, + "Y": 8.918881098938926e-10 }, { - "X": "4.90e1", - "Y": 0 + "X": 24.5, + "Y": 5.430293326052203e-10 }, { - "X": "5.00e1", - "Y": 0 + "X": 25, + "Y": 2.0204098332974636e-10 } ] }, @@ -1236,7 +1929,7 @@ "mark": "bar", "width": 200 }, - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -1250,7 +1943,7 @@ " condition (x > 0)\n", " return x\n", "\n", - "plotVega $ histogram 100 1.0 model3" + "plotVega $ histogram 100 0.5 model3" ] }, { diff --git a/notebooks/.ipynb_checkpoints/Lazy-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Lazy-checkpoint.ipynb new file mode 100644 index 00000000..b00f1510 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/Lazy-checkpoint.ipynb @@ -0,0 +1,350 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "043dfea4-1d1a-42c7-8dbe-404e1c3442e4", + "metadata": {}, + "outputs": [], + "source": [ + "import qualified Control.Monad.Bayes.Sampler.Lazy as Lazy\n", + "import Control.Monad.Bayes.Class\n", + "import qualified Data.Text as T\n", + "import Numeric.Log\n", + "import Control.Arrow (first, second)\n", + "import Statistics.Distribution\n", + "import qualified Statistics.Distribution.Poisson as S\n", + "import Control.Monad.Bayes.Enumerator\n", + "\n", + "\n", + ":l Plotting.hs\n" + ] + }, + { + "cell_type": "markdown", + "id": "6cc366b0-9a2d-41b5-9a18-6f2dd022d383", + "metadata": {}, + "source": [ + "# Lazy Sampling\n", + "\n", + "The sampler defined in `Control.Monad.Bayes.Sampler.Strict` fares poorly with infinite data structures. For example, `finiteList` defined below is a distribution over a small finite set, but because it is defined as the marginal of an infinite list, running it with a strict sampling monad will not terminate." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "54b733d5-7914-4fd0-888c-21fa7992f38a", + "metadata": {}, + "outputs": [], + "source": [ + "finiteList :: MonadSample m => m [Double]\n", + "finiteList = do\n", + " infiniteList <- sequence $ repeat random\n", + " return (take 3 infiniteList)" + ] + }, + { + "cell_type": "markdown", + "id": "e5728ea8-fbba-42be-93ec-6df139dcbdcd", + "metadata": {}, + "source": [ + "One solution is to use a streaming library, such as `pipes`, and indeed this proves useful in many situations. But another is to define a lazy sampler, which is the approach taken by [LazyPPL](https://lazyppl.bitbucket.io/). " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b38c604a-3dc1-4fc3-b4c2-429a32528cb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.4566360477586726,0.47343870142546096,0.14448173917175655]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Lazy.sample finiteList" + ] + }, + { + "cell_type": "markdown", + "id": "daee5898-3b3d-4876-ad21-14ae16f2fe7e", + "metadata": {}, + "source": [ + "`Control.Monad.Bayes.Sampler.Lazy` is simply a port of LazyPPL, with some refactoring. In particular, what LazyPPL calls the `Prob` monad, we now call `Sampler`, and `Meas` is built modularly as `Weighted Sampler`. \n", + "\n", + "LazyPPL also comes with a number of inference algorithms that make special use of the sampler's laziness, including weighted importance sampling and Metropolis-Hastings. Monad-Bayes has these also, as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bbefc916-65fd-4a99-a5e0-7273c4f3d29b", + "metadata": {}, + "outputs": [], + "source": [ + "model :: MonadInfer m => m Bool\n", + "model = do\n", + " -- Prior belief: it is Sunday with prob. 1/7\n", + " sunday <- bernoulli (1/7)\n", + " -- I know the rates of buses on the different days:\n", + " let rate = if sunday then 3 else 10 \n", + " -- observe 4 buses\n", + " factor $ Exp $ logProbability (S.poisson rate) 4\n", + " -- score $ poissonPdf rate 4\n", + " return sunday" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "de863302-a371-49f0-81a6-f8e45ab740bb", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"de863302-a371-49f0-81a6-f8e45ab740bb\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"4fff4f73-f741-48a0-901c-2b0c95a1b90b\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"6b7d1692-1227-4d41-8d77-338e501b413e\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:8: error: Not in scope: ‘Lazy.mh’" + ] + } + ], + "source": [ + "xws <- Lazy.mh 1 model" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "634c7c3e-2731-43a5-af60-14bb168a3863", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 0.602 + }, + { + "X": "False", + "Y": 0.398 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 200, + "mark": "bar", + "width": 200 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ first (T.pack . show) <$> toEmpirical (take 1000 $ fst <$> xws)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44f03d6a-80ad-40e6-bfcb-82931d77871c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d5fa726-8615-449a-86bd-3521659cbe51", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ed7339a1-77f1-4cfe-b22f-0e46953fc6ac", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"ed7339a1-77f1-4cfe-b22f-0e46953fc6ac\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"dea02a36-6e05-4d9b-8da2-53f7d43c03b2\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"e13837d4-22e7-4873-ad19-f967f9b32556\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:6: error:\n Not in scope: ‘Lazy.sample’\n No module named ‘Lazy’ is imported." + ] + } + ], + "source": [ + "x = return [1..]\n", + "\n", + "y <- Lazy.sample x\n", + "take 4 y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c87e6580-90ce-4fcd-92bf-8d50e1897593", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cda4e5e0-e0df-4484-b739-b1c5300c9945", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 (-0.33752627641182276) 0.6879027115791256,V2 0.5479956320453119 2.1371803404562364,V2 0.5573120317335094 1.7091817011312638,V2 0.9797529388677747 3.7490921318570587]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "variance = 1\n", + "import Diagrams.Prelude (V2(..))\n", + "import Control.Monad.Loops\n", + "import Control.Monad\n", + "\n", + "\n", + "-- kernel :: MonadSample m => V2 Real -> Distribution (V2 Real)\n", + "kernel (V2 x y) = do\n", + " newX <- normal (x+0.5) variance\n", + " newY <- normal (y+0.5) variance\n", + " return (V2 newX newY)\n", + "\n", + "-- randomWalk :: Distribution [V2 Double]\n", + "randomWalk = unfoldrM (fmap (Just . (\\x -> (x,x))) . kernel) 0\n", + "\n", + "\n", + "x <- Lazy.sample randomWalk\n", + "\n", + "take 4 x" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "dd7b42cf-c2c5-4f71-a481-c04dc1a19f2f", + "metadata": {}, + "outputs": [], + "source": [ + "observations = mapM (\\(V2 x y) -> \n", + " do\n", + " x' <- normal x 2\n", + " y' <- normal y 2\n", + " return (V2 x' y')) =<< randomWalk\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "99478fa3-4730-4b36-b22e-924153ce0624", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 3.359606220496155 0.28261234040449634,V2 (-4.010679323774817) 0.6391189243868503,V2 1.4470509903824165 0.6840265398936514,V2 0.6074621050753484 6.120654529217177]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "obs <- Lazy.sample observations\n", + "take 4 x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20cd0dab-3918-4350-933e-0cb30ce804e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Press Ctrl-C again to quit kernel." + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Applicative\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "import Control.Monad.Bayes.Population\n", + "\n", + "\n", + "-- -- conditioning :: (MonadSample m, MonadCond m) => P.Producer (Double,Double) m ()\n", + "-- conditioning = do\n", + "-- walk <- randomWalk\n", + "-- forM_ (zip walk obs) (\\(V2 x y, V2 x' y') -> \n", + "-- factor 0.1)\n", + "-- return walk\n", + "\n", + "-- x <- Lazy.sample $ runPopulation $ smcMultinomial 4 4 $ conditioning\n", + "-- take 4 x\n", + "-- -- >-> P.map fst" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93bdfc15-5ef1-42e6-bcf0-b9f0e904bb03", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/.ipynb_checkpoints/SMC-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/SMC-checkpoint.ipynb index fb5691ef..09c9ab9c 100644 --- a/notebooks/.ipynb_checkpoints/SMC-checkpoint.ipynb +++ b/notebooks/.ipynb_checkpoints/SMC-checkpoint.ipynb @@ -32,9 +32,9 @@ "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Density.Free\n", "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Sequential\n", + "import Control.Monad.Bayes.Sequential.Coroutine\n", "import Control.Monad.Bayes.Inference.SMC\n", "\n", "import qualified Graphics.Vega.VegaLite as VL\n", @@ -2312,7 +2312,7 @@ "\n", "plotVega \n", " (zip (zip (xs <> inferredXs) (ys <> inferredYs)) \n", - " (replicate 100 (T.pack \"Inferred\") <> replicate 100 (T.pack \"Latent\")))" + " (replicate 100 (T.pack \"True\") <> replicate 100 (T.pack \"Inferred\")))" ] }, { @@ -2338,7 +2338,7 @@ "outputs": [], "source": [ "-- import Control.Monad.IO.Class\n", - "-- import Control.Monad.Bayes.Sequential\n", + "-- import Control.Monad.Bayes.Sequential.Coroutine\n", "-- import Numeric.Log\n", "-- import Control.Monad.Identity\n", "\n", diff --git a/notebooks/.ipynb_checkpoints/Sampling-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Sampling-checkpoint.ipynb index cf9adc24..d810c0a5 100644 --- a/notebooks/.ipynb_checkpoints/Sampling-checkpoint.ipynb +++ b/notebooks/.ipynb_checkpoints/Sampling-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ "import Control.Monad.Bayes.Class\n", "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Sampler.Strict\n", "\n", "import Control.Monad\n", "import Data.List\n", diff --git a/notebooks/.ipynb_checkpoints/file-checkpoint.json b/notebooks/.ipynb_checkpoints/file-checkpoint.json new file mode 100644 index 00000000..41ff3563 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/file-checkpoint.json @@ -0,0 +1,11 @@ +{ + "name": "John", + "isAlive": true, + "age": 27, + "height": 1.5, + "address": { + "streetAddress": "21 2nd Street", + "id" : 5.4 + } + +} \ No newline at end of file diff --git a/notebooks/.ipynb_checkpoints/plotting-checkpoint.hs b/notebooks/.ipynb_checkpoints/plotting-checkpoint.hs index 1905c341..29c48def 100644 --- a/notebooks/.ipynb_checkpoints/plotting-checkpoint.hs +++ b/notebooks/.ipynb_checkpoints/plotting-checkpoint.hs @@ -72,10 +72,10 @@ scatterplot ((xs, ys), cs) cE f mode = ] class Plottable a where - plotVega :: a -> VegaLiteLab + plot :: a -> VegaLiteLab instance Plottable [((Double, Double), T.Text)] where - plotVega ls = + plot ls = vlShow $ scatterplot (first unzip $ unzip ls) @@ -84,7 +84,7 @@ instance Plottable [((Double, Double), T.Text)] where Circle instance Plottable [((Double, Double), Double)] where - plotVega ls = + plot ls = vlShow $ scatterplot (first unzip $ unzip (ls)) @@ -100,7 +100,7 @@ instance Plottable [((Double, Double), Double)] where Circle instance Plottable ([Double], (Double, Double)) where - plotVega ls = + plot ls = let cs = take (length $ fst ls) $ Prelude.repeat 1 xs = fst ls (slope, intercept) = snd ls @@ -113,7 +113,9 @@ instance Plottable ([Double], (Double, Double)) where Line instance Plottable [(T.Text, Double)] where - plotVega ls = vlShow $ barplot $ unzip ls + plot ls = vlShow $ barplot $ unzip ls instance Plottable [(Double, Double)] where - plotVega ls = vlShow $ hist $ unzip ls + plot ls = vlShow $ hist $ unzip ls + +type Plot = VegaLiteLab diff --git a/notebooks/AdvancedSampling.ipynb b/notebooks/AdvancedSampling.ipynb index 34807cbd..c6e4d370 100644 --- a/notebooks/AdvancedSampling.ipynb +++ b/notebooks/AdvancedSampling.ipynb @@ -18,9 +18,9 @@ "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Density.Free\n", "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Sequential\n", + "import Control.Monad.Bayes.Sequential.Coroutine\n", "import Control.Monad.Bayes.Inference.SMC\n", "import Control.Monad.Bayes.Inference.RMSMC\n", "import Control.Monad.Bayes.Inference.PMMH\n", @@ -115,16 +115,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ - "positions = sampleSTfixed $ P.toListM (latent >-> P.take 100)" + "positions = sampleSTfixed $ P.toListM (latent >-> P.take 2)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -142,1928 +142,6 @@ "Outlier": "\"1.0\"", "X": -0.01696427922834057, "Y": 0.9315845868739093 - }, - { - "Outlier": "\"1.0\"", - "X": -0.03270442530902645, - "Y": 0.920264991790175 - }, - { - "Outlier": "\"1.0\"", - "X": -0.04932440972574634, - "Y": 0.9049119992128093 - }, - { - "Outlier": "\"1.0\"", - "X": -0.06414625554481744, - "Y": 0.8870759993011172 - }, - { - "Outlier": "\"1.0\"", - "X": -0.0787344610695069, - "Y": 0.8703495338350239 - }, - { - "Outlier": "\"1.0\"", - "X": -0.09100735253369165, - "Y": 0.8545571313250564 - }, - { - "Outlier": "\"1.0\"", - "X": -0.10182040334788789, - "Y": 0.8361282096652928 - }, - { - "Outlier": "\"1.0\"", - "X": -0.11568100077830354, - "Y": 0.8161141556973278 - }, - { - "Outlier": "\"1.0\"", - "X": -0.13108632459772793, - "Y": 0.7923935876750137 - }, - { - "Outlier": "\"1.0\"", - "X": -0.14540196160658095, - "Y": 0.7681573433535175 - }, - { - "Outlier": "\"1.0\"", - "X": -0.1610708598063931, - "Y": 0.742862920329278 - }, - { - "Outlier": "\"1.0\"", - "X": -0.17456345881721835, - "Y": 0.7236413955716 - }, - { - "Outlier": "\"1.0\"", - "X": -0.18866326837342948, - "Y": 0.7044548031640439 - }, - { - "Outlier": "\"1.0\"", - "X": -0.20831456354972328, - "Y": 0.6936697873968679 - }, - { - "Outlier": "\"1.0\"", - "X": -0.22836113881259834, - "Y": 0.6861043113412353 - }, - { - "Outlier": "\"1.0\"", - "X": -0.24734921189916959, - "Y": 0.6800862132679545 - }, - { - "Outlier": "\"1.0\"", - "X": -0.2651042001993096, - "Y": 0.6685784930549765 - }, - { - "Outlier": "\"1.0\"", - "X": -0.29286456314098136, - "Y": 0.6546770032374379 - }, - { - "Outlier": "\"1.0\"", - "X": -0.3197869994212928, - "Y": 0.6330370635122691 - }, - { - "Outlier": "\"1.0\"", - "X": -0.34858646160592227, - "Y": 0.6077448981863501 - }, - { - "Outlier": "\"1.0\"", - "X": -0.37709921110991995, - "Y": 0.5800940134630722 - }, - { - "Outlier": "\"1.0\"", - "X": -0.40704716582070344, - "Y": 0.5515558469705428 - }, - { - "Outlier": "\"1.0\"", - "X": -0.4333789739390655, - "Y": 0.5220378511224456 - }, - { - "Outlier": "\"1.0\"", - "X": -0.4617245262438092, - "Y": 0.4871817781160127 - }, - { - "Outlier": "\"1.0\"", - "X": -0.48535820906672256, - "Y": 0.4480001374232042 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5122050066993867, - "Y": 0.41272418345978884 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5316047820425304, - "Y": 0.37889912154839717 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5505278319968602, - "Y": 0.34531904495754 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5686564115560104, - "Y": 0.313103381743833 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5858440949323552, - "Y": 0.2772818843710925 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6045863104544301, - "Y": 0.2472628514154824 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6202073343721141, - "Y": 0.21917203224535142 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6400068303199341, - "Y": 0.18963752757405203 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6612175860100276, - "Y": 0.16150134454750512 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6832678255394974, - "Y": 0.1355013975571671 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7083781451350116, - "Y": 0.11467323719892875 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7306493975729039, - "Y": 0.09103485021413725 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7544189647118782, - "Y": 0.062680115442665 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7876726510979635, - "Y": 0.03792143015564228 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8233226758941378, - "Y": 0.012419476245987413 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8546716938951822, - "Y": -0.018097834563970707 - }, - { - "Outlier": "\"1.0\"", - "X": -0.880991674408847, - "Y": -0.048166074764439154 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9034955301221198, - "Y": -0.078723963379114 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9201430336906292, - "Y": -0.10814941397960412 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9354913844567488, - "Y": -0.13708339425551733 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9535279550690118, - "Y": -0.1611184228734622 - }, - { - "Outlier": "\"1.0\"", - "X": -0.974269982489234, - "Y": -0.1894146771226454 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9955999694558887, - "Y": -0.2123398071931325 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0099259029873109, - "Y": -0.23389388189056243 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0186078887604404, - "Y": -0.25841910554062014 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0228557077100062, - "Y": -0.2803613044745877 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0245259872938581, - "Y": -0.2997114349104906 - }, - { - "Outlier": "\"1.0\"", - "X": -1.022564916256911, - "Y": -0.32443607945483327 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0223549590021943, - "Y": -0.349528186014599 - }, - { - "Outlier": "\"1.0\"", - "X": -1.020651780703007, - "Y": -0.37217787569252936 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0124367098544125, - "Y": -0.3927807418263901 - }, - { - "Outlier": "\"1.0\"", - "X": -1.003332853440194, - "Y": -0.41205799234356066 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9887787398416102, - "Y": -0.4305849766772472 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9826610572643358, - "Y": -0.4454758291343025 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9797851575995561, - "Y": -0.4628914428285136 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9768430146898203, - "Y": -0.4785696138736012 - }, - { - "Outlier": "\"1.0\"", - "X": -0.974092213518527, - "Y": -0.5011625498996926 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9772289472030784, - "Y": -0.5288683241414271 - }, - { - "Outlier": "\"1.0\"", - "X": -0.978200546388558, - "Y": -0.5538470051122202 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9801369651506823, - "Y": -0.5792543811142484 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9790852152656846, - "Y": -0.5986675559526143 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9766336866418815, - "Y": -0.6237901608696179 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9702121132544484, - "Y": -0.6478790716313672 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9633923918602182, - "Y": -0.668973161612612 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9519391591309058, - "Y": -0.6925192192223629 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9394701698139534, - "Y": -0.7192323421437596 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9268293973847026, - "Y": -0.7471066454609346 - }, - { - "Outlier": "\"1.0\"", - "X": -0.914299137178633, - "Y": -0.7792328572675398 - }, - { - "Outlier": "\"1.0\"", - "X": -0.901455417890888, - "Y": -0.8138448205751596 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8911183489826154, - "Y": -0.8468212583608871 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8804806366388572, - "Y": -0.8820111801419075 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8734269674278654, - "Y": -0.9164156639562984 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8622799723857147, - "Y": -0.9514945167463013 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8462479350874235, - "Y": -0.9877728860676044 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8317330585013631, - "Y": -1.0221043043876903 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8228519556372811, - "Y": -1.0569817320093078 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8106768073285214, - "Y": -1.0932047224099675 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7955803198534097, - "Y": -1.1262822346535144 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7823454538642319, - "Y": -1.160245144986741 - }, - { - "Outlier": "\"1.0\"", - "X": -0.775658234526045, - "Y": -1.1929742081565449 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7644564517475418, - "Y": -1.2209030863315327 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7500809156673361, - "Y": -1.2463177410215884 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7365307770855472, - "Y": -1.2777596715742892 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7222352459369468, - "Y": -1.310870597274676 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7080278278579778, - "Y": -1.3431110741076295 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6923074359330991, - "Y": -1.3764180209980503 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6779086691940296, - "Y": -1.4146528088523278 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6683081373185282, - "Y": -1.451022242104651 - }, - { - "Outlier": "\"1.0\"", - "X": -0.655476628381625, - "Y": -1.48346778227208 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6352592133406112, - "Y": -1.5163586906326194 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6174067932715157, - "Y": -1.5484022428376216 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5951846210667413, - "Y": -1.5849387313364935 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5679453482284587, - "Y": -1.6216459974117263 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5372655003330264, - "Y": -1.658245011385651 - } - ] - }, - "encoding": { - "color": { - "field": "Outlier" - }, - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "circle", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotVega ( zip positions $ Prelude.repeat $ T.pack \"1.0\")" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAL8AAAHOCAYAAADJ49jWAAAABmJLR0QA/wD/AP+gvaeTAAAaZklEQVR4nO3deZid4/3H8feZyWQX2USSRoiExFK0tghF7BQlJUVRW2utWorYivy0llarilarWlURipaq2IsWrVARiWaxRSQSWxZiss78/vg8c01oMtnOc99nnvvzuq655jnTmZxvL885516+3+8NZsXyW2AKMBJYAOweNxyzfK0FXAc8Cyyi8Yb/FXoxLFNV/nGZ5e4aYGfgNqAeGA70A7YF3okYl1kuSsA56N1+NnBy9vNr0XCnHngc6BAlOrMcHQO8B5wGTAPmAkcB49AnwdrRIjPLUSfgd2icD7ALsAQYD1wPtIsUl1luWgN/Q0OaecAs4Fjgr8AzEeMyy93pwAQ0mT0LqAXGAvcA60eMyyx3V6IbHWAzoA4tc5oV1t7Aq8D7aB3/z8DrNL4QzAqpPVrKvBgYAnwCjABOAlpGjMssd5ug4U3b7PHf0XjfrLC6Ag+hData4Em0tDkf2LwcT+D0BqtUl6H1+p2BJ4ANgW7Avmgjy6yQ1gaeAy7KHh8KvBEvHLMw9kapCkuyr9+jFOVrIsZkFsRYtLLTAhgNvIY2t1qU+4nK/g+araH2wFvAYuAfaOf2uqb+wKy56w6MQqs5i9G7/nxgt7ye0Ks9Vil+DNQAewEvo7X9L6GVHrNCexE4Ibv+NvBC3k/oMb/F1gr4Oio3vBTYABWq3Jz3E5fyfgKzJrQAngJ6AQtRyeEzaDf3RjT2NyukHVCiWgeUpPY2cEioJ/ewx2L6GN30vdDGVvvsZ2aF1hMYhIY3dWiI8ye8AmkFdwTK1vwEpS7sBAyIGpFZINPQcmYLVJAeZQfXHzEWQ2tUkrgYdWBoEzccs3DOAz4FXkET3a3ihmOWrxJKS54NTESd1r6FVnrMCu1Q1F5wH1Sl9SEuQLdEXAw8kF13Q13X1osXjlk4W6MU5euBp1EiW9T0Guf2WN7WRolqNagO9yA0/LkKrfhE45vf8tQKFaWA3vW7A1ugSa9ZoX0FLWW2BqrRO//QqBEtxYltlqd6tIG1LTAHNaKaGTUis5x1AZ5HN/+nKHGtHiWxVYzq2AFYIf0A6A0MRK0G+6Ce+nfHDOrznNtjeeiGUhemo/YjXYGPokZklrMNgFtQKeIi4H5gBhXad8fv/FYuVairclfURrwOreefCZwRMS6zXJSAC4CX0I1fj05KBKUyXLScv6sIXuq0VdUSOBKN6xehd/ULgANQfv7FqOfOTsAvI8VoVjbrAiei/jqj0GbVk6gUcUT2O5uioc7zwJvAsOBRmpVZT7QxNQaN4ZfOxnwVnYd7KipH/FeMAM3KbT3gOOAGdFBECb271wMno3X8N4GR6KYfgVOUrQA2Qzk5Y9Am1UdoIrsXOjBiPnoRPIALUqxgrkM9dAD2Qzf84uzr+6i5VM84oZWPV3usBFyNhjgz0Ph9HrAOelfvhlKQv4I6Lbyb/d0nwSM1K7OhaCK7L/BDVGCyHjAJDXkWAEdHi84sR5egNARQsUk98AVUiLJd9jOzwuiE1u5BN/h84FrULjx6ba1ZXoajCWw9OgCihFZxRgA/RWN8s8Lpj1ISBgGboIns7lEjisirPWnpgoY4Y9BE9iOUhZkkj+3S0hL4d/a9Fi1nbom7KVgBbYmKS25GwxyAtdBa/pno5jcrnHXRptRtwJ1oLb9Tk39hVhBDUOoxaHg7AzWJtYwnvMU1EW1WHYU2rDplPzNLwonoCKC3cYqCFdhXgSdQLe2gyLE0C+7eUAwbAfeg1t8TgQfRmr5Z4X0TGLfU41nA4EixNBue8BbDi6gd4DA0sa3msy8Gs0IbgmppnwJ2jRuKWT5KwFmoK9pNeJfWEnI8qrY6C01wR8UNxyyc24CfZNcNLcCdoLgaPOFtfkajDgovAoeh1oD1USMyC6QFOslwInAfsH7ccJovf1xWvoY+mdXAr1G6gpWBb/7K1o7GE04Wo7X8zXHxiSVgT7Sy0wKloryNDnG2MvCEt7JNQyeYDwYWojX9d6JGZBbQ+ajYfCFqO2KWlFboMGcrI094K0trNKavBv6MDnC2nPjmrxw16MzaHqij2ly0gzs/ZlBmIeyK8vDboyHODFSdZTnxak/lmIfG9uuiloJtsp+ZJeEWtJm1CLgDD0stMf3RwW9mZvmojh1A4tZHx3puCoxHQx6zwuuFWoQ/DUxGPXc8xrcknE7jieXrAHUoa9MC8VJnPA2nHvZBrcQXo08Cs8Jrgbqs1aOktVPjhmMWXnd0YIRZoW0F7ILyeMyScSNKUpuNzsVyirIloQ9azRmAEtfeQIdGWERuUR5GNZrYzkd5O4vxSpsl5HZgDqrLHY8+AcySUEKF6AcBbSPHYpa7TsD+OEvTErMhqsaajjaxzogbjlk4PwUeQMOdg9F43wsMFcT/McJwtqYlpWHYMw01nfKwx5LSCTgAT3gtEdsDx+C++ZaYs1CXtZdR25Ft44ZjFs4M4NDs+mbg1oix2Ap4tae8alF+fjUqTayNG45ZOIegG34eOkhiw7jhmIXVHRiE83csAesDv0H1uPtGjsVWgcf8a6YF8AhqK/4m6qm/ddSIzALph4pUGgrQHwHOixeOWTitgQ+BHwHfQMlr+0SNyCygXYAxwBTggsixmJmtmLs0r54qdGTQ1sBUlLVploR7UK/N11Abkk5xwzELox/qwdMLfXKOA74TNSJbLe4ds+oa8nW6AZ+gFiTO4bFkXIkaT81Hh0u0ihuOWf46Ay2z642AbfCigRVcC+ButJv7KfCtuOGYhXM0SlHun13X4naDzZ4nvCunO/A6MBH4GKU1dEYTXrNC64tu+lHABODxuOFYObiZ0op1Ru/07YHDgQ+AW/DyphXcpcASNNG9Fb9ZWCL6orX8QWhZ8yNg76gRWVl5wrt8XVB35bFoefNDoGvUiKys/DG+fC2AZ4EOaFWnGzoselbMoKx8fPM3rR1wJDo58XaUyWlWSB2AkegmfwT32yw0d2/4rEvQ5PYwVKByY9xwzMJ5CBiWXR+E6nKtoLza81mjgAvRGP+w7LFZEqqAU1DzqYvRzq5ZIZWAq4HZqBbX7QYtGV9Dm1f7AOejplNuMGtJOBd4LLteG+Xw9I0Xjlk4X0R1uDcBT6JUBi//JiLF/9BtgaFoKXMCsCdQA7yQXdfFC80sP23QYXFT0PlZT+ACdEvEwcA7aAmzE0pYGxg1IosmtU2u+ejG75B91WQ/MyucGpSu8FfgIjTefwDl7SxCx4WaFdJlaHx/EWoq+xO0sfUlYLOIcZnl7jng5Oz6aOCViLFYhSn6mH8suunfAo5HJ6iYFdbuqJHsYagO9y5gOnAvKkU0K6ShqNh8JPAecHnccMzCuR8Ynl0fgotRrAlFS2+YDuwA9AZ2A6bFDccsnJ7Aiyg7cwo+Dd0KrIT6Z16J3ukbdMVtWazgrgBmogluLRrnmyVhKjAku/4hcF/EWKyZae4T3unAYDTB3QFPcK2gWqN8nKVrbLdFxwXVA6PRCSpmhbI5ysOvR5tX2y/1v5Vw92QrsHuBP6Dzbq9D9bZma6S5jPnXBiahPPwJQMe44ZiFcwiquHoCLWl+O244ZuXXBRWcjAQO/Nz/tg1wBrBj6KDMQngaeAa9AGr57K6tWWF1QKs5/bLHfwSuiReOVbBa1F+pjjVoQFBJE96P0Y7taah35mBgXNSIrFLVoCXuEloBrM++6tDRsZPjhbb6BqJSww+Bn+OGUrZii9BNX7+cr4YXxAmxAlyWDuhc2wGxA7FCmYxu9uW9INZ4uLSmeqEhzkx01u1ZsQKxJCxk2S+GKK4AHkXDmgNR20APcSyUy4HFsSa8VTR+NC2icfJiFsJFRGzbswHqkvw2GnsNa/K3zQqmE+qRv1XsQMzydBSa3M5BHzlmSeiBsjGPB74KzMP5OZaIgaiLWk32+GXg2HjhmIXTBp1x+whwBzAXWC9qRGaEye2pBXZGeTqz0ZBnaoDnNWtSXmvr3YDTgfbo9BMnqFkSaoDxwD9Re/CPgfWjRmQWyJZo17Z19ng0cFK8cMyWLY8t3ukodeEINNHdKPtuloQjUU5+LXB15FjMcleFMjSPo7FLck2Tf2FWEHcA76OVnXdx60BLRE9UHNAXveP/CxeoWIUr1yZXLZrk9kbliZ1RgYpZEoahF8AC1HunTdxwzJpWjh3e9YEt0FlY1ajr2lhUpWVWWPujIc9UNMzZJW44ZuH8G7gwu/4J8FDEWMxWSTmzOl2AbkmoQqs6DcOet/GwxxKwF9rMqkfDnE3Qzm7PmEGZhTANFaFvhFZ13HbEmqVVHfO3RIUqD6GeiC+h1oNmSbgdeBMVqizAnRismVqV/pidUXe1+1E3BoBzUB6PWSGtg27wenQW7sC44ZiVx8qM+S9ALZ77oKHOL3ONyCyQlbn5ewLPA28BjwNfyDMgs0rQksbqrFp0POi7+JA4K4hlvfOXgBvQju2HwFrogLgpaIJ7TrDozAI7EPgAGISay9aiduJmhXc68Gx2vRYqUNkkXjhm+fh8354eKH1hC+BuVJb4MjApcFxmQR2BdmznoRfAr4Ef4CGPJWAa8B30afAgcF3ccMzytfRqT2vgPWAxWuVxAbol4zyUszMWdVb2QXGWhMtQNdZ/0QG9PjnFknAwGuYcinZvZxDxgF6zkC5BacqgDM56XKBiiRiE8vSvBh4GXsGdGCwRp9HYa/M/OGvTErIQGALshja4BsUNxyycuegQiRJKYzgibjhmYZTQzm4VWtvvDGyKNrvMCq0KrfC8izqwTcY3viXkzux7X7TM2TFiLGbBtEDdGHZE1Voz0RzALAm/Rev804E9IsdiFkwVuvFLQHtgONAqakRmAdUBA1DJ4lt4qdMSUYVu/nmoimsRalliloS7gFnoXK3x6BPALAnbA2OAN4BTI8diFtRM4Hp0438KfCVuOGbh1KP6XYDHgO9HjMUsqKnAH1A35vnAdnHDMQtnRxpPU3wYaBs3HLMwqoBT0M1/IipfvCRqRGYBTQYOya6/BzwZLxSzcKqBLYFvoM2tc4G/o9MWzQpvLeAXaKNrSfZ1VdSIzAI6FFV0dQW+hF4AG8QMyCxvDc2p2qEyxlk05vu0jxWUWUgdUXrDJJTkNgcNhfwCsCR0RDu8b6HjiF5GaQ9mSXgROC67PhY1sTIrpOrPPd4cOAzl9p+D5gG90ZBoTtjQzMJqj05keQl1bn4RHTw9E7U4MSu8HVCuTytU3zsBODJqRGZltqxDqEFNrFoBZ6P0h42BnUMFZRbbMJTrX4cOqJsL7Bk1IrNABqCbv1v2+An0SWBWeDXAa9nXhyjlYe+oEZmV0eeXOpdWh3J99kA7v9NRsfutAeIyi24EyvCsQe/68+KGYxbOiWhzawEa/0/DJzVaIjqgLm6TgD+hoY/X+60QVvQu3jH7nZ3R+bx/xwfWWSJK6IZ/FXgE7fr2ixqRWUC9gClozP8RMDhuOGbhXAU8g14ElwMT44ZjVh7Ly+1ZWnfUyPYd4CmgR64RmVWQPdBS570o4e3nccMxC+sg4Cbgm6zcp4VZIVyN8noWol6e3uSyJPRBN/5WKM9nGurxY9bsrWgI0xYluE0DZqN1/nZ5B2VWCUrAKJTWMAF4HZ/QbgXRVEpzg1rUw38JcDo6tM6s8Aag01ouBH6G2hl2jhqRWSBHo85tDebiQnYriBUtW44G+gPno9WeOmBc3kGZVYrjgP8CzwE7RY7FLJjt0FDnDZTi8M244ZiFcxfwq+z6FJzRaQWyok2uOlS8Tva9Lt9wzCrH1midfzFa5x8WNxyzcIaihlVXoFPap+KsTkvEj9C4H1TJtXT7QrNCG4yGPcNRAbtParGkHIYOqXgOLX2aFcLKjN+HAOuiCe+jQN9cIzKrEF3QOH/j7PGjwMXxwjErnxXl9sxDWZ1fRhmdvVHvHrMknEBjo9oXcEqzJeZY9AKoBd5EnwBmSZgKnIyGSQ+i40rNmrWV3a1ti+p4FwPv4yJ2S8j5aPI7CQ1/vhs3HLOwLkM3/qMox//MuOGYhfM4+gQAVXe5nNGatVXJ0HwPpTh3AQZmj82S0A+YjNb7p6Pc/gFRIzILqAr16vwUdXCbDxweNSKzgO4Hfppdnw68EjEWs9W2OlVZi4D22XX77LFZErZByW3voeHP/nHDMVs9pdX8uy4o07MzsDc6r+sadFq7WbOwusXoH6J3/VvRxtd+wF/KFZRZpbsKuDO77ouWQDvFC8ds1axJG5JJwA7ALmjHdwYe9lgiqoFfo4S3yehFYJacbdEQaCRKgTCreOXovtYdeAwNeT7Jrt3YypLwNWDKUo/fwWv/1gyU40Dp8ejd/zT0SdIVH1pnCTkcJbpNQM1tzZJUBbSJHYRZaENQ3s8S4A7KM6wyq3itUG3vd4Et0ST4uKgRmTWhnO/MawNroXz/KajGd70y/vtmFe0xdNPfjbq7bR43HLPlqy7zv3c3+jRZDHwPGFvmf9/MzCrVF9AxRnOBvwLrxA3H7H/ldbLiz9By5/5oIvyjnJ7HrOKMA47Krk8DnokYi1lQV6LlzsuBd2lsc2hWMcq92tPgqez7lsBtwM9RmaNZUtrgk1wsQQcDH6N3/X8BHeOGYxZGCZiJNrvWAUYDP4gakdlS8lrqBO30dkQ3/fuo24PX+y0ZN6GWJo+gXJ9t4oZj1mh12xWurCpU2dUHuA94NefnMzOzSjEY9fGfDlwaNxSzcFqjxrbD0dLnLNzaxBKxIVrnb1jjfwinO1giqlAfn4dRtucC1NvfLKo81/kb1KEDLF4HeqEhz38CPK+ZmcXWHbgLdXW7Hje2soT8BXV3GIpeAMPjhmMWztLdm88HRkWMxSyo24AXgTPQC+HcuOGYhdMBVXQ9BVyI+3iamcWRVw1vU9qiMf8pQHvg5QgxmEVxK9rxvQLl+biTsyXjA2DP7Ppy4J6IsVjCYkw6X0Xv9ouBA1GRi1kSNgb+CcwGRqBxv5mZpWQTYFdU9GKWjEuBhWjV51WgU9RozAJZC016d0aH2f0HODtqRJaUEMUsy1OdPf889CJYgFMeLCHXAp8AbwFvA+tGjcYssB2BQ1Dim1mSaoCt0XleZsnoiBLc5qPx/3fjhmMWzrmo0KUN8DXU1LZV1Iis8GKu9iytHfARuumnAS2zL7PC2wBle45FG143RI3GLLDuKNtzr9iBmMVSQgdXmyVlZ3Rubz3wJD7AznJUKRPeBr8Bfgf0Q7W+348bjhVZJd38JbTB9QhqajsaNbY1S8JNwFRgJEp027PpXzdbfXkfSLeqqoFjgP7A/ajc0czMyilG06qVUYMKW84GegAvoBUgs8K7EuX4/x9Kd7g4ajRmAY0Fjs6uTwGeixiLFVSllg2OB45C1V2HZ4/NktADHV4xC3V06xo3HDMzC2p7dKDFGOA7kWMxC6YN8B460eUU4FPgK1EjMgtkE3SIdUMrw8eBs+KFYxZOK5Trcxta658PbBs1IrOANkMHWDyO+vuYmVkqOgN/AP4L3Iwa3Zol4XcozWEo8BJwXdxwzMIZBxyZXZ+M831sDVVqSvOybIryfVoAZwJ/Q5Ngs8JrB/wY+AdKdXY7Q0tSF5rXp5bZGusCPIuqumagPj9mq6WSWpesjHOz7xug1Z+b4oVizV1zu/l7oFbmU4AngJ5xwzELZy/Uz+dPwHS81m9roNL69qyMQcD+wCTg36jUcV7UiMwC6gVMQBPf2bituSXkBuAhtPZ/Mcr3MVslzW3C26ATMBkNd8ahpDezJAxGhS2PA3OAS+KGY81Rc90lfQu1NKlHHZ37o7yfWcCb8cIyC6caNbR6FBW5zwe2ihqRWSB90bt/wxleDwPD4oVjFk4bNNS5FDgguz4gZkBmIe2BljrfB4ZHjsUsmmqU9FYTOQ6zoPoBr6E5wLu4v48lZARwN5r8Xg88HTccq3TNdYd3WbqiQy3moLTndeKGYxbOUKAWeAD4GBW5my1Xc0xpbsqOKPXheXSYtVlySsBA9EKo1KOXzHJxO8r4nA08A7SMG45ZGF8EFgK9gQ7oKNOvR43IKlKRVnsalNBa/5Lsq45i/v80+x8ltN4/B5gJjKbxZBezwisBuwL74vG+JexQ1NzqJJpv8Y7ZKjseDX9uRGd7XRM3HLNwHkTdHQCGoE5vZkDxV0HeQD19tkA3/+txwzELZx3U4WEJOsF9k7jhmIXn4hZLWkfgZ6jT22kUL6nPbLnuRY1tzwc+AE6IG45ZOHNoPMnlCuDOiLFYBUgp3XcMcAY62uhQ4DdxwzELpw8wCq31X49PczQzM7MkDAfmov4+34gci1kwu6Ebfx+U6VmL2p6YFd6JqMAFNOldCHw5Xjhm4fRBxe1/RHk/E3HBS5KKntW5LG8CO6EXwEuo4mthzIDMzIJKvaxvf+BUoAfq81kfNxyzMI4CPgF+D0wHrooajVlAD9B4hOnXcYljclKc8DZ4G012+wP74ZvfErIu8E80zp+I2hyaJaVt7ADMYjoZeBl4Ctg+cixmweyCNrxOBK5D/T3d29OScDbwWHbdBnV1dosTS8J2wHzU2W0EWvVxro8l4xCU5HY3ftc3o13sAMxC2wKYjNb/nwW6xw3H8pLyDu/yXI+WPPujucAlTf+6NVe++f9Xb9TScBJ6EfSOG45ZOFegwvZb0fr/kXHDMQunCjgGuBYlvJklawBqart17EDMQtoLTXqfz74fHzccs3AeAK7Mrk8ExkeMxcrMqz1N+xTV95aAXtljsyR8EZiBurrNAXaPG45ZWO2BgUCn2IGYmVkEPYGHgY+Bv6E6YGumPOFdNdegye9+qPb3yqZ/3aw4xgDHZtcnodMdzZJwOTAV+CHq8nZR3HDMwmmBTnS8Ex1knXqvUzNrjvzOteaq0Lm++wOzgPfjhmMWzq/QLvBjaCfY2Z+WhBpgATAoe3w78It44diq8Dr/mlkMzAa2AboAGwMfRI3ILKCD0Y5vPVr37xg3HLOw2qJTHkuxAzGrFK1iB2AWWlvgPjQnmIKOPjVLwnmo5HErdNDdG3HDsWXxak8++qBWh2NQ89teKDXCrPB2R90ebkHnfY2MG44ty/8DAtghAvLq4WIAAAAASUVORK5CYII=", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "d positions = mconcat [\n", - " circle 0.01 # translate (V2 x y) <> hrule 0.1 # rotateBy ( bearing (1, 1) )\n", - " -- <> (circle 0.1 # translate 5 # named (\"foo\" <> (show (x,y)))))\n", - " -- # connect (show (x,y)) (\"foo\" <> (show (x,y)))\n", - " | ((x,y),i) <- zip positions [1..]]\n", - "diagram $ d positions" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9999999999999999" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "observations <- sampleIO $ mapM (\\position -> normal (bearing position) measurementNoise) positions" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Redundant bracket
Found:
([1.0 .. ])
Why Not:
[1.0 .. ]
" - ], - "text/plain": [ - "Line 1: Redundant bracket\n", - "Found:\n", - "([1.0 .. ])\n", - "Why not:\n", - "[1.0 .. ]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "Outlier": "\"1.0\"", - "X": 1.5688233318788782, - "Y": 1 - }, - { - "Outlier": "\"1.0\"", - "X": 1.584706210230498, - "Y": 2 - }, - { - "Outlier": "\"1.0\"", - "X": 1.6033332836654934, - "Y": 3 - }, - { - "Outlier": "\"1.0\"", - "X": 1.635359748585179, - "Y": 4 - }, - { - "Outlier": "\"1.0\"", - "X": 1.6534917607835053, - "Y": 5 - }, - { - "Outlier": "\"1.0\"", - "X": 1.6607216585360205, - "Y": 6 - }, - { - "Outlier": "\"1.0\"", - "X": 1.682647933277331, - "Y": 7 - }, - { - "Outlier": "\"1.0\"", - "X": 1.6917060954971148, - "Y": 8 - }, - { - "Outlier": "\"1.0\"", - "X": 1.7113063997102704, - "Y": 9 - }, - { - "Outlier": "\"1.0\"", - "X": 1.7371829916214485, - "Y": 10 - }, - { - "Outlier": "\"1.0\"", - "X": 1.76373815720094, - "Y": 11 - }, - { - "Outlier": "\"1.0\"", - "X": 1.7767132351879495, - "Y": 12 - }, - { - "Outlier": "\"1.0\"", - "X": 1.8118130712392295, - "Y": 13 - }, - { - "Outlier": "\"1.0\"", - "X": 1.8340108121321794, - "Y": 14 - }, - { - "Outlier": "\"1.0\"", - "X": 1.8694558908474117, - "Y": 15 - }, - { - "Outlier": "\"1.0\"", - "X": 1.8889478848204497, - "Y": 16 - }, - { - "Outlier": "\"1.0\"", - "X": 1.9177958200107565, - "Y": 17 - }, - { - "Outlier": "\"1.0\"", - "X": 1.948602651104881, - "Y": 18 - }, - { - "Outlier": "\"1.0\"", - "X": 1.991212817317254, - "Y": 19 - }, - { - "Outlier": "\"1.0\"", - "X": 2.0462956747811862, - "Y": 20 - }, - { - "Outlier": "\"1.0\"", - "X": 2.0913084462474782, - "Y": 21 - }, - { - "Outlier": "\"1.0\"", - "X": 2.137389919870667, - "Y": 22 - }, - { - "Outlier": "\"1.0\"", - "X": 2.214163681856242, - "Y": 23 - }, - { - "Outlier": "\"1.0\"", - "X": 2.2636937283022194, - "Y": 24 - }, - { - "Outlier": "\"1.0\"", - "X": 2.337093750237413, - "Y": 25 - }, - { - "Outlier": "\"1.0\"", - "X": 2.3983437736146196, - "Y": 26 - }, - { - "Outlier": "\"1.0\"", - "X": 2.4636430397760165, - "Y": 27 - }, - { - "Outlier": "\"1.0\"", - "X": 2.523841765608372, - "Y": 28 - }, - { - "Outlier": "\"1.0\"", - "X": 2.5901747472180445, - "Y": 29 - }, - { - "Outlier": "\"1.0\"", - "X": 2.6348751783265087, - "Y": 30 - }, - { - "Outlier": "\"1.0\"", - "X": 2.7042321354387004, - "Y": 31 - }, - { - "Outlier": "\"1.0\"", - "X": 2.751093508805745, - "Y": 32 - }, - { - "Outlier": "\"1.0\"", - "X": 2.7972471314538487, - "Y": 33 - }, - { - "Outlier": "\"1.0\"", - "X": 2.846082744981422, - "Y": 34 - }, - { - "Outlier": "\"1.0\"", - "X": 2.9004010155668305, - "Y": 35 - }, - { - "Outlier": "\"1.0\"", - "X": 2.9503901362210576, - "Y": 36 - }, - { - "Outlier": "\"1.0\"", - "X": 2.9858696834163485, - "Y": 37 - }, - { - "Outlier": "\"1.0\"", - "X": 3.026497877101665, - "Y": 38 - }, - { - "Outlier": "\"1.0\"", - "X": 3.055967518451204, - "Y": 39 - }, - { - "Outlier": "\"1.0\"", - "X": 3.0942914096524547, - "Y": 40 - }, - { - "Outlier": "\"1.0\"", - "X": 3.1202819220207423, - "Y": 41 - }, - { - "Outlier": "\"1.0\"", - "X": -3.1239094548604207, - "Y": 42 - }, - { - "Outlier": "\"1.0\"", - "X": -3.085770495675846, - "Y": 43 - }, - { - "Outlier": "\"1.0\"", - "X": -3.0434597432313173, - "Y": 44 - }, - { - "Outlier": "\"1.0\"", - "X": -3.0295791969505177, - "Y": 45 - }, - { - "Outlier": "\"1.0\"", - "X": -2.997946825164575, - "Y": 46 - }, - { - "Outlier": "\"1.0\"", - "X": -2.9743475578788408, - "Y": 47 - }, - { - "Outlier": "\"1.0\"", - "X": -2.9441923122503697, - "Y": 48 - }, - { - "Outlier": "\"1.0\"", - "X": -2.938281563138771, - "Y": 49 - }, - { - "Outlier": "\"1.0\"", - "X": -2.9103513133835333, - "Y": 50 - }, - { - "Outlier": "\"1.0\"", - "X": -2.891601294459908, - "Y": 51 - }, - { - "Outlier": "\"1.0\"", - "X": -2.865576151313353, - "Y": 52 - }, - { - "Outlier": "\"1.0\"", - "X": -2.8583310172981107, - "Y": 53 - }, - { - "Outlier": "\"1.0\"", - "X": -2.841049268011449, - "Y": 54 - }, - { - "Outlier": "\"1.0\"", - "X": -2.8137546925911083, - "Y": 55 - }, - { - "Outlier": "\"1.0\"", - "X": -2.7900290805561867, - "Y": 56 - }, - { - "Outlier": "\"1.0\"", - "X": -2.7731613296074404, - "Y": 57 - }, - { - "Outlier": "\"1.0\"", - "X": -2.7516161418393934, - "Y": 58 - }, - { - "Outlier": "\"1.0\"", - "X": -2.7365330749057404, - "Y": 59 - }, - { - "Outlier": "\"1.0\"", - "X": -2.7187640121347445, - "Y": 60 - }, - { - "Outlier": "\"1.0\"", - "X": -2.707714882006602, - "Y": 61 - }, - { - "Outlier": "\"1.0\"", - "X": -2.6781639899448746, - "Y": 62 - }, - { - "Outlier": "\"1.0\"", - "X": -2.669046444466766, - "Y": 63 - }, - { - "Outlier": "\"1.0\"", - "X": -2.64699880972263, - "Y": 64 - }, - { - "Outlier": "\"1.0\"", - "X": -2.6204612932677134, - "Y": 65 - }, - { - "Outlier": "\"1.0\"", - "X": -2.6164507954857026, - "Y": 66 - }, - { - "Outlier": "\"1.0\"", - "X": -2.59578788521067, - "Y": 67 - }, - { - "Outlier": "\"1.0\"", - "X": -2.5726929133038063, - "Y": 68 - }, - { - "Outlier": "\"1.0\"", - "X": -2.551375058989081, - "Y": 69 - }, - { - "Outlier": "\"1.0\"", - "X": -2.538487184102863, - "Y": 70 - }, - { - "Outlier": "\"1.0\"", - "X": -2.5029159475892007, - "Y": 71 - }, - { - "Outlier": "\"1.0\"", - "X": -2.4956031700724135, - "Y": 72 - }, - { - "Outlier": "\"1.0\"", - "X": -2.4546322693799913, - "Y": 73 - }, - { - "Outlier": "\"1.0\"", - "X": -2.4465410051923255, - "Y": 74 - }, - { - "Outlier": "\"1.0\"", - "X": -2.401229722493386, - "Y": 75 - }, - { - "Outlier": "\"1.0\"", - "X": -2.3847427941549397, - "Y": 76 - }, - { - "Outlier": "\"1.0\"", - "X": -2.354839935930677, - "Y": 77 - }, - { - "Outlier": "\"1.0\"", - "X": -2.328558975258992, - "Y": 78 - }, - { - "Outlier": "\"1.0\"", - "X": -2.3117283387706395, - "Y": 79 - }, - { - "Outlier": "\"1.0\"", - "X": -2.2788028313376487, - "Y": 80 - }, - { - "Outlier": "\"1.0\"", - "X": -2.247200976374537, - "Y": 81 - }, - { - "Outlier": "\"1.0\"", - "X": -2.227913090541934, - "Y": 82 - }, - { - "Outlier": "\"1.0\"", - "X": -2.19969911179077, - "Y": 83 - }, - { - "Outlier": "\"1.0\"", - "X": -2.1758713789089756, - "Y": 84 - }, - { - "Outlier": "\"1.0\"", - "X": -2.1633635274517937, - "Y": 85 - }, - { - "Outlier": "\"1.0\"", - "X": -2.148767583283771, - "Y": 86 - }, - { - "Outlier": "\"1.0\"", - "X": -2.1339600126172984, - "Y": 87 - }, - { - "Outlier": "\"1.0\"", - "X": -2.113918463334253, - "Y": 88 - }, - { - "Outlier": "\"1.0\"", - "X": -2.091027764373687, - "Y": 89 - }, - { - "Outlier": "\"1.0\"", - "X": -2.075707480225415, - "Y": 90 - }, - { - "Outlier": "\"1.0\"", - "X": -2.0576962689812666, - "Y": 91 - }, - { - "Outlier": "\"1.0\"", - "X": -2.046668248230018, - "Y": 92 - }, - { - "Outlier": "\"1.0\"", - "X": -2.014991150214234, - "Y": 93 - }, - { - "Outlier": "\"1.0\"", - "X": -1.999742936747957, - "Y": 94 - }, - { - "Outlier": "\"1.0\"", - "X": -1.9838754282367101, - "Y": 95 - }, - { - "Outlier": "\"1.0\"", - "X": -1.9689600079795542, - "Y": 96 - }, - { - "Outlier": "\"1.0\"", - "X": -1.9513742024709442, - "Y": 97 - }, - { - "Outlier": "\"1.0\"", - "X": -1.9353821209165802, - "Y": 98 - }, - { - "Outlier": "\"1.0\"", - "X": -1.909707396275723, - "Y": 99 - }, - { - "Outlier": "\"1.0\"", - "X": -1.883800934642, - "Y": 100 - } - ] - }, - "encoding": { - "color": { - "field": "Outlier" - }, - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "circle", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotVega ( zip (zip observations ([1.0..])) $ Prelude.repeat $ T.pack \"1.0\")" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "Outlier": "\"1.0\"", - "X": -0.0010331674199860921, - "Y": 0.9070332910074246 - }, - { - "Outlier": "\"1.0\"", - "X": 0.0006453516443329509, - "Y": 0.8815364464136228 - }, - { - "Outlier": "\"1.0\"", - "X": 0.004366912422655419, - "Y": 0.8598646831290575 - }, - { - "Outlier": "\"1.0\"", - "X": 0.008931820507882847, - "Y": 0.8398124385019949 - }, - { - "Outlier": "\"1.0\"", - "X": 0.010010864328309034, - "Y": 0.8206028713260483 - }, - { - "Outlier": "\"1.0\"", - "X": 0.008707071282008365, - "Y": 0.8020466817913393 - }, - { - "Outlier": "\"1.0\"", - "X": 0.004382574417977687, - "Y": 0.7855755002611344 - }, - { - "Outlier": "\"1.0\"", - "X": -0.006097539593404281, - "Y": 0.768007296734085 - }, - { - "Outlier": "\"1.0\"", - "X": -0.021500521624378165, - "Y": 0.7540127078324473 - }, - { - "Outlier": "\"1.0\"", - "X": -0.0406234154316672, - "Y": 0.738760029838383 - }, - { - "Outlier": "\"1.0\"", - "X": -0.06382581714520878, - "Y": 0.7184772023394769 - }, - { - "Outlier": "\"1.0\"", - "X": -0.08831172495192943, - "Y": 0.6976081744377073 - }, - { - "Outlier": "\"1.0\"", - "X": -0.11707331724503733, - "Y": 0.6782518603302538 - }, - { - "Outlier": "\"1.0\"", - "X": -0.14930622701534513, - "Y": 0.6599093161880634 - }, - { - "Outlier": "\"1.0\"", - "X": -0.17961874154980706, - "Y": 0.6382395608072975 - }, - { - "Outlier": "\"1.0\"", - "X": -0.21068526380759156, - "Y": 0.6209000558571278 - }, - { - "Outlier": "\"1.0\"", - "X": -0.23826481225197177, - "Y": 0.6008405514810947 - }, - { - "Outlier": "\"1.0\"", - "X": -0.2650130657806593, - "Y": 0.5808783938835427 - }, - { - "Outlier": "\"1.0\"", - "X": -0.2929168363136216, - "Y": 0.5639115402674192 - }, - { - "Outlier": "\"1.0\"", - "X": -0.31712495379682415, - "Y": 0.5451628568661625 - }, - { - "Outlier": "\"1.0\"", - "X": -0.33387437613011384, - "Y": 0.5219263402691993 - }, - { - "Outlier": "\"1.0\"", - "X": -0.35067421262792786, - "Y": 0.4976447544893957 - }, - { - "Outlier": "\"1.0\"", - "X": -0.3670656708862634, - "Y": 0.47105645862200657 - }, - { - "Outlier": "\"1.0\"", - "X": -0.37987692621521385, - "Y": 0.4456571301670236 - }, - { - "Outlier": "\"1.0\"", - "X": -0.39690775386835214, - "Y": 0.4211976264504879 - }, - { - "Outlier": "\"1.0\"", - "X": -0.4159047393574136, - "Y": 0.39726222796107474 - }, - { - "Outlier": "\"1.0\"", - "X": -0.4331476782532004, - "Y": 0.37839289911951 - }, - { - "Outlier": "\"1.0\"", - "X": -0.4517476185574413, - "Y": 0.3530871631641193 - }, - { - "Outlier": "\"1.0\"", - "X": -0.47239988121737553, - "Y": 0.3247789409252225 - }, - { - "Outlier": "\"1.0\"", - "X": -0.500185090822246, - "Y": 0.30260372362445653 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5242605680676775, - "Y": 0.28013095773405705 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5502490718549806, - "Y": 0.2610855163453056 - }, - { - "Outlier": "\"1.0\"", - "X": -0.5765366241807495, - "Y": 0.2406555871332871 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6032945526224933, - "Y": 0.22291604619850766 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6344596383809304, - "Y": 0.20018715655889202 - }, - { - "Outlier": "\"1.0\"", - "X": -0.6702702229077194, - "Y": 0.17355390004940396 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7000858070973254, - "Y": 0.14132175285152418 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7334833125023746, - "Y": 0.10479059837563195 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7636455123593175, - "Y": 0.06867601021128711 - }, - { - "Outlier": "\"1.0\"", - "X": -0.7935232979895108, - "Y": 0.034726346500592385 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8271259304702693, - "Y": 0.005543269043739724 - }, - { - "Outlier": "\"1.0\"", - "X": -0.8671455958616506, - "Y": -0.028183998371098112 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9088344125172286, - "Y": -0.06550880783461493 - }, - { - "Outlier": "\"1.0\"", - "X": -0.9595778034365343, - "Y": -0.10578628171466406 - }, - { - "Outlier": "\"1.0\"", - "X": -1.0092850526761559, - "Y": -0.14045816463807037 - }, - { - "Outlier": "\"1.0\"", - "X": -1.059318674357026, - "Y": -0.17876989943172594 - }, - { - "Outlier": "\"1.0\"", - "X": -1.1040963432648505, - "Y": -0.21896442674724104 - }, - { - "Outlier": "\"1.0\"", - "X": -1.1449944558776466, - "Y": -0.25360091545950075 - }, - { - "Outlier": "\"1.0\"", - "X": -1.1836020317957683, - "Y": -0.28818759637400393 - }, - { - "Outlier": "\"1.0\"", - "X": -1.2218844137081228, - "Y": -0.3217845911140616 - }, - { - "Outlier": "\"1.0\"", - "X": -1.2647283372195122, - "Y": -0.36022278769476385 - }, - { - "Outlier": "\"1.0\"", - "X": -1.3085403223975032, - "Y": -0.3976492826758271 - }, - { - "Outlier": "\"1.0\"", - "X": -1.3488650383221963, - "Y": -0.4307719039052413 - }, - { - "Outlier": "\"1.0\"", - "X": -1.3907283648636424, - "Y": -0.4640898818929935 - }, - { - "Outlier": "\"1.0\"", - "X": -1.4344939379795538, - "Y": -0.5002717285823828 - }, - { - "Outlier": "\"1.0\"", - "X": -1.4737182737936274, - "Y": -0.537455392659265 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5107839793383642, - "Y": -0.5772277268803094 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5517631478626932, - "Y": -0.6181198184946587 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5876831350031566, - "Y": -0.6544143909585638 - }, - { - "Outlier": "\"1.0\"", - "X": -1.6219761585706087, - "Y": -0.696977828212388 - }, - { - "Outlier": "\"1.0\"", - "X": -1.653776547870855, - "Y": -0.7459174900214743 - }, - { - "Outlier": "\"1.0\"", - "X": -1.6859952753137355, - "Y": -0.7945442415935694 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7169482367468962, - "Y": -0.8435772580670838 - }, - { - "Outlier": "\"1.0\"", - "X": -1.745522445637259, - "Y": -0.896826957900323 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7718884863576276, - "Y": -0.9561903107244677 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7951735839666128, - "Y": -1.0144476879664905 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8130832665057068, - "Y": -1.0722918135558328 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8263895330745858, - "Y": -1.1322464944344426 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8352843699310077, - "Y": -1.1976592866151488 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8436942260869098, - "Y": -1.2656594692027645 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8491373710299805, - "Y": -1.3374824312761335 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8475817073054488, - "Y": -1.4132487750027989 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8441880626929021, - "Y": -1.48957218228047 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8371175553130028, - "Y": -1.568138633362891 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8318033018985151, - "Y": -1.6494949620921093 - }, - { - "Outlier": "\"1.0\"", - "X": -1.825414988507239, - "Y": -1.7292130080083903 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8205130441367068, - "Y": -1.806738166807202 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8171946629394875, - "Y": -1.8913046816254115 - }, - { - "Outlier": "\"1.0\"", - "X": -1.8075049495771442, - "Y": -1.979072479792899 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7990716557145294, - "Y": -2.0700563318684098 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7919920443087531, - "Y": -2.1619906909943327 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7806000976498986, - "Y": -2.258898302643825 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7777171433523327, - "Y": -2.355979210144549 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7717964959880734, - "Y": -2.4582589370558634 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7635113727886955, - "Y": -2.561213259314104 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7540085868538855, - "Y": -2.6668038326801193 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7450077708953062, - "Y": -2.775807792705659 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7400619780087039, - "Y": -2.884620805814977 - }, - { - "Outlier": "\"1.0\"", - "X": -1.731129363949287, - "Y": -2.9961186749771054 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7191328370999934, - "Y": -3.1051409714098304 - }, - { - "Outlier": "\"1.0\"", - "X": -1.7048222746491934, - "Y": -3.219123267479733 - }, - { - "Outlier": "\"1.0\"", - "X": -1.6917519936035006, - "Y": -3.3327325804173817 - }, - { - "Outlier": "\"1.0\"", - "X": -1.675994194035498, - "Y": -3.4525686947281105 - }, - { - "Outlier": "\"1.0\"", - "X": -1.6545399719022327, - "Y": -3.570608150242391 - }, - { - "Outlier": "\"1.0\"", - "X": -1.6301486654636528, - "Y": -3.6877495177247166 - }, - { - "Outlier": "\"1.0\"", - "X": -1.603470136946571, - "Y": -3.811091666594698 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5743375666594457, - "Y": -3.938375112560492 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5401733267577222, - "Y": -4.064716407724596 - }, - { - "Outlier": "\"1.0\"", - "X": -1.5042461376475866, - "Y": -4.193439167314988 - }, - { - "Outlier": "\"1.0\"", - "X": -1.463254427755801, - "Y": -4.321274772896651 } ] }, @@ -2084,38 +162,59 @@ "mark": "circle", "width": 400 }, - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ - "s <- sampleIO $ prior $ mh 1000 $ P.toListM $ model observations\n", - "\n", - "plotVega $ zip (head s) (Prelude.repeat $ T.pack $ show 1.0)" + "plotVega ( zip positions $ Prelude.repeat $ T.pack \"1.0\")" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 7, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"a9f0030b-50f6-4da2-bc31-64785b552591\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"a9f0030b-50f6-4da2-bc31-64785b552591\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"c47e94e3-ece0-4cfd-8bc4-e73f16e61379\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"ebf93617-2e8e-492c-8e18-be727e01c18d\"}, mhSessionId = UUID {uuidToString = \"a9f0030b-50f6-4da2-bc31-64785b552591\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"e1fc8910-80d3-4cdd-b144-6a629fe35f66\"}, mhSessionId = UUID {uuidToString = \"a9f0030b-50f6-4da2-bc31-64785b552591\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":2:53: error: Variable not in scope: rotateBy :: t0 -> t7\n:2:41: error: Variable not in scope: hrule :: t1 -> t5\n:2:30: error:\n • Data constructor not in scope: V2 :: t -> t8 -> t2\n • Perhaps you meant one of these: ‘R2’ (imported from Graphics.Vega.VegaLite), ‘X2’ (imported from Graphics.Vega.VegaLite), ‘Y2’ (imported from Graphics.Vega.VegaLite)\n:2:19: error:\n • Variable not in scope: translate :: t2 -> t5\n • Perhaps you meant data constructor ‘Translate’ (imported from Graphics.Vega.VegaLite)\n:2:5: error:\n • Variable not in scope: circle :: t3 -> t4\n • Perhaps you meant one of these: data constructor ‘Circle’ (imported from Graphics.Vega.VegaLite), ‘cycle’ (imported from Prelude)\n:2:17: error: Variable not in scope: (#) :: t4 -> t5 -> t6\n:2:51: error: Variable not in scope: (#) :: t6 -> t7 -> a" + ] } ], "source": [ - "s <- sampleIOfixed $ runPopulation $ smcMultinomial 100 1000 $ P.toListM $ model observations" + "-- d positions = mconcat [\n", + "-- circle 0.01 # translate (V2 x y) <> hrule 0.1 # rotateBy ( bearing (1, 1) )\n", + "-- -- <> (circle 0.1 # translate 5 # named (\"foo\" <> (show (x,y)))))\n", + "-- -- # connect (show (x,y)) (\"foo\" <> (show (x,y)))\n", + "-- | ((x,y),i) <- zip positions [1..]]\n", + "-- diagram $ d positions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "observations <- sampleIO $ mapM (\\position -> normal (bearing position) measurementNoise) positions" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2202,27 +301,136 @@ ".suggestion-name {\n", "font-weight: bold;\n", "}\n", - "
Use <$>
Found:
fmap snd $ s
Why Not:
(snd <$> s)
Redundant $
Found:
fmap snd $ s
Why Not:
fmap snd s
" + "
Redundant bracket
Found:
([1.0 .. ])
Why Not:
[1.0 .. ]
" ], "text/plain": [ - "Line 2: Use <$>\n", - "Found:\n", - "fmap snd $ s\n", - "Why not:\n", - "(snd <$> s)Line 2: Redundant $\n", + "Line 1: Redundant bracket\n", "Found:\n", - "fmap snd $ s\n", + "([1.0 .. ])\n", "Why not:\n", - "fmap snd s" + "[1.0 .. ]" ] }, "metadata": {}, "output_type": "display_data" }, + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"1.0\"", + "X": 1.5747145679847239, + "Y": 1 + }, + { + "Outlier": "\"1.0\"", + "X": 1.5897297596433508, + "Y": 2 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega ( zip (zip observations ([1.0..])) $ Prelude.repeat $ T.pack \"1.0\")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"1.0\"", + "X": -0.004822597153318421, + "Y": 0.9415029043103048 + }, + { + "Outlier": "\"1.0\"", + "X": -0.013173819342641318, + "Y": 0.9143111999700264 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s <- sampleIO $ prior $ mh 1000 $ P.toListM $ model observations\n", + "\n", + "plotVega $ zip (head s) (Prelude.repeat $ T.pack $ show 1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "s <- sampleIOfixed $ runPopulation $ smcSystematic 2 1 $ P.toListM $ model observations\n", + "\n", + "-- s <- sampleIOfixed $ runPopulation $ smcSystematic 0 1 $ bernoulli 0.5" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ - "[1.6009136149069956e155]" + "8.606562776235572" ] }, "metadata": {}, @@ -2230,13 +438,13 @@ } ], "source": [ - "-- import Data.List\n", - "-- nub $ fmap snd $ s" + "import Data.List\n", + "snd $ head s" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -2246,50004 +454,50004 @@ "data": { "values": [ { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8139020464339072, - "Y": -0.7379286121097756 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8002789970472558, - "Y": -0.7700844503721016 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7918132943762441, - "Y": -0.7991849656813957 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7832585860348069, - "Y": -0.8302472914729455 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7726072010985893, - "Y": -0.8636064722391045 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7609740021193026, - "Y": -0.891536721930434 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7480869438791236, - "Y": -0.9226405779172159 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7349745430052218, - "Y": -0.9551889495011815 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7172129739188915, - "Y": -0.9811905713995723 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7050397197852879, - "Y": -1.0099973786839238 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6916079497542795, - "Y": -1.0355369989069472 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6831162707077661, - "Y": -1.0580029186230664 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6773036916363053, - "Y": -1.0869274740571544 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6657944669592377, - "Y": -1.1136325440376749 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6575258643568226, - "Y": -1.140963460654779 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6452524302748637, - "Y": -1.1704668927928568 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.632039575357945, - "Y": -1.1981482500075957 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6170056544086516, - "Y": -1.2237838108179708 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6030465366151273, - "Y": -1.255957198255948 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5893929256408464, - "Y": -1.2810884187479334 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5703193744615724, - "Y": -1.3074789878073854 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5570849958958538, - "Y": -1.3367764859197593 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5399875772325329, - "Y": -1.361431758567518 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5210878932355351, - "Y": -1.3824247202393796 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49759335161543305, - "Y": -1.4047183559007523 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47046861062554435, - "Y": -1.431569241354523 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6115144187712835, - "Y": -0.83173625014433 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5909379629890532, - "Y": -0.8452486009092256 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5692501949399438, - "Y": -0.8545657519210414 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5555353071687408, - "Y": -0.8612605084555769 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5385745693291746, - "Y": -0.8706468527162624 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5223135852843356, - "Y": -0.8801938357913963 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5066074049377263, - "Y": -0.8890037325025589 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4931935145137204, - "Y": -0.8975716788208341 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47678276836098754, - "Y": -0.904673047427233 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46060780265254153, - "Y": -0.9185065543404721 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44534027542584703, - "Y": -0.9331229594444653 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4321598724282788, - "Y": -0.9472905896389966 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41957182509053575, - "Y": -0.9629800214976427 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41101364679435076, - "Y": -0.9789717377930616 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39906523434073216, - "Y": -0.9974328180015931 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38507534097675705, - "Y": -1.0197031995152952 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3663377971892869, - "Y": -1.0457910364575607 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.34776179729606027, - "Y": -1.0694937425708582 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6095453140888272, - "Y": -1.3914137773314486 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597734068107832, - "Y": -1.4299053464396425 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5832328057222559, - "Y": -1.4731735951532143 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5690445132326234, - "Y": -1.5162117794293777 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5536349990456175, - "Y": -1.5573457763233907 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5345065572902411, - "Y": -1.5991236855530195 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451890301158388, - "Y": -1.8260672014429193 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6148726178943531, - "Y": -1.8803398814089036 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611378440530659, - "Y": -0.9427636873167589 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6555776061047249, - "Y": -0.9682187886166226 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6500688809155762, - "Y": -0.9940813973259823 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6445597660455442, - "Y": -1.0205379297894073 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6374049048722851, - "Y": -1.0529107591381381 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6272877289753211, - "Y": -1.0861175920845239 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6211433675130466, - "Y": -1.122465027768517 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6102609259094067, - "Y": -1.157889077317116 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597902888337998, - "Y": -1.1942012535566435 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5870183118877061, - "Y": -1.2265330872973697 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5740910160140817, - "Y": -1.2585359156860279 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5618874814607763, - "Y": -1.2833358088554263 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.548896450562078, - "Y": -1.3114620000823234 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5324664672489291, - "Y": -1.3420675761797867 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5147107176562408, - "Y": -1.3779679482424896 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4982423383639432, - "Y": -1.4144424410010255 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4761806694372285, - "Y": -1.4477782504820673 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6095453140888272, - "Y": -1.3914137773314486 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597734068107832, - "Y": -1.4299053464396425 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5847999994775032, - "Y": -1.46957176991855 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5702388549087454, - "Y": -1.5132941547331178 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5512844667875567, - "Y": -1.5584004891630057 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5313476092149902, - "Y": -1.5990557497199744 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6840663766490442, - "Y": -1.2917973570451116 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6713278303732357, - "Y": -1.3280580084581506 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6552569597316661, - "Y": -1.3625058068156275 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378756038690591, - "Y": -1.3944914001782909 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6194707769126496, - "Y": -1.4258524391417713 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6049908961981421, - "Y": -1.4562643417683534 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5871948217055922, - "Y": -1.4833837764857303 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.565558374673487, - "Y": -1.514346130906581 + "Outlier": 3.310931265211918e+134, + "X": -0.7668655455175486, + "Y": -2.046489722151086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.543207500323981, - "Y": -1.5451402447214264 + "Outlier": 3.310931265211918e+134, + "X": -0.7380027500392005, + "Y": -2.088170306353022 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5212501353468523, - "Y": -1.5720461763131817 + "Outlier": 3.310931265211918e+134, + "X": -0.7119117079174029, + "Y": -2.123477608934309 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611530236306721, - "Y": -0.9437121417770415 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6603214324642565, - "Y": -0.9758413879195603 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6579164462596482, - "Y": -1.006420981876867 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6563683265529193, - "Y": -1.0386277170356428 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6501809988548564, - "Y": -1.0732327646267468 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6415662410967956, - "Y": -1.108775086667985 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6323225331254987, - "Y": -1.1420524441414777 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6203099493773826, - "Y": -1.170406775393636 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6084517672147592, - "Y": -1.1988631871986792 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.592828018138667, - "Y": -1.2258416709906848 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5782365637818238, - "Y": -1.2551209088969308 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5632535330446528, - "Y": -1.2822769248958572 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.544369148633063, - "Y": -1.3055930833983778 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5249845641542944, - "Y": -1.3287142084026966 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.502983265248958, - "Y": -1.3507721074663503 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47336211569697223, - "Y": -1.3698709265557214 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44931118052613633, - "Y": -1.39187191403609 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6878376891586381, - "Y": -1.294376618057338 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6752837666075887, - "Y": -1.3323182517343215 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6654486324398888, - "Y": -1.3712765382742205 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.653932275398939, - "Y": -1.4147163015702884 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451448603779422, - "Y": -1.4567683895126138 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6316076032656578, - "Y": -1.4964089291155092 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6144388338200855, - "Y": -1.5365466451694048 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962660983093714, - "Y": -1.573516675177421 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5725657769354747, - "Y": -1.6107661428289612 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5442393119634951, - "Y": -1.6453482304867943 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7646470194487146, - "Y": -1.5858914738266776 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7507548437237191, - "Y": -1.6338176289110025 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7392632670163649, - "Y": -1.6807051627733582 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7266536432588039, - "Y": -1.7296723409307606 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096109455966567, - "Y": -1.7776088127815424 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6875010585646814, - "Y": -1.8275785732707215 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6665904421645887, - "Y": -1.8831161727346994 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6462898308363613, - "Y": -1.9365121072169518 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7364974404763965, - "Y": -0.7390006712188479 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7206864955697776, - "Y": -0.7629736465456807 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7063916553382541, - "Y": -0.7856835654141663 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6923134365015217, - "Y": -0.8144454882367377 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6810114683219969, - "Y": -0.8461379938540962 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6739105162394557, - "Y": -0.8771871525412642 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6635424737953107, - "Y": -0.9083204781947708 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6557748201592458, - "Y": -0.9374070060349179 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6530470507449502, - "Y": -0.9678817691493246 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6507887419273966, - "Y": -0.9946071050747125 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6443570313099558, - "Y": -1.0241512410728397 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6409906829652815, - "Y": -1.0550186381773459 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6373885100839146, - "Y": -1.0859482982448112 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6255671113169224, - "Y": -1.1237092944587332 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6150875899593857, - "Y": -1.160568678847726 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.606726341988084, - "Y": -1.1962978102086748 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5948629266799518, - "Y": -1.2307123908079731 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5811043030656585, - "Y": -1.2628447663895472 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5676847466330169, - "Y": -1.2938099953474995 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5484040716995632, - "Y": -1.3255233330991734 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5367806608526696, - "Y": -1.3564338302735623 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5191511440311671, - "Y": -1.3901690941411453 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5013610894537333, - "Y": -1.4241176545951535 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48153205792535103, - "Y": -1.4575938246494915 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5285496886623152, - "Y": -1.2142565142059794 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5115192813560184, - "Y": -1.233419150253068 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49402762461201033, - "Y": -1.2512194635373275 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4746704620898463, - "Y": -1.2686557487001289 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.454034172130202, - "Y": -1.2913894975935394 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4302276255268846, - "Y": -1.3172850747059632 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611378440530659, - "Y": -0.9427636873167589 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6555776061047249, - "Y": -0.9682187886166226 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6500688809155762, - "Y": -0.9940813973259823 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6445597660455442, - "Y": -1.0205379297894073 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6374049048722851, - "Y": -1.0529107591381381 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6272877289753211, - "Y": -1.0861175920845239 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6211433675130466, - "Y": -1.122465027768517 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6102609259094067, - "Y": -1.157889077317116 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597902888337998, - "Y": -1.1942012535566435 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5870183118877061, - "Y": -1.2265330872973697 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5740910160140817, - "Y": -1.2585359156860279 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5586742690535771, - "Y": -1.2824277671215618 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5404585537435672, - "Y": -1.3045186199459382 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5229404898231216, - "Y": -1.3258019321367416 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5037411780992995, - "Y": -1.3429141309851318 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4796324111921736, - "Y": -1.3612211776177248 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4546989110005856, - "Y": -1.3811869704683528 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7646470194487146, - "Y": -1.5858914738266776 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7507548437237191, - "Y": -1.6338176289110025 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404913117862063, - "Y": -1.680145612012167 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7267413727562715, - "Y": -1.7292937285581649 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7080251683568908, - "Y": -1.7794571748645889 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6888428655127901, - "Y": -1.833209164567343 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.66555183066554, - "Y": -1.8855267150119068 + "Outlier": 3.310931265211918e+134, + "X": -0.7363534036462592, + "Y": -2.089947254651966 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.640648811424743, - "Y": -1.9369346261191174 + "Outlier": 3.310931265211918e+134, + "X": -0.7051214213708564, + "Y": -2.1276350056220084 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6115144187712835, - "Y": -0.83173625014433 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5909379629890532, - "Y": -0.8452486009092256 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5692501949399438, - "Y": -0.8545657519210414 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5555353071687408, - "Y": -0.8612605084555769 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5385745693291746, - "Y": -0.8706468527162624 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5223135852843356, - "Y": -0.8801938357913963 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5066074049377263, - "Y": -0.8890037325025589 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4931935145137204, - "Y": -0.8975716788208341 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47678276836098754, - "Y": -0.904673047427233 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46060780265254153, - "Y": -0.9185065543404721 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44534027542584703, - "Y": -0.9331229594444653 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4321598724282788, - "Y": -0.9472905896389966 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41957182509053575, - "Y": -0.9629800214976427 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41101364679435076, - "Y": -0.9789717377930616 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39906523434073216, - "Y": -0.9974328180015931 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38507534097675705, - "Y": -1.0197031995152952 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3687586148637567, - "Y": -1.0421312588715779 + "Outlier": 3.310931265211918e+134, + "X": -0.7441471733122738, + "Y": -2.0904638328121465 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3537132049599878, - "Y": -1.0656913700194512 + "Outlier": 3.310931265211918e+134, + "X": -0.7191413725134339, + "Y": -2.130918263911766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.063321336756871, + "Y": -1.1801561345705092 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0561128078792699, + "Y": -1.2366108743361224 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0478679777688453, + "Y": -1.2936910458240756 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0429761730628908, + "Y": -1.3492494248595321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0374450316629116, + "Y": -1.3997423269755718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -1.028663135004001, + "Y": -1.4552929347443853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -1.019395874799791, + "Y": -1.5063985454528073 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -1.0074316632187588, + "Y": -1.5542895626921498 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9961079678288808, + "Y": -1.5970635162777065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.9826255682560981, + "Y": -1.6383746520052402 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.9683301070551755, + "Y": -1.6788159561773117 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.9520466514053998, + "Y": -1.7176373317195581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.9364701621083262, + "Y": -1.757547354510889 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.9171412629587218, + "Y": -1.7951200634500655 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8935189332641258, + "Y": -1.8351741858821597 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.8737811884410469, + "Y": -1.8739304087607689 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.8520970247665766, + "Y": -1.916516432520877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.8271440191810909, + "Y": -1.9595805420355301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378773047044604, - "Y": -1.6125020360935138 + "Outlier": 3.310931265211918e+134, + "X": -0.7971334695399732, + "Y": -2.003424486845037 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6200597536685194, - "Y": -1.6597934002078978 + "Outlier": 3.310931265211918e+134, + "X": -0.7698832291719049, + "Y": -2.047195523867861 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981664195551092, - "Y": -1.7054446922759112 + "Outlier": 3.310931265211918e+134, + "X": -0.7441471733122738, + "Y": -2.0904638328121465 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5749247424799521, - "Y": -1.750653974436728 + "Outlier": 3.310931265211918e+134, + "X": -0.7191413725134339, + "Y": -2.130918263911766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6878376891586381, - "Y": -1.294376618057338 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6752837666075887, - "Y": -1.3323182517343215 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6654486324398888, - "Y": -1.3712765382742205 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.653932275398939, - "Y": -1.4147163015702884 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451448603779422, - "Y": -1.4567683895126138 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6316076032656578, - "Y": -1.4964089291155092 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6144388338200855, - "Y": -1.5365466451694048 + "Outlier": 3.310931265211918e+134, + "X": -0.702648165135576, + "Y": -1.758809595263008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962660983093714, - "Y": -1.573516675177421 + "Outlier": 3.310931265211918e+134, + "X": -0.6733291534681509, + "Y": -1.7878134986692307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5725657769354747, - "Y": -1.6107661428289612 + "Outlier": 3.310931265211918e+134, + "X": -0.640923556223346, + "Y": -1.8167983953663165 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5442393119634951, - "Y": -1.6453482304867943 + "Outlier": 3.310931265211918e+134, + "X": -0.609103615994287, + "Y": -1.845270435442767 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6890948662848861, - "Y": -0.7690344606303223 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680228387900135, - "Y": -0.7840143127240136 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6483144407420225, - "Y": -0.7994207794202345 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6202569452926735, - "Y": -0.8097863557148194 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981080690539112, - "Y": -0.8190458624437463 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5769931761245053, - "Y": -0.8310133975371021 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5577567456341409, - "Y": -0.8330217814724004 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5407392025639494, - "Y": -0.8313035005396514 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5236910068217367, - "Y": -0.8303836540782961 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5033823839291884, - "Y": -0.8315069079520488 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4815063351053078, - "Y": -0.8333444557921679 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46083992977938715, - "Y": -0.8368759630673701 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44053519834154625, - "Y": -0.8391590838425995 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.42212511111454576, - "Y": -0.8412405308543137 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40592560366675107, - "Y": -0.8428603215749394 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3858759591339308, - "Y": -0.8455458662344706 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3675187079507307, - "Y": -0.8447260808097985 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3527521903827471, - "Y": -0.8487761286704276 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3400358762908092, - "Y": -0.8535866464122223 + "Outlier": 3.310931265211918e+134, + "X": -0.702648165135576, + "Y": -1.758809595263008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.32584890230612223, - "Y": -0.8578616024765127 + "Outlier": 3.310931265211918e+134, + "X": -0.6733291534681509, + "Y": -1.7878134986692307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.31001735845082456, - "Y": -0.8671500844546524 + "Outlier": 3.310931265211918e+134, + "X": -0.640923556223346, + "Y": -1.8167983953663165 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2928389615737038, - "Y": -0.8843000123958406 + "Outlier": 3.310931265211918e+134, + "X": -0.609103615994287, + "Y": -1.845270435442767 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7646470194487146, - "Y": -1.5858914738266776 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7507548437237191, - "Y": -1.6338176289110025 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404913117862063, - "Y": -1.680145612012167 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7267413727562715, - "Y": -1.7292937285581649 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7080251683568908, - "Y": -1.7794571748645889 + "Outlier": 3.310931265211918e+134, + "X": -0.702648165135576, + "Y": -1.758809595263008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6888428655127901, - "Y": -1.833209164567343 + "Outlier": 3.310931265211918e+134, + "X": -0.6733291534681509, + "Y": -1.7878134986692307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.66555183066554, - "Y": -1.8855267150119068 + "Outlier": 3.310931265211918e+134, + "X": -0.640923556223346, + "Y": -1.8167983953663165 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.640648811424743, - "Y": -1.9369346261191174 + "Outlier": 3.310931265211918e+134, + "X": -0.609103615994287, + "Y": -1.845270435442767 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6840663766490442, - "Y": -1.2917973570451116 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6713278303732357, - "Y": -1.3280580084581506 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6552569597316661, - "Y": -1.3625058068156275 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378756038690591, - "Y": -1.3944914001782909 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6194707769126496, - "Y": -1.4258524391417713 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6049908961981421, - "Y": -1.4562643417683534 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5871948217055922, - "Y": -1.4833837764857303 + "Outlier": 3.310931265211918e+134, + "X": -0.702648165135576, + "Y": -1.758809595263008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.565558374673487, - "Y": -1.514346130906581 + "Outlier": 3.310931265211918e+134, + "X": -0.6733291534681509, + "Y": -1.7878134986692307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.543207500323981, - "Y": -1.5451402447214264 + "Outlier": 3.310931265211918e+134, + "X": -0.640923556223346, + "Y": -1.8167983953663165 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5208996243402075, - "Y": -1.580197904705023 + "Outlier": 3.310931265211918e+134, + "X": -0.609103615994287, + "Y": -1.845270435442767 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9695597069546454, - "Y": -0.5694463295437904 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9689220639763736, - "Y": -0.592135184511014 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9637856732480267, - "Y": -0.6144715107194924 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9579348725799107, - "Y": -0.6401289424354226 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.948813002737059, - "Y": -0.6675158355612989 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9335928413279233, - "Y": -0.6899377050726886 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9171573274371319, - "Y": -0.7084615953587028 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.902779929646631, - "Y": -0.7310419218383136 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8859366989988168, - "Y": -0.7536900667901807 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8686773090453636, - "Y": -0.7793138674524506 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8508413958402611, - "Y": -0.8044151657535046 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8354924661771829, - "Y": -0.8287996342534663 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8181285080830283, - "Y": -0.8586060989667236 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8003109230621229, - "Y": -0.8859444193553438 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7775751547129618, - "Y": -0.9090684846761113 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7520798020110597, - "Y": -0.9307479525224225 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7309333261300934, - "Y": -0.9552936989109927 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7086663932056629, - "Y": -0.9760991759316512 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6882322908221644, - "Y": -0.9890606491674303 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680278806016761, - "Y": -1.0005691099583032 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6482995673917962, - "Y": -1.0133484307252614 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6326266217730893, - "Y": -1.0227493931131133 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6131192820447529, - "Y": -1.0303288230015268 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5949593102166805, - "Y": -1.0363993200889634 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5747179285252374, - "Y": -1.0450970319408157 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5537873331792027, - "Y": -1.0543331655840584 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5348444992472703, - "Y": -1.0635941512319376 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5139047256263872, - "Y": -1.0731540096439542 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49791685504361705, - "Y": -1.081587828967727 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48181563707153313, - "Y": -1.0941667119736695 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4645686788480184, - "Y": -1.1052993677446155 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44753175977628856, - "Y": -1.1160522940453612 + "Outlier": 3.310931265211918e+134, + "X": -0.702648165135576, + "Y": -1.758809595263008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4286773064547955, - "Y": -1.1310468550543842 + "Outlier": 3.310931265211918e+134, + "X": -0.6733291534681509, + "Y": -1.7878134986692307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40441703561294384, - "Y": -1.148652319312888 + "Outlier": 3.310931265211918e+134, + "X": -0.640923556223346, + "Y": -1.8167983953663165 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38368541084463254, - "Y": -1.163863482708625 + "Outlier": 3.310931265211918e+134, + "X": -0.609103615994287, + "Y": -1.845270435442767 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5295254431892381, - "Y": -1.2129775627206372 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5193076629468929, - "Y": -1.2334886735559247 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.504116847350317, - "Y": -1.2551057235275542 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48570338570971133, - "Y": -1.2797463751123137 + "Outlier": 3.310931265211918e+134, + "X": -0.6731727105170928, + "Y": -1.7882141183953848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4629923734723042, - "Y": -1.3117239552720863 + "Outlier": 3.310931265211918e+134, + "X": -0.6427677528209771, + "Y": -1.8140515524178555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.43916758201576067, - "Y": -1.3386948541703085 + "Outlier": 3.310931265211918e+134, + "X": -0.6096216616057171, + "Y": -1.8407089228045133 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5038081084975562, - "Y": -1.2773869628898609 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4907083764861374, - "Y": -1.317333724489749 + "Outlier": 3.310931265211918e+134, + "X": -0.6731727105170928, + "Y": -1.7882141183953848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47636942411622274, - "Y": -1.3597051393685524 + "Outlier": 3.310931265211918e+134, + "X": -0.6427677528209771, + "Y": -1.8140515524178555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4601636390829201, - "Y": -1.399386563994124 + "Outlier": 3.310931265211918e+134, + "X": -0.6096216616057171, + "Y": -1.8407089228045133 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6424499956808789, - "Y": -1.608631678970589 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6253204182319821, - "Y": -1.6558851711111173 + "Outlier": 3.310931265211918e+134, + "X": -0.6731727105170928, + "Y": -1.7882141183953848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.603919053266993, - "Y": -1.7025349311011468 + "Outlier": 3.310931265211918e+134, + "X": -0.6427677528209771, + "Y": -1.8140515524178555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5857571700234651, - "Y": -1.7517584846432723 + "Outlier": 3.310931265211918e+134, + "X": -0.6096216616057171, + "Y": -1.8407089228045133 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6840663766490442, - "Y": -1.2917973570451116 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6713278303732357, - "Y": -1.3280580084581506 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6552569597316661, - "Y": -1.3625058068156275 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378756038690591, - "Y": -1.3944914001782909 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6194707769126496, - "Y": -1.4258524391417713 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6049908961981421, - "Y": -1.4562643417683534 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5871948217055922, - "Y": -1.4833837764857303 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.565558374673487, - "Y": -1.514346130906581 + "Outlier": 3.310931265211918e+134, + "X": -0.6736554081380878, + "Y": -1.7857819776963935 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.543207500323981, - "Y": -1.5451402447214264 + "Outlier": 3.310931265211918e+134, + "X": -0.6439157784302073, + "Y": -1.812033183859879 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5208996243402075, - "Y": -1.580197904705023 + "Outlier": 3.310931265211918e+134, + "X": -0.6144713673901192, + "Y": -1.835575670502797 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.6736554081380878, + "Y": -1.7857819776963935 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.6439157784302073, + "Y": -1.812033183859879 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.6144713673901192, + "Y": -1.835575670502797 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5328405138876607, - "Y": -1.2170888865514935 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5198886561941619, - "Y": -1.2381537589456366 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.501922441422216, - "Y": -1.2601303972626638 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48704524652442505, - "Y": -1.2818270274577963 + "Outlier": 3.310931265211918e+134, + "X": -0.6736554081380878, + "Y": -1.7857819776963935 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4650553532385493, - "Y": -1.30771099017066 + "Outlier": 3.310931265211918e+134, + "X": -0.6439157784302073, + "Y": -1.812033183859879 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4464106291373993, - "Y": -1.3346510419074673 + "Outlier": 3.310931265211918e+134, + "X": -0.6144713673901192, + "Y": -1.835575670502797 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611378440530659, - "Y": -0.9427636873167589 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6555776061047249, - "Y": -0.9682187886166226 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6500688809155762, - "Y": -0.9940813973259823 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6445597660455442, - "Y": -1.0205379297894073 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6374049048722851, - "Y": -1.0529107591381381 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6272877289753211, - "Y": -1.0861175920845239 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6211433675130466, - "Y": -1.122465027768517 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6102609259094067, - "Y": -1.157889077317116 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597902888337998, - "Y": -1.1942012535566435 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5870183118877061, - "Y": -1.2265330872973697 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5740910160140817, - "Y": -1.2585359156860279 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5586742690535771, - "Y": -1.2824277671215618 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5404585537435672, - "Y": -1.3045186199459382 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5229404898231216, - "Y": -1.3258019321367416 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5037411780992995, - "Y": -1.3429141309851318 + "Outlier": 3.310931265211918e+134, + "X": -0.6736554081380878, + "Y": -1.7857819776963935 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4796324111921736, - "Y": -1.3612211776177248 + "Outlier": 3.310931265211918e+134, + "X": -0.6462950491436535, + "Y": -1.8070890863169753 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4546989110005856, - "Y": -1.3811869704683528 + "Outlier": 3.310931265211918e+134, + "X": -0.6164074762466016, + "Y": -1.827200542661186 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9695597069546454, - "Y": -0.5694463295437904 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9689220639763736, - "Y": -0.592135184511014 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9637856732480267, - "Y": -0.6144715107194924 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9579348725799107, - "Y": -0.6401289424354226 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.948813002737059, - "Y": -0.6675158355612989 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9335928413279233, - "Y": -0.6899377050726886 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9171573274371319, - "Y": -0.7084615953587028 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.902779929646631, - "Y": -0.7310419218383136 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8859366989988168, - "Y": -0.7536900667901807 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8686773090453636, - "Y": -0.7793138674524506 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8508413958402611, - "Y": -0.8044151657535046 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8354924661771829, - "Y": -0.8287996342534663 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8181285080830283, - "Y": -0.8586060989667236 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8003109230621229, - "Y": -0.8859444193553438 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7775751547129618, - "Y": -0.9090684846761113 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7520798020110597, - "Y": -0.9307479525224225 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7309333261300934, - "Y": -0.9552936989109927 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7086663932056629, - "Y": -0.9760991759316512 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6882322908221644, - "Y": -0.9890606491674303 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680278806016761, - "Y": -1.0005691099583032 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6482995673917962, - "Y": -1.0133484307252614 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6326266217730893, - "Y": -1.0227493931131133 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6131192820447529, - "Y": -1.0303288230015268 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5949593102166805, - "Y": -1.0363993200889634 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5747179285252374, - "Y": -1.0450970319408157 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5537873331792027, - "Y": -1.0543331655840584 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5348444992472703, - "Y": -1.0635941512319376 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5105673078071719, - "Y": -1.0677032379138862 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4857648777424153, - "Y": -1.0702985476022946 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46530705576541165, - "Y": -1.0727029911065018 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44683035263192067, - "Y": -1.0737917597631916 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4269624311131828, - "Y": -1.0719122967062673 + "Outlier": 3.310931265211918e+134, + "X": -0.7002416316952832, + "Y": -1.7606779038473843 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40485744410494373, - "Y": -1.0715788658681398 + "Outlier": 3.310931265211918e+134, + "X": -0.6736554081380878, + "Y": -1.7857819776963935 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3747998713990792, - "Y": -1.0712588977345188 + "Outlier": 3.310931265211918e+134, + "X": -0.6462950491436535, + "Y": -1.8070890863169753 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.34585757563607317, - "Y": -1.0649812614513545 + "Outlier": 3.310931265211918e+134, + "X": -0.6164074762466016, + "Y": -1.827200542661186 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5328405138876607, - "Y": -1.2170888865514935 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5198886561941619, - "Y": -1.2381537589456366 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.501922441422216, - "Y": -1.2601303972626638 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48704524652442505, - "Y": -1.2818270274577963 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4650553532385493, - "Y": -1.30771099017066 + "Outlier": 3.310931265211918e+134, + "X": -0.6462826320735607, + "Y": -1.82693126956916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4400651428991295, - "Y": -1.3319390250246306 + "Outlier": 3.310931265211918e+134, + "X": -0.6186876988438943, + "Y": -1.8644769494456916 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7426969158774793, - "Y": -1.6890322647894753 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7321235184636715, - "Y": -1.7443115598084278 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7252576281225013, - "Y": -1.8020825009401484 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7120601547206676, - "Y": -1.859984625355115 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6940442212820246, - "Y": -1.9243245541765428 + "Outlier": 3.310931265211918e+134, + "X": -0.6462826320735607, + "Y": -1.82693126956916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6733125969349506, - "Y": -1.9895613226051487 + "Outlier": 3.310931265211918e+134, + "X": -0.6186876988438943, + "Y": -1.8644769494456916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8139020464339072, - "Y": -0.7379286121097756 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8002789970472558, - "Y": -0.7700844503721016 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7918132943762441, - "Y": -0.7991849656813957 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7832585860348069, - "Y": -0.8302472914729455 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7726072010985893, - "Y": -0.8636064722391045 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7609740021193026, - "Y": -0.891536721930434 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7480869438791236, - "Y": -0.9226405779172159 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7349745430052218, - "Y": -0.9551889495011815 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7172129739188915, - "Y": -0.9811905713995723 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7050397197852879, - "Y": -1.0099973786839238 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6916079497542795, - "Y": -1.0355369989069472 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6831162707077661, - "Y": -1.0580029186230664 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6773036916363053, - "Y": -1.0869274740571544 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6657944669592377, - "Y": -1.1136325440376749 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6575258643568226, - "Y": -1.140963460654779 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6452524302748637, - "Y": -1.1704668927928568 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.632039575357945, - "Y": -1.1981482500075957 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6170056544086516, - "Y": -1.2237838108179708 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6030465366151273, - "Y": -1.255957198255948 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5893929256408464, - "Y": -1.2810884187479334 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5703193744615724, - "Y": -1.3074789878073854 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5570849958958538, - "Y": -1.3367764859197593 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5399875772325329, - "Y": -1.361431758567518 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5210878932355351, - "Y": -1.3824247202393796 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49759335161543305, - "Y": -1.4047183559007523 + "Outlier": 3.310931265211918e+134, + "X": -0.6462826320735607, + "Y": -1.82693126956916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47046861062554435, - "Y": -1.431569241354523 + "Outlier": 3.310931265211918e+134, + "X": -0.6186876988438943, + "Y": -1.8644769494456916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.6462826320735607, + "Y": -1.82693126956916 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.6186876988438943, + "Y": -1.8644769494456916 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254946351917047, - "Y": -1.2770025385164119 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8223158310573102, - "Y": -1.3187478618037907 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8155806620352098, - "Y": -1.3611095527048793 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8062579126752499, - "Y": -1.3991949952163594 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7970239664164028, - "Y": -1.4400413354716366 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7842127843292943, - "Y": -1.4828729679995565 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7676283743058031, - "Y": -1.5218002791251932 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7506196250993826, - "Y": -1.5574287747802928 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738641871253896, - "Y": -1.595736718972052 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7205862074693468, - "Y": -1.633151959672312 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6990364810928991, - "Y": -1.6698770176125377 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778487935569641, - "Y": -1.7056662040051915 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6515656784783352, - "Y": -1.7362759053604815 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.625837743944191, - "Y": -1.7751427544029914 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5963259221264505, - "Y": -1.8170157110590046 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7364974404763965, - "Y": -0.7390006712188479 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7206864955697776, - "Y": -0.7629736465456807 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7063916553382541, - "Y": -0.7856835654141663 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6923134365015217, - "Y": -0.8144454882367377 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6810114683219969, - "Y": -0.8461379938540962 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6739105162394557, - "Y": -0.8771871525412642 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6635424737953107, - "Y": -0.9083204781947708 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6557748201592458, - "Y": -0.9374070060349179 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6530470507449502, - "Y": -0.9678817691493246 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6507887419273966, - "Y": -0.9946071050747125 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6443570313099558, - "Y": -1.0241512410728397 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6409906829652815, - "Y": -1.0550186381773459 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6373885100839146, - "Y": -1.0859482982448112 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6255671113169224, - "Y": -1.1237092944587332 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6150875899593857, - "Y": -1.160568678847726 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.606726341988084, - "Y": -1.1962978102086748 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5948629266799518, - "Y": -1.2307123908079731 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5811043030656585, - "Y": -1.2628447663895472 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5676847466330169, - "Y": -1.2938099953474995 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5484040716995632, - "Y": -1.3255233330991734 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5367806608526696, - "Y": -1.3564338302735623 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5191511440311671, - "Y": -1.3901690941411453 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5013610894537333, - "Y": -1.4241176545951535 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48153205792535103, - "Y": -1.4575938246494915 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7442899449430925, - "Y": -1.6921294666390623 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7373059247232494, - "Y": -1.7462791109293905 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7244819122657068, - "Y": -1.8017397657991534 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7025555975579927, - "Y": -1.8582285407740957 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680238178242613, - "Y": -1.918381720201675 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6565892544968175, - "Y": -1.976452879555925 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6081278326901511, - "Y": -1.390638452914771 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5960124472294291, - "Y": -1.4307866357844237 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5802532619003895, - "Y": -1.4743789718088633 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5649570807998194, - "Y": -1.5157175588194618 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5481081637217475, - "Y": -1.5639979803259827 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5327941449820343, - "Y": -1.6110297595295107 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6095453140888272, - "Y": -1.3914137773314486 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597734068107832, - "Y": -1.4299053464396425 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5847999994775032, - "Y": -1.46957176991855 + "Outlier": 3.310931265211918e+134, + "X": -0.7024236710700447, + "Y": -1.7619126250405943 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5702388549087454, - "Y": -1.5132941547331178 + "Outlier": 3.310931265211918e+134, + "X": -0.6737617267285118, + "Y": -1.790830193050649 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5512844667875567, - "Y": -1.5584004891630057 + "Outlier": 3.310931265211918e+134, + "X": -0.6423789725476844, + "Y": -1.8219989603968791 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5313476092149902, - "Y": -1.5990557497199744 + "Outlier": 3.310931265211918e+134, + "X": -0.6140075055144851, + "Y": -1.8559226108930789 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5038081084975562, - "Y": -1.2773869628898609 + "Outlier": 3.310931265211918e+134, + "X": -0.7017740042038482, + "Y": -1.7582695724786257 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4907083764861374, - "Y": -1.317333724489749 + "Outlier": 3.310931265211918e+134, + "X": -0.6726882845037028, + "Y": -1.7849196008225978 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47636942411622274, - "Y": -1.3597051393685524 + "Outlier": 3.310931265211918e+134, + "X": -0.6454146748430852, + "Y": -1.813092284505563 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4601636390829201, - "Y": -1.399386563994124 + "Outlier": 3.310931265211918e+134, + "X": -0.6206013960770012, + "Y": -1.8417424621637581 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8199862642811531, - "Y": -1.2723625769279692 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8163072720714699, - "Y": -1.3129188625695913 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8130543216172497, - "Y": -1.3543009929498064 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8069172223454272, - "Y": -1.39739537260071 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7985887230627667, - "Y": -1.4459954948998275 + "Outlier": 3.310931265211918e+134, + "X": -0.8836229363402828, + "Y": -1.5962683418876458 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7909468926062487, - "Y": -1.4963495680903338 + "Outlier": 3.310931265211918e+134, + "X": -0.8519818531722638, + "Y": -1.6186586363238917 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838420200917917, - "Y": -1.551826079982753 + "Outlier": 3.310931265211918e+134, + "X": -0.8256108440987902, + "Y": -1.6420610889700065 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7766644818169667, - "Y": -1.6107865254144083 + "Outlier": 3.310931265211918e+134, + "X": -0.8051801699203375, + "Y": -1.6680759910025926 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.770332456643413, - "Y": -1.6725498544191986 + "Outlier": 3.310931265211918e+134, + "X": -0.7819029438505226, + "Y": -1.6902583608140436 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7634375236178851, - "Y": -1.737584886461935 + "Outlier": 3.310931265211918e+134, + "X": -0.7547927686002689, + "Y": -1.7121118415345848 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7504003639055141, - "Y": -1.8011228310348828 + "Outlier": 3.310931265211918e+134, + "X": -0.7292076075790882, + "Y": -1.7356923478167954 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7398336364871145, - "Y": -1.8651311977067264 + "Outlier": 3.310931265211918e+134, + "X": -0.7017740042038482, + "Y": -1.7582695724786257 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7222571420624319, - "Y": -1.9308173201167254 + "Outlier": 3.310931265211918e+134, + "X": -0.6726882845037028, + "Y": -1.7849196008225978 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7081512290358007, - "Y": -1.9950892212527187 + "Outlier": 3.310931265211918e+134, + "X": -0.6454146748430852, + "Y": -1.813092284505563 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6975491230373895, - "Y": -2.059294808244631 + "Outlier": 3.310931265211918e+134, + "X": -0.6206013960770012, + "Y": -1.8417424621637581 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7199889009353266, - "Y": -1.1504550450578237 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055927029908373, - "Y": -1.1774707042133825 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6915104864916843, - "Y": -1.205204316415549 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6774876269558987, - "Y": -1.2302347103201736 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6691173511728351, - "Y": -1.2582374401411545 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532446009801343, - "Y": -1.2919675113143956 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403223075954303, - "Y": -1.3263638596130127 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6283550326009306, - "Y": -1.3591641945857083 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.614549109405236, - "Y": -1.3922257204832686 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6012393373646299, - "Y": -1.4293559800947107 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.583009574578379, - "Y": -1.4613397254822247 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5647537326189062, - "Y": -1.4965472495188277 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5429162722013501, - "Y": -1.5320667347781476 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5180865672219317, - "Y": -1.5660034083472683 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6095453140888272, - "Y": -1.3914137773314486 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597734068107832, - "Y": -1.4299053464396425 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5847999994775032, - "Y": -1.46957176991855 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5702388549087454, - "Y": -1.5132941547331178 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5512844667875567, - "Y": -1.5584004891630057 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5334743436923337, - "Y": -1.6036135721078946 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5328405138876607, - "Y": -1.2170888865514935 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5198886561941619, - "Y": -1.2381537589456366 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.501922441422216, - "Y": -1.2601303972626638 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48704524652442505, - "Y": -1.2818270274577963 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4650553532385493, - "Y": -1.30771099017066 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4400651428991295, - "Y": -1.3319390250246306 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378773047044604, - "Y": -1.6125020360935138 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6200597536685194, - "Y": -1.6597934002078978 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981664195551092, - "Y": -1.7054446922759112 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5758872744766712, - "Y": -1.7546749921111264 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451890301158388, - "Y": -1.8260672014429193 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6148726178943531, - "Y": -1.8803398814089036 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5327264939962161, - "Y": -1.2175939661313264 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5214303500473285, - "Y": -1.2429968453329694 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.506576014170629, - "Y": -1.2691307176910942 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48351817564604427, - "Y": -1.2985904003616398 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46279119634282645, - "Y": -1.3359226195217073 + "Outlier": 3.310931265211918e+134, + "X": -0.6438003190939373, + "Y": -1.8264029215377595 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4413859134400221, - "Y": -1.3744836945144459 + "Outlier": 3.310931265211918e+134, + "X": -0.6126789661516433, + "Y": -1.8514221260878536 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254946351917047, - "Y": -1.2770025385164119 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8223158310573102, - "Y": -1.3187478618037907 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8155806620352098, - "Y": -1.3611095527048793 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8062579126752499, - "Y": -1.3991949952163594 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7970239664164028, - "Y": -1.4400413354716366 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7842127843292943, - "Y": -1.4828729679995565 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7676283743058031, - "Y": -1.5218002791251932 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7506196250993826, - "Y": -1.5574287747802928 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738641871253896, - "Y": -1.595736718972052 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7205862074693468, - "Y": -1.633151959672312 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6990364810928991, - "Y": -1.6698770176125377 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778487935569641, - "Y": -1.7056662040051915 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6515656784783352, - "Y": -1.7362759053604815 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.625837743944191, - "Y": -1.7751427544029914 + "Outlier": 3.310931265211918e+134, + "X": -0.6386338275321719, + "Y": -1.8200831061021285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5963259221264505, - "Y": -1.8170157110590046 + "Outlier": 3.310931265211918e+134, + "X": -0.6011285284560067, + "Y": -1.8405010219482045 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6840663766490442, - "Y": -1.2917973570451116 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6713278303732357, - "Y": -1.3280580084581506 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6552569597316661, - "Y": -1.3625058068156275 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378756038690591, - "Y": -1.3944914001782909 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6194707769126496, - "Y": -1.4258524391417713 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6049908961981421, - "Y": -1.4562643417683534 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5871948217055922, - "Y": -1.4833837764857303 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.565558374673487, - "Y": -1.514346130906581 + "Outlier": 3.310931265211918e+134, + "X": -0.6770593363236617, + "Y": -1.8017646648153343 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.543207500323981, - "Y": -1.5451402447214264 + "Outlier": 3.310931265211918e+134, + "X": -0.6386338275321719, + "Y": -1.8200831061021285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5212501353468523, - "Y": -1.5720461763131817 + "Outlier": 3.310931265211918e+134, + "X": -0.6011285284560067, + "Y": -1.8405010219482045 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6115144187712835, - "Y": -0.83173625014433 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5909379629890532, - "Y": -0.8452486009092256 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5692501949399438, - "Y": -0.8545657519210414 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5555353071687408, - "Y": -0.8612605084555769 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5385745693291746, - "Y": -0.8706468527162624 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5223135852843356, - "Y": -0.8801938357913963 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5066074049377263, - "Y": -0.8890037325025589 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4931935145137204, - "Y": -0.8975716788208341 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47678276836098754, - "Y": -0.904673047427233 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46060780265254153, - "Y": -0.9185065543404721 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44534027542584703, - "Y": -0.9331229594444653 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4321598724282788, - "Y": -0.9472905896389966 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41957182509053575, - "Y": -0.9629800214976427 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41101364679435076, - "Y": -0.9789717377930616 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39906523434073216, - "Y": -0.9974328180015931 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38507534097675705, - "Y": -1.0197031995152952 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3663377971892869, - "Y": -1.0457910364575607 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.34776179729606027, - "Y": -1.0694937425708582 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451890301158388, - "Y": -1.8260672014429193 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6148726178943531, - "Y": -1.8803398814089036 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6890948662848861, - "Y": -0.7690344606303223 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680228387900135, - "Y": -0.7840143127240136 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6483144407420225, - "Y": -0.7994207794202345 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6202569452926735, - "Y": -0.8097863557148194 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981080690539112, - "Y": -0.8190458624437463 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5769931761245053, - "Y": -0.8310133975371021 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5577567456341409, - "Y": -0.8330217814724004 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5407392025639494, - "Y": -0.8313035005396514 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5236910068217367, - "Y": -0.8303836540782961 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5033823839291884, - "Y": -0.8315069079520488 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4815063351053078, - "Y": -0.8333444557921679 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4604865356002257, - "Y": -0.8326791700053053 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44024496835541166, - "Y": -0.8344210597658894 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.42435017868106073, - "Y": -0.8370844730475991 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40764589712231714, - "Y": -0.8415761758857532 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38921221657723765, - "Y": -0.8462561375857544 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3734808672944792, - "Y": -0.851175097815837 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35801954223113713, - "Y": -0.8569045979049056 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.34262827782096195, - "Y": -0.8656203024751584 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3309530170082897, - "Y": -0.8740745342922055 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3177045654550565, - "Y": -0.8900193847179774 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30355922162012094, - "Y": -0.9045574069510479 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7442899449430925, - "Y": -1.6921294666390623 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7373059247232494, - "Y": -1.7462791109293905 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7244819122657068, - "Y": -1.8017397657991534 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7025555975579927, - "Y": -1.8582285407740957 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680238178242613, - "Y": -1.918381720201675 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6565892544968175, - "Y": -1.976452879555925 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8139020464339072, - "Y": -0.7379286121097756 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8002789970472558, - "Y": -0.7700844503721016 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7918132943762441, - "Y": -0.7991849656813957 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7832585860348069, - "Y": -0.8302472914729455 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7726072010985893, - "Y": -0.8636064722391045 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7609740021193026, - "Y": -0.891536721930434 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7480869438791236, - "Y": -0.9226405779172159 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7349745430052218, - "Y": -0.9551889495011815 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7172129739188915, - "Y": -0.9811905713995723 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7050397197852879, - "Y": -1.0099973786839238 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6916079497542795, - "Y": -1.0355369989069472 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6831162707077661, - "Y": -1.0580029186230664 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6773036916363053, - "Y": -1.0869274740571544 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6657944669592377, - "Y": -1.1136325440376749 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6582715003147905, - "Y": -1.1364615059462957 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.646196792579402, - "Y": -1.156759624378416 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6311766526471646, - "Y": -1.1769672737476895 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.613425708652229, - "Y": -1.1958399207657768 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5895961199352986, - "Y": -1.2122766347405245 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5676741271725989, - "Y": -1.2367519793209525 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5512388328693101, - "Y": -1.26462305838802 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5390937402449978, - "Y": -1.2938592722025892 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5283629588051094, - "Y": -1.3263716247862594 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5176935933608107, - "Y": -1.3589671977762292 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.502114490105811, - "Y": -1.3974122619858413 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4866178983180378, - "Y": -1.4401711657167198 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5038081084975562, - "Y": -1.2773869628898609 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4907083764861374, - "Y": -1.317333724489749 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47636942411622274, - "Y": -1.3597051393685524 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4601636390829201, - "Y": -1.399386563994124 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8199862642811531, - "Y": -1.2723625769279692 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8163072720714699, - "Y": -1.3129188625695913 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8130543216172497, - "Y": -1.3543009929498064 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8069172223454272, - "Y": -1.39739537260071 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7985887230627667, - "Y": -1.4459954948998275 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7909468926062487, - "Y": -1.4963495680903338 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838420200917917, - "Y": -1.551826079982753 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7766644818169667, - "Y": -1.6107865254144083 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.766714239098566, - "Y": -1.6751752781318316 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7605992903777168, - "Y": -1.734652966468442 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7494030405022529, - "Y": -1.7922368203627776 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7328273713532346, - "Y": -1.8525259845955322 + "Outlier": 3.310931265211918e+134, + "X": -0.7087205796807752, + "Y": -1.7783225079944993 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7184014128113995, - "Y": -1.913859037988205 + "Outlier": 3.310931265211918e+134, + "X": -0.6772886716785954, + "Y": -1.8040579076879995 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.703425959883267, - "Y": -1.9754601595101855 + "Outlier": 3.310931265211918e+134, + "X": -0.6475674670090538, + "Y": -1.8381981678236263 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6821534737370651, - "Y": -2.0420339945863275 + "Outlier": 3.310931265211918e+134, + "X": -0.6218345023351592, + "Y": -1.8727969157611097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5285496886623152, - "Y": -1.2142565142059794 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5115192813560184, - "Y": -1.233419150253068 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49402762461201033, - "Y": -1.2512194635373275 + "Outlier": 3.310931265211918e+134, + "X": -0.7147831990217068, + "Y": -1.7780179127355866 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4746704620898463, - "Y": -1.2686557487001289 + "Outlier": 3.310931265211918e+134, + "X": -0.6860243855748571, + "Y": -1.8067643524202086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.454034172130202, - "Y": -1.2913894975935394 + "Outlier": 3.310931265211918e+134, + "X": -0.6581079610892434, + "Y": -1.8368598026946237 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4302276255268846, - "Y": -1.3172850747059632 + "Outlier": 3.310931265211918e+134, + "X": -0.6261283098839397, + "Y": -1.86470831732642 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6424499956808789, - "Y": -1.608631678970589 + "Outlier": 3.310931265211918e+134, + "X": -0.7147831990217068, + "Y": -1.7780179127355866 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6253204182319821, - "Y": -1.6558851711111173 + "Outlier": 3.310931265211918e+134, + "X": -0.6860243855748571, + "Y": -1.8067643524202086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.603919053266993, - "Y": -1.7025349311011468 + "Outlier": 3.310931265211918e+134, + "X": -0.6581079610892434, + "Y": -1.8368598026946237 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5857571700234651, - "Y": -1.7517584846432723 + "Outlier": 3.310931265211918e+134, + "X": -0.6261283098839397, + "Y": -1.86470831732642 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9964631206193516, + "Y": -1.4183818030591784 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9846025907213631, + "Y": -1.456057443794005 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254946351917047, - "Y": -1.2770025385164119 + "Outlier": 3.310931265211918e+134, + "X": -0.9692379096721648, + "Y": -1.485054871137674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8233791585988798, - "Y": -1.3180665014502884 + "Outlier": 3.310931265211918e+134, + "X": -0.9532271631594459, + "Y": -1.5159639171307044 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8187122067718816, - "Y": -1.3597365228544245 + "Outlier": 3.310931265211918e+134, + "X": -0.935984669828553, + "Y": -1.5449240756472729 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8143885732762208, - "Y": -1.4038316237171284 + "Outlier": 3.310931265211918e+134, + "X": -0.9114656845601798, + "Y": -1.5736401774055766 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071587007796427, - "Y": -1.4493949691098433 + "Outlier": 3.310931265211918e+134, + "X": -0.8894787396674456, + "Y": -1.6055558072915532 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7986229695184017, - "Y": -1.4972712050517194 + "Outlier": 3.310931265211918e+134, + "X": -0.8661223729327425, + "Y": -1.6350653202864 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7835423713079078, - "Y": -1.5449502157150694 + "Outlier": 3.310931265211918e+134, + "X": -0.839525693310061, + "Y": -1.661197415188615 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.770182760775552, - "Y": -1.5961212015703485 + "Outlier": 3.310931265211918e+134, + "X": -0.8160243445607361, + "Y": -1.682549167191202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7556992957728472, - "Y": -1.64596701851431 + "Outlier": 3.310931265211918e+134, + "X": -0.7914166464502657, + "Y": -1.7050450812180555 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7440129510975285, - "Y": -1.6976196575957068 + "Outlier": 3.310931265211918e+134, + "X": -0.7655050315211788, + "Y": -1.7276979451369137 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7334872883439625, - "Y": -1.7524329938747891 + "Outlier": 3.310931265211918e+134, + "X": -0.7383560648494862, + "Y": -1.752924284880435 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7211588378494651, - "Y": -1.8078241206740548 + "Outlier": 3.310931265211918e+134, + "X": -0.7147831990217068, + "Y": -1.7780179127355866 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7031752576810683, - "Y": -1.8599568835735463 + "Outlier": 3.310931265211918e+134, + "X": -0.6860243855748571, + "Y": -1.8067643524202086 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6821670694726493, - "Y": -1.9117485875610678 + "Outlier": 3.310931265211918e+134, + "X": -0.6581079610892434, + "Y": -1.8368598026946237 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6583302145190206, - "Y": -1.9648796208449613 + "Outlier": 3.310931265211918e+134, + "X": -0.6261283098839397, + "Y": -1.86470831732642 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5295254431892381, - "Y": -1.2129775627206372 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5193076629468929, - "Y": -1.2334886735559247 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.504116847350317, - "Y": -1.2551057235275542 + "Outlier": 3.310931265211918e+134, + "X": -0.7481722767595652, + "Y": -1.8909257257739414 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48570338570971133, - "Y": -1.2797463751123137 + "Outlier": 3.310931265211918e+134, + "X": -0.7199546962431835, + "Y": -1.9254674897912576 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4629923734723042, - "Y": -1.3117239552720863 + "Outlier": 3.310931265211918e+134, + "X": -0.6904374494083406, + "Y": -1.963624050984857 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.43916758201576067, - "Y": -1.3386948541703085 + "Outlier": 3.310931265211918e+134, + "X": -0.6547516329405997, + "Y": -2.002340310223419 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6115144187712835, - "Y": -0.83173625014433 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5909379629890532, - "Y": -0.8452486009092256 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5692501949399438, - "Y": -0.8545657519210414 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5555353071687408, - "Y": -0.8612605084555769 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5385745693291746, - "Y": -0.8706468527162624 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5223135852843356, - "Y": -0.8801938357913963 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5066074049377263, - "Y": -0.8890037325025589 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4931935145137204, - "Y": -0.8975716788208341 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47678276836098754, - "Y": -0.904673047427233 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46060780265254153, - "Y": -0.9185065543404721 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44534027542584703, - "Y": -0.9331229594444653 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4321598724282788, - "Y": -0.9472905896389966 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41957182509053575, - "Y": -0.9629800214976427 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41101364679435076, - "Y": -0.9789717377930616 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39906523434073216, - "Y": -0.9974328180015931 + "Outlier": 3.310931265211918e+134, + "X": -0.7481722767595652, + "Y": -1.8909257257739414 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38507534097675705, - "Y": -1.0197031995152952 + "Outlier": 3.310931265211918e+134, + "X": -0.7199546962431835, + "Y": -1.9254674897912576 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3663377971892869, - "Y": -1.0457910364575607 + "Outlier": 3.310931265211918e+134, + "X": -0.6904374494083406, + "Y": -1.963624050984857 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3498705373864771, - "Y": -1.0734006152802824 + "Outlier": 3.310931265211918e+134, + "X": -0.6547516329405997, + "Y": -2.002340310223419 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9695597069546454, - "Y": -0.5694463295437904 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9689220639763736, - "Y": -0.592135184511014 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9637856732480267, - "Y": -0.6144715107194924 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9579348725799107, - "Y": -0.6401289424354226 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.948813002737059, - "Y": -0.6675158355612989 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9335928413279233, - "Y": -0.6899377050726886 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9171573274371319, - "Y": -0.7084615953587028 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.902779929646631, - "Y": -0.7310419218383136 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8859366989988168, - "Y": -0.7536900667901807 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8686773090453636, - "Y": -0.7793138674524506 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8508413958402611, - "Y": -0.8044151657535046 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8354924661771829, - "Y": -0.8287996342534663 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8181285080830283, - "Y": -0.8586060989667236 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8003109230621229, - "Y": -0.8859444193553438 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7775751547129618, - "Y": -0.9090684846761113 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7520798020110597, - "Y": -0.9307479525224225 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7309333261300934, - "Y": -0.9552936989109927 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7086663932056629, - "Y": -0.9760991759316512 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6882322908221644, - "Y": -0.9890606491674303 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680278806016761, - "Y": -1.0005691099583032 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6482995673917962, - "Y": -1.0133484307252614 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6326266217730893, - "Y": -1.0227493931131133 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6131192820447529, - "Y": -1.0303288230015268 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5949593102166805, - "Y": -1.0363993200889634 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5747179285252374, - "Y": -1.0450970319408157 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5537873331792027, - "Y": -1.0543331655840584 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5348444992472703, - "Y": -1.0635941512319376 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5139047256263872, - "Y": -1.0731540096439542 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49791685504361705, - "Y": -1.081587828967727 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48181563707153313, - "Y": -1.0941667119736695 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4645686788480184, - "Y": -1.1052993677446155 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44753175977628856, - "Y": -1.1160522940453612 + "Outlier": 3.310931265211918e+134, + "X": -0.7481722767595652, + "Y": -1.8909257257739414 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4286773064547955, - "Y": -1.1310468550543842 + "Outlier": 3.310931265211918e+134, + "X": -0.7230535979591425, + "Y": -1.9252975875225928 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40441703561294384, - "Y": -1.148652319312888 + "Outlier": 3.310931265211918e+134, + "X": -0.6918919860748233, + "Y": -1.960350203528956 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3847471119097817, - "Y": -1.1664512569290766 + "Outlier": 3.310931265211918e+134, + "X": -0.6560908572641603, + "Y": -2.0016432708129877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6115144187712835, - "Y": -0.83173625014433 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5909379629890532, - "Y": -0.8452486009092256 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5692501949399438, - "Y": -0.8545657519210414 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5555353071687408, - "Y": -0.8612605084555769 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5385745693291746, - "Y": -0.8706468527162624 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5223135852843356, - "Y": -0.8801938357913963 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5066074049377263, - "Y": -0.8890037325025589 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4931935145137204, - "Y": -0.8975716788208341 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47678276836098754, - "Y": -0.904673047427233 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46060780265254153, - "Y": -0.9185065543404721 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44534027542584703, - "Y": -0.9331229594444653 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4321598724282788, - "Y": -0.9472905896389966 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41957182509053575, - "Y": -0.9629800214976427 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41101364679435076, - "Y": -0.9789717377930616 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39906523434073216, - "Y": -0.9974328180015931 + "Outlier": 3.310931265211918e+134, + "X": -0.7481722767595652, + "Y": -1.8909257257739414 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.38507534097675705, - "Y": -1.0197031995152952 + "Outlier": 3.310931265211918e+134, + "X": -0.7230535979591425, + "Y": -1.9252975875225928 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3663377971892869, - "Y": -1.0457910364575607 + "Outlier": 3.310931265211918e+134, + "X": -0.6918919860748233, + "Y": -1.960350203528956 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.34776179729606027, - "Y": -1.0694937425708582 + "Outlier": 3.310931265211918e+134, + "X": -0.6560908572641603, + "Y": -2.0016432708129877 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7077991016869857, - "Y": -1.2216277087382377 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6974358060221197, - "Y": -1.2547606340362738 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6840663766490442, - "Y": -1.2917973570451116 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6713278303732357, - "Y": -1.3280580084581506 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6552569597316661, - "Y": -1.3625058068156275 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378756038690591, - "Y": -1.3944914001782909 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6194707769126496, - "Y": -1.4258524391417713 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6049908961981421, - "Y": -1.4562643417683534 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5871948217055922, - "Y": -1.4833837764857303 + "Outlier": 3.310931265211918e+134, + "X": -0.7505286326210954, + "Y": -1.8887356393998622 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.565558374673487, - "Y": -1.514346130906581 + "Outlier": 3.310931265211918e+134, + "X": -0.727011046311594, + "Y": -1.9255264052824892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.543207500323981, - "Y": -1.5451402447214264 + "Outlier": 3.310931265211918e+134, + "X": -0.7063900005358202, + "Y": -1.9571442038814688 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5212501353468523, - "Y": -1.5720461763131817 + "Outlier": 3.310931265211918e+134, + "X": -0.680790209328302, + "Y": -1.9919961608461991 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.7505286326210954, + "Y": -1.8887356393998622 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.727011046311594, + "Y": -1.9255264052824892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.7063900005358202, + "Y": -1.9571442038814688 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.680790209328302, + "Y": -1.9919961608461991 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6378773047044604, - "Y": -1.6125020360935138 + "Outlier": 3.310931265211918e+134, + "X": -0.7505286326210954, + "Y": -1.8887356393998622 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6200597536685194, - "Y": -1.6597934002078978 + "Outlier": 3.310931265211918e+134, + "X": -0.727011046311594, + "Y": -1.9255264052824892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981664195551092, - "Y": -1.7054446922759112 + "Outlier": 3.310931265211918e+134, + "X": -0.7034282773704247, + "Y": -1.966527968933947 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5804743789061504, - "Y": -1.7535125685649384 + "Outlier": 3.310931265211918e+134, + "X": -0.6831837182071397, + "Y": -2.0125920838307296 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5328405138876607, - "Y": -1.2170888865514935 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5198886561941619, - "Y": -1.2381537589456366 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.501922441422216, - "Y": -1.2601303972626638 + "Outlier": 3.310931265211918e+134, + "X": -0.7505286326210954, + "Y": -1.8887356393998622 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48704524652442505, - "Y": -1.2818270274577963 + "Outlier": 3.310931265211918e+134, + "X": -0.727011046311594, + "Y": -1.9255264052824892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4650553532385493, - "Y": -1.30771099017066 + "Outlier": 3.310931265211918e+134, + "X": -0.7034282773704247, + "Y": -1.966527968933947 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4464106291373993, - "Y": -1.3346510419074673 + "Outlier": 3.310931265211918e+134, + "X": -0.6831837182071397, + "Y": -2.0125920838307296 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5310975731012367, - "Y": -1.2159172893592913 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5191296401741385, - "Y": -1.2394159299589376 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5028093682814744, - "Y": -1.260730762729842 + "Outlier": 3.310931265211918e+134, + "X": -0.7515716460443804, + "Y": -1.8837039586021593 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4813356141290881, - "Y": -1.2775740556762396 + "Outlier": 3.310931265211918e+134, + "X": -0.7271335933581056, + "Y": -1.909622620220755 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.45993335045969586, - "Y": -1.2965145470820914 + "Outlier": 3.310931265211918e+134, + "X": -0.6955222985514257, + "Y": -1.9404331286073875 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.436417059538584, - "Y": -1.3155150745544786 + "Outlier": 3.310931265211918e+134, + "X": -0.6636491705359132, + "Y": -1.9750856039621245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6890948662848861, - "Y": -0.7690344606303223 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680228387900135, - "Y": -0.7840143127240136 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6483144407420225, - "Y": -0.7994207794202345 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6202569452926735, - "Y": -0.8097863557148194 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981080690539112, - "Y": -0.8190458624437463 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5769931761245053, - "Y": -0.8310133975371021 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5577567456341409, - "Y": -0.8330217814724004 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5407392025639494, - "Y": -0.8313035005396514 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5236910068217367, - "Y": -0.8303836540782961 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5033823839291884, - "Y": -0.8315069079520488 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4815063351053078, - "Y": -0.8333444557921679 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46083992977938715, - "Y": -0.8368759630673701 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44053519834154625, - "Y": -0.8391590838425995 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.42212511111454576, - "Y": -0.8412405308543137 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40592560366675107, - "Y": -0.8428603215749394 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3858759591339308, - "Y": -0.8455458662344706 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3675187079507307, - "Y": -0.8447260808097985 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3527521903827471, - "Y": -0.8487761286704276 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3400358762908092, - "Y": -0.8535866464122223 + "Outlier": 3.310931265211918e+134, + "X": -0.7515716460443804, + "Y": -1.8837039586021593 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3237411108911265, - "Y": -0.8623039372633551 + "Outlier": 3.310931265211918e+134, + "X": -0.7271335933581056, + "Y": -1.909622620220755 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3080059841197802, - "Y": -0.8702468793666377 + "Outlier": 3.310931265211918e+134, + "X": -0.6955222985514257, + "Y": -1.9404331286073875 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.29309914373088014, - "Y": -0.8827368565691347 + "Outlier": 3.310931265211918e+134, + "X": -0.6636491705359132, + "Y": -1.9750856039621245 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9695597069546454, - "Y": -0.5694463295437904 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9689220639763736, - "Y": -0.592135184511014 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9637856732480267, - "Y": -0.6144715107194924 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9579348725799107, - "Y": -0.6401289424354226 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.948813002737059, - "Y": -0.6675158355612989 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9335928413279233, - "Y": -0.6899377050726886 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9171573274371319, - "Y": -0.7084615953587028 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.902779929646631, - "Y": -0.7310419218383136 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8859366989988168, - "Y": -0.7536900667901807 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8686773090453636, - "Y": -0.7793138674524506 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8508413958402611, - "Y": -0.8044151657535046 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8354924661771829, - "Y": -0.8287996342534663 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8181285080830283, - "Y": -0.8586060989667236 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8003109230621229, - "Y": -0.8859444193553438 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7775751547129618, - "Y": -0.9090684846761113 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7520798020110597, - "Y": -0.9307479525224225 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7309333261300934, - "Y": -0.9552936989109927 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7086663932056629, - "Y": -0.9760991759316512 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6882322908221644, - "Y": -0.9890606491674303 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680278806016761, - "Y": -1.0005691099583032 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6482995673917962, - "Y": -1.0133484307252614 + "Outlier": 3.310931265211918e+134, + "X": -0.961206878407933, + "Y": -1.4850088632627485 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6326266217730893, - "Y": -1.0227493931131133 + "Outlier": 3.310931265211918e+134, + "X": -0.9472174350120717, + "Y": -1.5206945140823107 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6131192820447529, - "Y": -1.0303288230015268 + "Outlier": 3.310931265211918e+134, + "X": -0.9348591489202581, + "Y": -1.5602777236651981 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5949593102166805, - "Y": -1.0363993200889634 + "Outlier": 3.310931265211918e+134, + "X": -0.92087264317974, + "Y": -1.599655796184596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5747179285252374, - "Y": -1.0450970319408157 + "Outlier": 3.310931265211918e+134, + "X": -0.9014473170661206, + "Y": -1.64074334118577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5537873331792027, - "Y": -1.0543331655840584 + "Outlier": 3.310931265211918e+134, + "X": -0.8863430742840266, + "Y": -1.6794034694811248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5348444992472703, - "Y": -1.0635941512319376 + "Outlier": 3.310931265211918e+134, + "X": -0.8649630955530945, + "Y": -1.7159519556070904 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5139047256263872, - "Y": -1.0731540096439542 + "Outlier": 3.310931265211918e+134, + "X": -0.8433195032435825, + "Y": -1.7506049045340712 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49791685504361705, - "Y": -1.081587828967727 + "Outlier": 3.310931265211918e+134, + "X": -0.820709244337606, + "Y": -1.785675647757716 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48181563707153313, - "Y": -1.0941667119736695 + "Outlier": 3.310931265211918e+134, + "X": -0.7984863432829731, + "Y": -1.8196507009634817 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4645686788480184, - "Y": -1.1052993677446155 + "Outlier": 3.310931265211918e+134, + "X": -0.7740558420816797, + "Y": -1.8538341104187925 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44753175977628856, - "Y": -1.1160522940453612 + "Outlier": 3.310931265211918e+134, + "X": -0.7515716460443804, + "Y": -1.8837039586021593 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4286773064547955, - "Y": -1.1310468550543842 + "Outlier": 3.310931265211918e+134, + "X": -0.7271335933581056, + "Y": -1.909622620220755 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40441703561294384, - "Y": -1.148652319312888 + "Outlier": 3.310931265211918e+134, + "X": -0.6955222985514257, + "Y": -1.9404331286073875 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3847471119097817, - "Y": -1.1664512569290766 + "Outlier": 3.310931265211918e+134, + "X": -0.6636491705359132, + "Y": -1.9750856039621245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5285496886623152, - "Y": -1.2142565142059794 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5115192813560184, - "Y": -1.233419150253068 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49402762461201033, - "Y": -1.2512194635373275 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4746704620898463, - "Y": -1.2686557487001289 + "Outlier": 3.310931265211918e+134, + "X": -0.6680639897747034, + "Y": -1.7834074500440136 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.454034172130202, - "Y": -1.2913894975935394 + "Outlier": 3.310931265211918e+134, + "X": -0.6351957216320043, + "Y": -1.8050494344052543 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4302276255268846, - "Y": -1.3172850747059632 + "Outlier": 3.310931265211918e+134, + "X": -0.6022694996702077, + "Y": -1.825652430518535 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7257491474504757, - "Y": -1.1534970132983 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7185075079783113, - "Y": -1.1895555302682426 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7066364971987676, - "Y": -1.2315747621960735 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7017851445928797, - "Y": -1.2772002811449896 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.695271183280459, - "Y": -1.3258026459632641 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909255844711614, - "Y": -1.3740683534449636 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6806058566966053, - "Y": -1.420150074711502 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6743939159535979, - "Y": -1.4665193598120447 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6672377231939278, - "Y": -1.5171423440497926 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.654058454600043, - "Y": -1.564287535653075 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6424499956808789, - "Y": -1.608631678970589 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6253204182319821, - "Y": -1.6558851711111173 + "Outlier": 3.310931265211918e+134, + "X": -0.6680639897747034, + "Y": -1.7834074500440136 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.603919053266993, - "Y": -1.7025349311011468 + "Outlier": 3.310931265211918e+134, + "X": -0.6351957216320043, + "Y": -1.8050494344052543 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5857571700234651, - "Y": -1.7517584846432723 + "Outlier": 3.310931265211918e+134, + "X": -0.6022694996702077, + "Y": -1.825652430518535 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6890948662848861, - "Y": -0.7690344606303223 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680228387900135, - "Y": -0.7840143127240136 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6483144407420225, - "Y": -0.7994207794202345 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6202569452926735, - "Y": -0.8097863557148194 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981080690539112, - "Y": -0.8190458624437463 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5769931761245053, - "Y": -0.8310133975371021 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5577567456341409, - "Y": -0.8330217814724004 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5407392025639494, - "Y": -0.8313035005396514 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5236910068217367, - "Y": -0.8303836540782961 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5033823839291884, - "Y": -0.8315069079520488 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4815063351053078, - "Y": -0.8333444557921679 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46083992977938715, - "Y": -0.8368759630673701 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44053519834154625, - "Y": -0.8391590838425995 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.42212511111454576, - "Y": -0.8412405308543137 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40592560366675107, - "Y": -0.8428603215749394 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3858759591339308, - "Y": -0.8455458662344706 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3675187079507307, - "Y": -0.8447260808097985 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3527521903827471, - "Y": -0.8487761286704276 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3400358762908092, - "Y": -0.8535866464122223 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.32584890230612223, - "Y": -0.8578616024765127 + "Outlier": 3.310931265211918e+134, + "X": -0.6680639897747034, + "Y": -1.7834074500440136 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.31001735845082456, - "Y": -0.8671500844546524 + "Outlier": 3.310931265211918e+134, + "X": -0.6351957216320043, + "Y": -1.8050494344052543 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2928389615737038, - "Y": -0.8843000123958406 + "Outlier": 3.310931265211918e+134, + "X": -0.6022694996702077, + "Y": -1.825652430518535 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611530236306721, - "Y": -0.9437121417770415 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6603214324642565, - "Y": -0.9758413879195603 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6579164462596482, - "Y": -1.006420981876867 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6563683265529193, - "Y": -1.0386277170356428 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6501809988548564, - "Y": -1.0732327646267468 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6415662410967956, - "Y": -1.108775086667985 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6323225331254987, - "Y": -1.1420524441414777 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6203099493773826, - "Y": -1.170406775393636 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6084517672147592, - "Y": -1.1988631871986792 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.592828018138667, - "Y": -1.2258416709906848 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5782365637818238, - "Y": -1.2551209088969308 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5632535330446528, - "Y": -1.2822769248958572 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.544369148633063, - "Y": -1.3055930833983778 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5249845641542944, - "Y": -1.3287142084026966 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.502983265248958, - "Y": -1.3507721074663503 + "Outlier": 3.310931265211918e+134, + "X": -0.6680639897747034, + "Y": -1.7834074500440136 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47336211569697223, - "Y": -1.3698709265557214 + "Outlier": 3.310931265211918e+134, + "X": -0.6351957216320043, + "Y": -1.8050494344052543 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4423464187313842, - "Y": -1.3901424898095676 + "Outlier": 3.310931265211918e+134, + "X": -0.6022694996702077, + "Y": -1.825652430518535 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5038081084975562, - "Y": -1.2773869628898609 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4907083764861374, - "Y": -1.317333724489749 + "Outlier": 3.310931265211918e+134, + "X": -0.6680639897747034, + "Y": -1.7834074500440136 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47636942411622274, - "Y": -1.3597051393685524 + "Outlier": 3.310931265211918e+134, + "X": -0.6351957216320043, + "Y": -1.8050494344052543 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4601636390829201, - "Y": -1.399386563994124 + "Outlier": 3.310931265211918e+134, + "X": -0.6022694996702077, + "Y": -1.825652430518535 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.889033922768742, - "Y": -0.883026214947815 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8869584680088286, - "Y": -0.9250909324338992 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8803717111439656, - "Y": -0.968726973132333 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8680548944922908, - "Y": -1.0115426716627276 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8568577360643126, - "Y": -1.0551703237334682 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8472464463961953, - "Y": -1.0959139402951765 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8393781678484388, - "Y": -1.1334125677063456 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8318860742784042, - "Y": -1.175703405557567 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8267602101645808, - "Y": -1.2151895941207473 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8210586461590568, - "Y": -1.2529784885515305 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8170090542386022, - "Y": -1.293010780923441 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8113984224958438, - "Y": -1.334644909728602 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.800383851652705, - "Y": -1.377944747339896 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.792779351947159, - "Y": -1.4291656700853794 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7830757434858606, - "Y": -1.475938827968789 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7773011994492293, - "Y": -1.5213045203187852 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7662015452040737, - "Y": -1.5718333147791879 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7519332868520694, - "Y": -1.6240357871547295 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7391264514227415, - "Y": -1.6798016111274647 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7219230702647536, - "Y": -1.7390299659914725 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7076531024494772, - "Y": -1.798195041677182 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909523544337893, - "Y": -1.8570674406893788 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6755165904626429, - "Y": -1.9185143551504056 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6567492578728553, - "Y": -1.9757511305674211 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8247742297298709, - "Y": -0.5019361783419728 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8234104170730293, - "Y": -0.5212923740987291 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8235090167739562, - "Y": -0.545852736164539 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8250442887351989, - "Y": -0.5715586827033811 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8254533280213724, - "Y": -0.6046913782413266 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8275164438106075, - "Y": -0.6345242420821631 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.826484558381498, - "Y": -0.6705940116823087 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.824283991585162, - "Y": -0.7032680283780828 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8208657191856755, - "Y": -0.7359647721254947 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186525439310657, - "Y": -0.7676128704494465 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8100310684049494, - "Y": -0.8031248472570797 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8040219264055235, - "Y": -0.8415116711263666 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7975455088038601, - "Y": -0.8810866302745063 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7903476927094512, - "Y": -0.9233628387408566 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7798473433021443, - "Y": -0.9630381858363615 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7675145628028088, - "Y": -1.0003354306111922 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7554901704871254, - "Y": -1.034493552611157 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7462498712582023, - "Y": -1.0651445866850557 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7404507021826806, - "Y": -1.0945446837416086 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.73362747762603, - "Y": -1.1222891522581708 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7199889009353266, - "Y": -1.1504550450578237 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055927029908373, - "Y": -1.1774707042133825 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6915104864916843, - "Y": -1.205204316415549 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6774876269558987, - "Y": -1.2302347103201736 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6691173511728351, - "Y": -1.2582374401411545 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532446009801343, - "Y": -1.2919675113143956 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403223075954303, - "Y": -1.3263638596130127 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6283550326009306, - "Y": -1.3591641945857083 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.614549109405236, - "Y": -1.3922257204832686 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5995860453016264, - "Y": -1.4278039118664643 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5840054214422308, - "Y": -1.4637424699863124 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564179239849919, - "Y": -1.499436753174474 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5431871939495507, - "Y": -1.5320462930002847 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5228803534033722, - "Y": -1.566099760852916 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6900103077771272, - "Y": -0.7689892387364828 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6736490382573546, - "Y": -0.7877704988571484 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6562468308644318, - "Y": -0.8070472467697287 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.633047272597683, - "Y": -0.8219565117841735 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6160813970799878, - "Y": -0.8365343060395858 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5988485459226374, - "Y": -0.8509493438010982 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.58428905406787, - "Y": -0.8694977340175684 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5781755428622439, - "Y": -0.8916302553918738 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5766571757349701, - "Y": -0.9168970524063305 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5704988378783321, - "Y": -0.9425296317485177 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5639244544341381, - "Y": -0.969150601529898 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5560673828506176, - "Y": -0.9953952523242211 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5471199110599198, - "Y": -1.0260071053224118 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5403895632167488, - "Y": -1.0589511732543357 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5283175036864338, - "Y": -1.0958345781953653 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5159691600623049, - "Y": -1.1314873580252778 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5062427758428801, - "Y": -1.165391854903707 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4974117776562733, - "Y": -1.1979487053329243 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4846553338488632, - "Y": -1.2212113413971786 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47150412788877616, - "Y": -1.2424319507953103 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.45590011147180604, - "Y": -1.2624909514328615 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4381747395766915, - "Y": -1.2861484361419937 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6419761063817202, - "Y": -1.8270327597223952 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6171089244699391, - "Y": -1.8799830868171132 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6419761063817202, - "Y": -1.8270327597223952 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6171089244699391, - "Y": -1.8799830868171132 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7364974404763965, - "Y": -0.7390006712188479 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7206864955697776, - "Y": -0.7629736465456807 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7063916553382541, - "Y": -0.7856835654141663 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6923134365015217, - "Y": -0.8144454882367377 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6810114683219969, - "Y": -0.8461379938540962 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6739105162394557, - "Y": -0.8771871525412642 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6635424737953107, - "Y": -0.9083204781947708 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6557748201592458, - "Y": -0.9374070060349179 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6530470507449502, - "Y": -0.9678817691493246 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6507887419273966, - "Y": -0.9946071050747125 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6443570313099558, - "Y": -1.0241512410728397 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6409906829652815, - "Y": -1.0550186381773459 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6373885100839146, - "Y": -1.0859482982448112 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6255671113169224, - "Y": -1.1237092944587332 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6150875899593857, - "Y": -1.160568678847726 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.606726341988084, - "Y": -1.1962978102086748 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5948629266799518, - "Y": -1.2307123908079731 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5811043030656585, - "Y": -1.2628447663895472 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5676847466330169, - "Y": -1.2938099953474995 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5484040716995632, - "Y": -1.3255233330991734 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5367806608526696, - "Y": -1.3564338302735623 + "Outlier": 3.310931265211918e+134, + "X": -0.7004784139210838, + "Y": -1.761496846269431 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5191511440311671, - "Y": -1.3901690941411453 + "Outlier": 3.310931265211918e+134, + "X": -0.6687015313932383, + "Y": -1.7806591466556116 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5013610894537333, - "Y": -1.4241176545951535 + "Outlier": 3.310931265211918e+134, + "X": -0.6344226090977797, + "Y": -1.797853502793361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48153205792535103, - "Y": -1.4575938246494915 + "Outlier": 3.310931265211918e+134, + "X": -0.6035358169383244, + "Y": -1.814462231765336 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.6994906278728656, + "Y": -1.763815456481034 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.6648915942479694, + "Y": -1.7852433501840683 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.6270583765033867, + "Y": -1.8041931282037138 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.5884178231366, + "Y": -1.823898020482835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.500186103247574, - "Y": -1.272418619100134 + "Outlier": 3.310931265211918e+134, + "X": -0.6994906278728656, + "Y": -1.763815456481034 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48309104204093445, - "Y": -1.3099454322322903 + "Outlier": 3.310931265211918e+134, + "X": -0.6666202690309521, + "Y": -1.7889770413307586 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47174504796616756, - "Y": -1.3464608770349302 + "Outlier": 3.310931265211918e+134, + "X": -0.6291611337907508, + "Y": -1.810761762685634 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4638123312227668, - "Y": -1.3876467688660974 + "Outlier": 3.310931265211918e+134, + "X": -0.5942218038414121, + "Y": -1.8308017688604024 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8232283988185777, - "Y": -1.3104427298571744 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8186150033909966, - "Y": -1.3518287754926614 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8082709543044567, - "Y": -1.3922215402036262 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7965933267026064, - "Y": -1.4322552169262721 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7846525676288219, - "Y": -1.471556940859951 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7695962512896519, - "Y": -1.512012392431201 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.753480453946737, - "Y": -1.5529657996740145 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.738950887356923, - "Y": -1.5932435022144957 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7226545513828652, - "Y": -1.6338822867807798 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.708061775752934, - "Y": -1.6784218520851437 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6886974941543476, - "Y": -1.7243099508344524 + "Outlier": 3.310931265211918e+134, + "X": -0.6994906278728656, + "Y": -1.763815456481034 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6667865478557106, - "Y": -1.7748194083003825 + "Outlier": 3.310931265211918e+134, + "X": -0.6666202690309521, + "Y": -1.7889770413307586 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6451890301158388, - "Y": -1.8260672014429193 + "Outlier": 3.310931265211918e+134, + "X": -0.6291611337907508, + "Y": -1.810761762685634 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6148726178943531, - "Y": -1.8803398814089036 + "Outlier": 3.310931265211918e+134, + "X": -0.5942218038414121, + "Y": -1.8308017688604024 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7152750647763153, - "Y": -0.7574381145454822 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7027196541472519, - "Y": -0.7829454055076374 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6931125753481386, - "Y": -0.8080726097618725 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680847205044899, - "Y": -0.8345414827533828 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6679117642638648, - "Y": -0.8642690379809506 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6532390691237036, - "Y": -0.8915153970655812 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6403001819058982, - "Y": -0.9166142907087369 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.629343866077368, - "Y": -0.9392004652605007 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6191117482503904, - "Y": -0.9545440024451204 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6064128136218604, - "Y": -0.969841478562038 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5962177271776651, - "Y": -0.990079913772561 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.585961066090217, - "Y": -1.0109043526484154 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5757927067685248, - "Y": -1.0353092697400457 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5662067728545693, - "Y": -1.0655255542360873 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5571012431499044, - "Y": -1.0965536491883208 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5479496587682983, - "Y": -1.1317715988799864 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5365588982796115, - "Y": -1.1663885074060396 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5262957144595799, - "Y": -1.2007241998733988 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5157358819269038, - "Y": -1.2373371253142347 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5038081084975562, - "Y": -1.2773869628898609 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4907083764861374, - "Y": -1.317333724489749 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47636942411622274, - "Y": -1.3597051393685524 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4601636390829201, - "Y": -1.399386563994124 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7289376382989172, - "Y": -0.7369192747625928 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7096043181246128, - "Y": -0.7542679159711444 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6890948662848861, - "Y": -0.7690344606303223 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6680228387900135, - "Y": -0.7840143127240136 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6483144407420225, - "Y": -0.7994207794202345 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6202569452926735, - "Y": -0.8097863557148194 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5981080690539112, - "Y": -0.8190458624437463 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5769931761245053, - "Y": -0.8310133975371021 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5577567456341409, - "Y": -0.8330217814724004 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5407392025639494, - "Y": -0.8313035005396514 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5236910068217367, - "Y": -0.8303836540782961 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5033823839291884, - "Y": -0.8315069079520488 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4815063351053078, - "Y": -0.8333444557921679 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46083992977938715, - "Y": -0.8368759630673701 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44053519834154625, - "Y": -0.8391590838425995 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.42212511111454576, - "Y": -0.8412405308543137 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.40592560366675107, - "Y": -0.8428603215749394 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3858759591339308, - "Y": -0.8455458662344706 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3675187079507307, - "Y": -0.8447260808097985 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3527521903827471, - "Y": -0.8487761286704276 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3400358762908092, - "Y": -0.8535866464122223 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3237411108911265, - "Y": -0.8623039372633551 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3080059841197802, - "Y": -0.8702468793666377 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.29309914373088014, - "Y": -0.8827368565691347 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.726672396979545, - "Y": -0.7298646924387063 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7080945448853657, - "Y": -0.7481898939993316 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6898956643970117, - "Y": -0.7655454549958396 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6696173681596581, - "Y": -0.7841591430587276 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6480551753183145, - "Y": -0.8034462487240479 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6311939006917122, - "Y": -0.8215886162011498 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6135353961331705, - "Y": -0.8381221851367541 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5976473270854388, - "Y": -0.8510484989204268 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5862862316506265, - "Y": -0.8630744714031304 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.571933872990462, - "Y": -0.8727702972430452 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5532333290790478, - "Y": -0.8804123240170085 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5372473347088116, - "Y": -0.8881466829297934 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5167920689056064, - "Y": -0.8914021264923058 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4952085854018384, - "Y": -0.8929984353113362 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.47233011102866684, - "Y": -0.8927509153902504 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4512534631666746, - "Y": -0.8929727642357099 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4267668646455569, - "Y": -0.8920806351927419 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4028714635371944, - "Y": -0.8900616778465813 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3850976674335139, - "Y": -0.8868487233263899 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.367912969968598, - "Y": -0.8848760361695036 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35195457082327786, - "Y": -0.8825935924729322 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3355141036538585, - "Y": -0.8854420793710626 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3192295578770515, - "Y": -0.8902302802175625 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30680189983070966, - "Y": -0.8981009077772831 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7442899449430925, - "Y": -1.6921294666390623 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7373059247232494, - "Y": -1.7462791109293905 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7244819122657068, - "Y": -1.8017397657991534 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7025555975579927, - "Y": -1.8582285407740957 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680238178242613, - "Y": -1.918381720201675 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6550484174967383, - "Y": -1.984552235168031 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5285496886623152, - "Y": -1.2142565142059794 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5115192813560184, - "Y": -1.233419150253068 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49402762461201033, - "Y": -1.2512194635373275 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4746704620898463, - "Y": -1.2686557487001289 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.454034172130202, - "Y": -1.2913894975935394 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4302276255268846, - "Y": -1.3172850747059632 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7813559239013426, - "Y": -1.0689309015057786 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7649737019915738, - "Y": -1.0982805765230266 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7514741477370513, - "Y": -1.1238978135948328 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7359416873018052, - "Y": -1.1447795561390588 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7229806302702732, - "Y": -1.1601925665821253 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7107229085021747, - "Y": -1.1811831500412342 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6952206118867552, - "Y": -1.2060139236667635 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6740411014924725, - "Y": -1.230772390066171 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6566621599285711, - "Y": -1.2544182099421812 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.645501047455073, - "Y": -1.282356250666181 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6333249510822344, - "Y": -1.3143521556063587 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6209926586003768, - "Y": -1.3500533863154347 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6095453140888272, - "Y": -1.3914137773314486 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597734068107832, - "Y": -1.4299053464396425 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5847999994775032, - "Y": -1.46957176991855 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5702388549087454, - "Y": -1.5132941547331178 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5532803999377265, - "Y": -1.5503626255851304 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.531689222717547, - "Y": -1.5927363355515376 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.546469096989175, - "Y": -1.1934638823118164 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5285496886623152, - "Y": -1.2142565142059794 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5115192813560184, - "Y": -1.233419150253068 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.49402762461201033, - "Y": -1.2512194635373275 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4746704620898463, - "Y": -1.2686557487001289 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.454034172130202, - "Y": -1.2913894975935394 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4302276255268846, - "Y": -1.3172850747059632 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7409409578782866, - "Y": -1.6905430081834172 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7277571274767606, - "Y": -1.739412922417017 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7117700820366691, - "Y": -1.7910665461046216 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6935605563009507, - "Y": -1.8430975793724158 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6729253151674648, - "Y": -1.8978635997192388 + "Outlier": 3.310931265211918e+134, + "X": -0.6308315614723132, + "Y": -1.794638790030361 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6501439591434912, - "Y": -1.945196506625654 + "Outlier": 3.310931265211918e+134, + "X": -0.5978806047684453, + "Y": -1.8084597135375962 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8834178850114692, - "Y": -0.8837181336351079 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8752892346752472, - "Y": -0.925387308025107 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8703251816675364, - "Y": -0.9683316335326447 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8659085385596219, - "Y": -1.0127544211221047 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8579180789799569, - "Y": -1.0573898681033356 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8490155177207179, - "Y": -1.1016177079423837 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8410482503655684, - "Y": -1.147891531875779 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8331088226150504, - "Y": -1.1924718208913327 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8278418958935246, - "Y": -1.2318393755087893 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8237821866759231, - "Y": -1.2681312367067488 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8222207733047049, - "Y": -1.3083475949442869 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8146662190947673, - "Y": -1.3506765428253755 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8051739024787992, - "Y": -1.3917326309878741 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7988629897734959, - "Y": -1.4318614468205941 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7923098202874564, - "Y": -1.4813945132212938 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7804614153954439, - "Y": -1.533200626943889 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7694890369826399, - "Y": -1.5863018340435158 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7545716855071988, - "Y": -1.6382627301937163 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7442899449430925, - "Y": -1.6921294666390623 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7373059247232494, - "Y": -1.7462791109293905 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7244819122657068, - "Y": -1.8017397657991534 + "Outlier": 3.310931265211918e+134, + "X": -0.7022077802816434, + "Y": -1.7607872971448846 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7025555975579927, - "Y": -1.8582285407740957 + "Outlier": 3.310931265211918e+134, + "X": -0.6666918858193936, + "Y": -1.7797842640009167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.680238178242613, - "Y": -1.918381720201675 + "Outlier": 3.310931265211918e+134, + "X": -0.6266240270512021, + "Y": -1.7984062399643563 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6565892544968175, - "Y": -1.976452879555925 + "Outlier": 3.310931265211918e+134, + "X": -0.589080618049609, + "Y": -1.8202584852096835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5295254431892381, - "Y": -1.2129775627206372 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5193076629468929, - "Y": -1.2334886735559247 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.504116847350317, - "Y": -1.2551057235275542 + "Outlier": 3.310931265211918e+134, + "X": -0.7036342601880267, + "Y": -1.76212448356674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48570338570971133, - "Y": -1.2797463751123137 + "Outlier": 3.310931265211918e+134, + "X": -0.6752818804269018, + "Y": -1.7819203215433308 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4629923734723042, - "Y": -1.3117239552720863 + "Outlier": 3.310931265211918e+134, + "X": -0.6432313380768901, + "Y": -1.7973315738219777 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.43916758201576067, - "Y": -1.3386948541703085 + "Outlier": 3.310931265211918e+134, + "X": -0.6047384420944322, + "Y": -1.8155734097437133 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.120768507123637, + "Y": -0.8211799347663902 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.1176822895515086, + "Y": -0.8576007678978613 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.1094380746056103, + "Y": -0.8937519197786994 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.1073688740370604, + "Y": -0.9307492491766152 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.0997395591192736, + "Y": -0.973825898321484 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.888454182716372, - "Y": -0.8440651608771685 + "Outlier": 3.310931265211918e+134, + "X": -1.090803956292232, + "Y": -1.0227450372805404 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8781391154348024, - "Y": -0.8833022761460588 + "Outlier": 3.310931265211918e+134, + "X": -1.078571893286933, + "Y": -1.0724604746019804 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8648345913467338, - "Y": -0.9153751686707431 + "Outlier": 3.310931265211918e+134, + "X": -1.0684321254181781, + "Y": -1.1234749376039252 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8505895838127587, - "Y": -0.9469251904769882 + "Outlier": 3.310931265211918e+134, + "X": -1.0520306663790249, + "Y": -1.1738851394323417 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8333103454927064, - "Y": -0.9759810932314292 + "Outlier": 3.310931265211918e+134, + "X": -1.0399788732357562, + "Y": -1.2260807211933547 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8160827843229833, - "Y": -1.0054720955313785 + "Outlier": 3.310931265211918e+134, + "X": -1.0279489971077933, + "Y": -1.280988399268101 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7995587391546104, - "Y": -1.0389063861983794 + "Outlier": 3.310931265211918e+134, + "X": -1.0172398409849137, + "Y": -1.3300594438402162 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7839927683381563, - "Y": -1.0716790170667687 + "Outlier": 3.310931265211918e+134, + "X": -1.0062483096346757, + "Y": -1.3740266904190706 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7748133817220835, - "Y": -1.10375257095658 + "Outlier": 3.310931265211918e+134, + "X": -0.9897877831718056, + "Y": -1.4169945661234529 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7641884590574585, - "Y": -1.1403500610442956 + "Outlier": 3.310931265211918e+134, + "X": -0.9745483833714575, + "Y": -1.452899841676238 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7515824200602814, - "Y": -1.1740965444852638 + "Outlier": 3.310931265211918e+134, + "X": -0.9606909411217055, + "Y": -1.48391112453765 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7423910380079844, - "Y": -1.2071347050727514 + "Outlier": 3.310931265211918e+134, + "X": -0.9451673881659693, + "Y": -1.5139741677073788 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7377438384268827, - "Y": -1.2406751439863248 + "Outlier": 3.310931265211918e+134, + "X": -0.92860477665199, + "Y": -1.541828661083732 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7339776072277078, - "Y": -1.278987057959718 + "Outlier": 3.310931265211918e+134, + "X": -0.9111064094130968, + "Y": -1.5717169919256082 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7298382249015418, - "Y": -1.3156030172701423 + "Outlier": 3.310931265211918e+134, + "X": -0.8908185628632975, + "Y": -1.6012734565998554 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7165108476441845, - "Y": -1.3485742932371325 + "Outlier": 3.310931265211918e+134, + "X": -0.8693749919625309, + "Y": -1.6278195963029585 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.705169110804401, - "Y": -1.381689456984125 + "Outlier": 3.310931265211918e+134, + "X": -0.8411710386813902, + "Y": -1.655304997905559 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.689934323490128, - "Y": -1.421363304296917 + "Outlier": 3.310931265211918e+134, + "X": -0.8147912123754228, + "Y": -1.6807668206558992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6707517608499782, - "Y": -1.4590054792760971 + "Outlier": 3.310931265211918e+134, + "X": -0.7887166346150524, + "Y": -1.702231370011876 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.653050741503322, - "Y": -1.5016111543526416 + "Outlier": 3.310931265211918e+134, + "X": -0.7608611972388694, + "Y": -1.7215699660170591 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6373994755697787, - "Y": -1.5470072046862482 + "Outlier": 3.310931265211918e+134, + "X": -0.7316993307480169, + "Y": -1.7419851028905624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.625452915540932, - "Y": -1.5929084846006705 + "Outlier": 3.310931265211918e+134, + "X": -0.7036342601880267, + "Y": -1.76212448356674 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6061833408387884, - "Y": -1.63954779211594 + "Outlier": 3.310931265211918e+134, + "X": -0.6752818804269018, + "Y": -1.7819203215433308 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5843241992411582, - "Y": -1.687367056227072 + "Outlier": 3.310931265211918e+134, + "X": -0.6432313380768901, + "Y": -1.7973315738219777 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5610196910019276, - "Y": -1.7329146738910457 + "Outlier": 3.310931265211918e+134, + "X": -0.6047384420944322, + "Y": -1.8155734097437133 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.1211038403362588, + "Y": -0.8225690579095913 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.118090107939994, + "Y": -0.8649443698854246 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7883072516638419, - "Y": -0.6375444637799029 + "Outlier": 3.310931265211918e+134, + "X": -1.115377453662571, + "Y": -0.9053066239925809 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7768365966776124, - "Y": -0.6635530884463304 + "Outlier": 3.310931265211918e+134, + "X": -1.113395436404096, + "Y": -0.9463590418158511 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640830122962173, - "Y": -0.6901916870573809 + "Outlier": 3.310931265211918e+134, + "X": -1.1077642257206568, + "Y": -0.99150426152321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7513730762141104, - "Y": -0.7154745041841182 + "Outlier": 3.310931265211918e+134, + "X": -1.1027576876786953, + "Y": -1.0412617512527285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7406904829444065, - "Y": -0.7403332974853954 + "Outlier": 3.310931265211918e+134, + "X": -1.1006945269015056, + "Y": -1.0952885905187892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7299111552643436, - "Y": -0.7674427698887568 + "Outlier": 3.310931265211918e+134, + "X": -1.0971793503780505, + "Y": -1.149778158783811 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7231255674014382, - "Y": -0.7977319457279746 + "Outlier": 3.310931265211918e+134, + "X": -1.0862751190639446, + "Y": -1.206507490379992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7132094923589631, - "Y": -0.8330555313495137 + "Outlier": 3.310931265211918e+134, + "X": -1.0742087579387123, + "Y": -1.263368785660731 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7029896568986791, - "Y": -0.8693528468425825 + "Outlier": 3.310931265211918e+134, + "X": -1.0652609612001265, + "Y": -1.3204992847457582 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.690681689145729, - "Y": -0.8990567935367823 + "Outlier": 3.310931265211918e+134, + "X": -1.057262017928897, + "Y": -1.3811233117563448 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6778449108370376, - "Y": -0.9298515600133264 + "Outlier": 3.310931265211918e+134, + "X": -1.0554733161639385, + "Y": -1.4412630387764624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6648798623588102, - "Y": -0.9576710963663457 + "Outlier": 3.310931265211918e+134, + "X": -1.0545695636594195, + "Y": -1.4983171199741012 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6545475274360695, - "Y": -0.9807589189908029 + "Outlier": 3.310931265211918e+134, + "X": -1.0487414013980771, + "Y": -1.5538811251651008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6464474104069121, - "Y": -1.002817200420697 + "Outlier": 3.310931265211918e+134, + "X": -1.0442559827215754, + "Y": -1.6066879979131292 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6381716241318924, - "Y": -1.0220887931298916 + "Outlier": 3.310931265211918e+134, + "X": -1.0336279783839446, + "Y": -1.6565154641101754 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6277663694169915, - "Y": -1.0406563161824707 + "Outlier": 3.310931265211918e+134, + "X": -1.0249473956819912, + "Y": -1.7046451196359853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6152250018858892, - "Y": -1.062207295227221 + "Outlier": 3.310931265211918e+134, + "X": -1.0137693475879677, + "Y": -1.7538486798269368 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6044004401345201, - "Y": -1.0869748959908605 + "Outlier": 3.310931265211918e+134, + "X": -1.002046364062429, + "Y": -1.8059408387536697 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5892546325771676, - "Y": -1.114503931875003 + "Outlier": 3.310931265211918e+134, + "X": -0.989979621230511, + "Y": -1.8597186946676512 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.577834827300729, - "Y": -1.1428924766855921 + "Outlier": 3.310931265211918e+134, + "X": -0.9747035881826125, + "Y": -1.9131722754131568 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5603634235967702, - "Y": -1.1700417062596997 + "Outlier": 3.310931265211918e+134, + "X": -0.9576269540270829, + "Y": -1.9625110857992245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5426089214959554, - "Y": -1.1913735422330354 + "Outlier": 3.310931265211918e+134, + "X": -0.9392629170918385, + "Y": -2.0148620999993847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.530110973446741, - "Y": -1.2128912051591165 + "Outlier": 3.310931265211918e+134, + "X": -0.9149205541464558, + "Y": -2.065202548466625 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5148580286936939, - "Y": -1.2369844938627128 + "Outlier": 3.310931265211918e+134, + "X": -0.8925433480925685, + "Y": -2.1173054856360314 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5006947016701448, - "Y": -1.2636261518179195 + "Outlier": 3.310931265211918e+134, + "X": -0.865462742648291, + "Y": -2.1699553514671903 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48378899774418727, - "Y": -1.2948250577892353 + "Outlier": 3.310931265211918e+134, + "X": -0.8385469373602956, + "Y": -2.225217070943373 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46570790992365807, - "Y": -1.3298221961750492 + "Outlier": 3.310931265211918e+134, + "X": -0.804327737308851, + "Y": -2.284488173891845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44654956112521765, - "Y": -1.3632927772585792 + "Outlier": 3.310931265211918e+134, + "X": -0.7749348754910357, + "Y": -2.339874690823666 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.1211038403362588, + "Y": -0.8225690579095913 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.118090107939994, + "Y": -0.8649443698854246 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.115377453662571, + "Y": -0.9053066239925809 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.113395436404096, + "Y": -0.9463590418158511 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.1077642257206568, + "Y": -0.99150426152321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.1027576876786953, + "Y": -1.0412617512527285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.1006945269015056, + "Y": -1.0952885905187892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0971793503780505, + "Y": -1.149778158783811 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.0862751190639446, + "Y": -1.206507490379992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0742087579387123, + "Y": -1.263368785660731 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0652609612001265, + "Y": -1.3204992847457582 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.057262017928897, + "Y": -1.3811233117563448 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0554733161639385, + "Y": -1.4412630387764624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611378440530659, - "Y": -0.9427636873167589 + "Outlier": 3.310931265211918e+134, + "X": -1.0545695636594195, + "Y": -1.4983171199741012 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6555776061047249, - "Y": -0.9682187886166226 + "Outlier": 3.310931265211918e+134, + "X": -1.0487414013980771, + "Y": -1.5538811251651008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6500688809155762, - "Y": -0.9940813973259823 + "Outlier": 3.310931265211918e+134, + "X": -1.0442559827215754, + "Y": -1.6066879979131292 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6445597660455442, - "Y": -1.0205379297894073 + "Outlier": 3.310931265211918e+134, + "X": -1.0336279783839446, + "Y": -1.6565154641101754 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6374049048722851, - "Y": -1.0529107591381381 + "Outlier": 3.310931265211918e+134, + "X": -1.0249473956819912, + "Y": -1.7046451196359853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6272877289753211, - "Y": -1.0861175920845239 + "Outlier": 3.310931265211918e+134, + "X": -1.0137693475879677, + "Y": -1.7538486798269368 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6211433675130466, - "Y": -1.122465027768517 + "Outlier": 3.310931265211918e+134, + "X": -1.002046364062429, + "Y": -1.8059408387536697 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6102609259094067, - "Y": -1.157889077317116 + "Outlier": 3.310931265211918e+134, + "X": -0.989979621230511, + "Y": -1.8597186946676512 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597902888337998, - "Y": -1.1942012535566435 + "Outlier": 3.310931265211918e+134, + "X": -0.9747035881826125, + "Y": -1.9131722754131568 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5870183118877061, - "Y": -1.2265330872973697 + "Outlier": 3.310931265211918e+134, + "X": -0.9576269540270829, + "Y": -1.9625110857992245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5740910160140817, - "Y": -1.2585359156860279 + "Outlier": 3.310931265211918e+134, + "X": -0.9392629170918385, + "Y": -2.0148620999993847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5586742690535771, - "Y": -1.2824277671215618 + "Outlier": 3.310931265211918e+134, + "X": -0.9149205541464558, + "Y": -2.065202548466625 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5404585537435672, - "Y": -1.3045186199459382 + "Outlier": 3.310931265211918e+134, + "X": -0.8925433480925685, + "Y": -2.1173054856360314 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5229404898231216, - "Y": -1.3258019321367416 + "Outlier": 3.310931265211918e+134, + "X": -0.865462742648291, + "Y": -2.1699553514671903 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5037411780992995, - "Y": -1.3429141309851318 + "Outlier": 3.310931265211918e+134, + "X": -0.8385469373602956, + "Y": -2.225217070943373 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4796324111921736, - "Y": -1.3612211776177248 + "Outlier": 3.310931265211918e+134, + "X": -0.804327737308851, + "Y": -2.284488173891845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.45410151822686673, - "Y": -1.3819662504890193 + "Outlier": 3.310931265211918e+134, + "X": -0.7749348754910357, + "Y": -2.339874690823666 }, { - "Outlier": 9.084760795463382e+136, - "X": 0.006420979044873397, - "Y": 0.9318083977433627 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.016260634496254825, - "Y": 0.9147918967033021 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03893478460943296, - "Y": 0.9000452383530075 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05842065567947871, - "Y": 0.8853920546837385 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.069693665270522, - "Y": 0.8761233024465135 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0821270541413913, - "Y": 0.8658167421033498 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.093471260835595, - "Y": 0.8532303394657049 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10713634047986406, - "Y": 0.8399547529373954 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12171864489853755, - "Y": 0.8238251524439467 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1373201947446415, - "Y": 0.8078136210058025 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1526218740805869, - "Y": 0.7936966006144679 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1654521912969038, - "Y": 0.7724590268131388 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.180696428762423, - "Y": 0.748876654652946 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19537848268420846, - "Y": 0.7219816536631198 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2110068852332252, - "Y": 0.7002566419374225 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.21874017997264958, - "Y": 0.6776269002216277 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23438208110583944, - "Y": 0.6463438910626738 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.248484925983891, - "Y": 0.6162007907441771 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2648211032813948, - "Y": 0.5883550145646685 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28237952786413123, - "Y": 0.5607548690064068 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.30423933661215113, - "Y": 0.5360564565354591 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3276987327279529, - "Y": 0.5069887771157093 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3519921183982799, - "Y": 0.47761462633513496 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3750052361184373, - "Y": 0.4475566875802185 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.39557715435618995, - "Y": 0.4177393238466027 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.41702743289878236, - "Y": 0.3841531171701349 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44111319374000874, - "Y": 0.35572599695235146 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4616878956262131, - "Y": 0.32673201595849094 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48192310947592965, - "Y": 0.30200806173533895 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4995086589713017, - "Y": 0.27409594714762237 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5163968194537794, - "Y": 0.2458242921401545 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5387922759007681, - "Y": 0.22130029577952798 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.564335266504862, - "Y": 0.19934514192565966 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5917190725011512, - "Y": 0.17743295169157838 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6167818094425345, - "Y": 0.15333706588742751 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6414605325157889, - "Y": 0.1292596499962201 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6624095874613698, - "Y": 0.10118286189633736 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6834380755448476, - "Y": 0.0797236801832251 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7055138938264943, - "Y": 0.05970445829966189 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7310877108233206, - "Y": 0.03539165253596114 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7525913653562822, - "Y": 0.013052236320255445 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.775380907655423, - "Y": -0.014259383339231449 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7949468495173426, - "Y": -0.04339626634507958 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8125210123351381, - "Y": -0.06866350217850128 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8231233821028925, - "Y": -0.09563488576432529 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8364039135977034, - "Y": -0.12195790883760277 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8523709291157759, - "Y": -0.1437319598603788 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8708953291599988, - "Y": -0.16689409181938836 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8861777990032859, - "Y": -0.18871761778594004 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8981817059788592, - "Y": -0.21286845790725872 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9083652337070364, - "Y": -0.2320555387174656 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9212324543836709, - "Y": -0.253355500094973 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9306037904931473, - "Y": -0.2770421204525957 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9369466746965058, - "Y": -0.3001758815747037 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.941733259063884, - "Y": -0.3236344533355166 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9430948992982776, - "Y": -0.3465948960599687 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9476720184106221, - "Y": -0.3658964628616854 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9521718991502524, - "Y": -0.38677716248751987 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9534773888024707, - "Y": -0.4089869453132886 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575046847657367, - "Y": -0.43220146167999635 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9561143290221129, - "Y": -0.45238918208291057 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9583560845276092, - "Y": -0.4723716189357139 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9594348280134745, - "Y": -0.49562693795625384 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9647039622302591, - "Y": -0.5196232772528062 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9682948887767368, - "Y": -0.5451046604174818 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9698760245300503, - "Y": -0.5637790949355709 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9650300348610549, - "Y": -0.5824488115030132 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9575551105432156, - "Y": -0.6042252404758108 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9499847374009275, - "Y": -0.6274607974927041 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.938014429343231, - "Y": -0.6544480130922737 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9312594379504535, - "Y": -0.6813673065484173 + "Outlier": 3.310931265211918e+134, + "X": -1.1211038403362588, + "Y": -0.8225690579095913 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9252564348739377, - "Y": -0.7138205160126387 + "Outlier": 3.310931265211918e+134, + "X": -1.118090107939994, + "Y": -0.8649443698854246 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9176005927818538, - "Y": -0.7448783260440208 + "Outlier": 3.310931265211918e+134, + "X": -1.115377453662571, + "Y": -0.9053066239925809 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.9103752436754317, - "Y": -0.7725235397518716 + "Outlier": 3.310931265211918e+134, + "X": -1.113395436404096, + "Y": -0.9463590418158511 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8984612274975455, - "Y": -0.805112532549908 + "Outlier": 3.310931265211918e+134, + "X": -1.1077642257206568, + "Y": -0.99150426152321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8922803040100707, - "Y": -0.8435795148827382 + "Outlier": 3.310931265211918e+134, + "X": -1.1027576876786953, + "Y": -1.0412617512527285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.889033922768742, - "Y": -0.883026214947815 + "Outlier": 3.310931265211918e+134, + "X": -1.1006945269015056, + "Y": -1.0952885905187892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8869584680088286, - "Y": -0.9250909324338992 + "Outlier": 3.310931265211918e+134, + "X": -1.0971793503780505, + "Y": -1.149778158783811 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8803717111439656, - "Y": -0.968726973132333 + "Outlier": 3.310931265211918e+134, + "X": -1.0862751190639446, + "Y": -1.206507490379992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8680548944922908, - "Y": -1.0115426716627276 + "Outlier": 3.310931265211918e+134, + "X": -1.0742087579387123, + "Y": -1.263368785660731 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8568577360643126, - "Y": -1.0551703237334682 + "Outlier": 3.310931265211918e+134, + "X": -1.0652609612001265, + "Y": -1.3204992847457582 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8472464463961953, - "Y": -1.0959139402951765 + "Outlier": 3.310931265211918e+134, + "X": -1.057262017928897, + "Y": -1.3811233117563448 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8393781678484388, - "Y": -1.1334125677063456 + "Outlier": 3.310931265211918e+134, + "X": -1.0554733161639385, + "Y": -1.4412630387764624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8318860742784042, - "Y": -1.175703405557567 + "Outlier": 3.310931265211918e+134, + "X": -1.0545695636594195, + "Y": -1.4983171199741012 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8267602101645808, - "Y": -1.2151895941207473 + "Outlier": 3.310931265211918e+134, + "X": -1.0487414013980771, + "Y": -1.5538811251651008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8210586461590568, - "Y": -1.2529784885515305 + "Outlier": 3.310931265211918e+134, + "X": -1.0442559827215754, + "Y": -1.6066879979131292 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8170090542386022, - "Y": -1.293010780923441 + "Outlier": 3.310931265211918e+134, + "X": -1.0336279783839446, + "Y": -1.6565154641101754 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8113984224958438, - "Y": -1.334644909728602 + "Outlier": 3.310931265211918e+134, + "X": -1.0249473956819912, + "Y": -1.7046451196359853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.800383851652705, - "Y": -1.377944747339896 + "Outlier": 3.310931265211918e+134, + "X": -1.0137693475879677, + "Y": -1.7538486798269368 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.792779351947159, - "Y": -1.4291656700853794 + "Outlier": 3.310931265211918e+134, + "X": -1.002046364062429, + "Y": -1.8059408387536697 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7830757434858606, - "Y": -1.475938827968789 + "Outlier": 3.310931265211918e+134, + "X": -0.989979621230511, + "Y": -1.8597186946676512 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7773011994492293, - "Y": -1.5213045203187852 + "Outlier": 3.310931265211918e+134, + "X": -0.9747035881826125, + "Y": -1.9131722754131568 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7662015452040737, - "Y": -1.5718333147791879 + "Outlier": 3.310931265211918e+134, + "X": -0.9576269540270829, + "Y": -1.9625110857992245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7519332868520694, - "Y": -1.6240357871547295 + "Outlier": 3.310931265211918e+134, + "X": -0.9392629170918385, + "Y": -2.0148620999993847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7391264514227415, - "Y": -1.6798016111274647 + "Outlier": 3.310931265211918e+134, + "X": -0.9149205541464558, + "Y": -2.065202548466625 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7219230702647536, - "Y": -1.7390299659914725 + "Outlier": 3.310931265211918e+134, + "X": -0.8925433480925685, + "Y": -2.1173054856360314 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7076531024494772, - "Y": -1.798195041677182 + "Outlier": 3.310931265211918e+134, + "X": -0.865462742648291, + "Y": -2.1699553514671903 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6909523544337893, - "Y": -1.8570674406893788 + "Outlier": 3.310931265211918e+134, + "X": -0.8385469373602956, + "Y": -2.225217070943373 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6755165904626429, - "Y": -1.9185143551504056 + "Outlier": 3.310931265211918e+134, + "X": -0.804327737308851, + "Y": -2.284488173891845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6567492578728553, - "Y": -1.9757511305674211 + "Outlier": 3.310931265211918e+134, + "X": -0.7749348754910357, + "Y": -2.339874690823666 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.0005117563663953537, - "Y": 0.952032929130482 + "Outlier": 3.310931265211918e+134, + "X": 0.003188111185154238, + "Y": 0.9370971770438437 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.019760638715045305, - "Y": 0.939033853359311 + "Outlier": 3.310931265211918e+134, + "X": -0.015078260093073089, + "Y": 0.9235530925220858 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.03744820037554218, - "Y": 0.9288997263707133 + "Outlier": 3.310931265211918e+134, + "X": -0.031515762346955446, + "Y": 0.9112592288588021 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.05302822365373852, - "Y": 0.9161290203834744 + "Outlier": 3.310931265211918e+134, + "X": -0.04937038114920439, + "Y": 0.8978062357316452 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.06686107556680693, - "Y": 0.9052315516703953 + "Outlier": 3.310931265211918e+134, + "X": -0.06482222534305343, + "Y": 0.8792798277410216 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.07874708169423783, - "Y": 0.8947135933321667 + "Outlier": 3.310931265211918e+134, + "X": -0.07939755017863272, + "Y": 0.8613909248566325 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.09419190860714188, - "Y": 0.8844954381928117 + "Outlier": 3.310931265211918e+134, + "X": -0.09122279011455786, + "Y": 0.8420744212055743 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.10922338280519761, - "Y": 0.8722270486447293 + "Outlier": 3.310931265211918e+134, + "X": -0.10175881485775826, + "Y": 0.8178407450934718 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.12307865244759535, - "Y": 0.8532038499669541 + "Outlier": 3.310931265211918e+134, + "X": -0.1161258581553389, + "Y": 0.7926370132575751 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.13797273270404853, - "Y": 0.8356943566110221 + "Outlier": 3.310931265211918e+134, + "X": -0.13103572291584933, + "Y": 0.7665967314413802 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.15608110183736662, - "Y": 0.8250543532319607 + "Outlier": 3.310931265211918e+134, + "X": -0.1421549398212351, + "Y": 0.7454179598353587 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.1745759540958118, - "Y": 0.810892000558088 + "Outlier": 3.310931265211918e+134, + "X": -0.15512321201524307, + "Y": 0.7247607017687039 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.19504285314497194, - "Y": 0.7933845970789477 + "Outlier": 3.310931265211918e+134, + "X": -0.17275604211276732, + "Y": 0.7060309598765573 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2093608236449341, - "Y": 0.77527623187436 + "Outlier": 3.310931265211918e+134, + "X": -0.18866538577139172, + "Y": 0.6867278710447056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2233260706206353, - "Y": 0.7527445510971392 + "Outlier": 3.310931265211918e+134, + "X": -0.20328780907235558, + "Y": 0.6654245386317421 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.23961114166837305, - "Y": 0.7290795453469929 + "Outlier": 3.310931265211918e+134, + "X": -0.2116016897520705, + "Y": 0.6472490913935094 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.25217603436188735, - "Y": 0.7057995187577165 + "Outlier": 3.310931265211918e+134, + "X": -0.22295592461368155, + "Y": 0.624067125572206 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2701428011931203, - "Y": 0.6756625217747191 + "Outlier": 3.310931265211918e+134, + "X": -0.24066655199667805, + "Y": 0.5993003602414052 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.28512323800824374, - "Y": 0.6402451326121684 + "Outlier": 3.310931265211918e+134, + "X": -0.2580353658140818, + "Y": 0.5764356142808862 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.2997289701468438, - "Y": 0.6025372900072102 + "Outlier": 3.310931265211918e+134, + "X": -0.2811488622529199, + "Y": 0.5544502970916969 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.3160869552985574, - "Y": 0.5594462990651582 + "Outlier": 3.310931265211918e+134, + "X": -0.30925127473822606, + "Y": 0.5365419902449009 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.33650799237561557, - "Y": 0.5189867605515981 + "Outlier": 3.310931265211918e+134, + "X": -0.33776888155385454, + "Y": 0.5153204522599549 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.35541690223204353, - "Y": 0.4821435656610317 + "Outlier": 3.310931265211918e+134, + "X": -0.3691753505252394, + "Y": 0.498054163583741 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.37465589631258717, - "Y": 0.44510002895705614 + "Outlier": 3.310931265211918e+134, + "X": -0.3999327553114904, + "Y": 0.4765833260371328 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4009531608063088, - "Y": 0.40984571446719115 + "Outlier": 3.310931265211918e+134, + "X": -0.42758227906658924, + "Y": 0.45249235734653265 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4246256514412603, - "Y": 0.3806108431084939 + "Outlier": 3.310931265211918e+134, + "X": -0.45532894677919233, + "Y": 0.42441430163773075 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.44502679888660446, - "Y": 0.3530623246787519 + "Outlier": 3.310931265211918e+134, + "X": -0.48549359073592896, + "Y": 0.39645446893194847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.46460408658046015, - "Y": 0.32467724609746157 + "Outlier": 3.310931265211918e+134, + "X": -0.515516237634827, + "Y": 0.3679664459944422 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.48482639609957173, - "Y": 0.299664443838991 + "Outlier": 3.310931265211918e+134, + "X": -0.5442823906092585, + "Y": 0.3399060082429405 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5035326249893244, - "Y": 0.27606154919728315 + "Outlier": 3.310931265211918e+134, + "X": -0.5731239918536367, + "Y": 0.31612789533677643 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5178910542026086, - "Y": 0.24900590394309616 + "Outlier": 3.310931265211918e+134, + "X": -0.6063336431876895, + "Y": 0.2852048240420019 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5291429151399087, - "Y": 0.22133424877844537 + "Outlier": 3.310931265211918e+134, + "X": -0.6353644170667082, + "Y": 0.25866170085615187 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5398634971536096, - "Y": 0.19465314676117892 + "Outlier": 3.310931265211918e+134, + "X": -0.6619877404711675, + "Y": 0.2317695291817826 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5581757054015334, - "Y": 0.1694559983958567 + "Outlier": 3.310931265211918e+134, + "X": -0.6863447383497432, + "Y": 0.206382854109721 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.574967453731604, - "Y": 0.14044566563198108 + "Outlier": 3.310931265211918e+134, + "X": -0.7121987378560951, + "Y": 0.18042745656433226 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5876041603662835, - "Y": 0.11371614253419766 + "Outlier": 3.310931265211918e+134, + "X": -0.7398201828909043, + "Y": 0.15518186038100523 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5978157589736066, - "Y": 0.09124987211372881 + "Outlier": 3.310931265211918e+134, + "X": -0.7643148452795853, + "Y": 0.12644559596373303 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.609006466057259, - "Y": 0.07021611615163623 + "Outlier": 3.310931265211918e+134, + "X": -0.7824050083750532, + "Y": 0.0978250961908626 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6268214213867058, - "Y": 0.05247717358117838 + "Outlier": 3.310931265211918e+134, + "X": -0.8026134922043464, + "Y": 0.06685076426519752 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6417060766007613, - "Y": 0.031447008867421716 + "Outlier": 3.310931265211918e+134, + "X": -0.8236987110285174, + "Y": 0.03693575165309353 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6568419558141008, - "Y": 0.008620440905532243 + "Outlier": 3.310931265211918e+134, + "X": -0.8452568896326136, + "Y": 0.007480477976421845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6709548156828506, - "Y": -0.010181229097426307 + "Outlier": 3.310931265211918e+134, + "X": -0.8631682031426748, + "Y": -0.022651251388102898 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6781635073374811, - "Y": -0.0352202983536169 + "Outlier": 3.310931265211918e+134, + "X": -0.8827729573776928, + "Y": -0.0530564089349167 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6884473250370539, - "Y": -0.05951441630380248 + "Outlier": 3.310931265211918e+134, + "X": -0.9015457434506319, + "Y": -0.0808377536590272 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6970012386777797, - "Y": -0.08151183083140359 + "Outlier": 3.310931265211918e+134, + "X": -0.9198634719165693, + "Y": -0.10443432976036135 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.704811062472595, - "Y": -0.10329636492228766 + "Outlier": 3.310931265211918e+134, + "X": -0.942125873761224, + "Y": -0.12826192792216556 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7122078464076093, - "Y": -0.12167760815292394 + "Outlier": 3.310931265211918e+134, + "X": -0.9663353885324206, + "Y": -0.15476195912398202 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7178270738661988, - "Y": -0.13969321329149295 + "Outlier": 3.310931265211918e+134, + "X": -0.9852076355540742, + "Y": -0.18483017699330606 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7248677438030482, - "Y": -0.154791723513862 + "Outlier": 3.310931265211918e+134, + "X": -0.9984265815082864, + "Y": -0.21328740607233734 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7311626201597045, - "Y": -0.1716204757152637 + "Outlier": 3.310931265211918e+134, + "X": -1.0114584221572682, + "Y": -0.23681378994127367 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7362270708539039, - "Y": -0.18579591426958977 + "Outlier": 3.310931265211918e+134, + "X": -1.0221054551378672, + "Y": -0.2580066586760131 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7418773947741897, - "Y": -0.20146625340042823 + "Outlier": 3.310931265211918e+134, + "X": -1.0256578647097478, + "Y": -0.2779926655692301 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7518559509648294, - "Y": -0.21923631717974076 + "Outlier": 3.310931265211918e+134, + "X": -1.0305804386695343, + "Y": -0.30123368758349267 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7640313912816342, - "Y": -0.24154413730686553 + "Outlier": 3.310931265211918e+134, + "X": -1.0318674196154194, + "Y": -0.32571796986644763 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7756297122069182, - "Y": -0.26245127739022855 + "Outlier": 3.310931265211918e+134, + "X": -1.0350356290905531, + "Y": -0.35050456445226097 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7854452012419817, - "Y": -0.2848899681171788 + "Outlier": 3.310931265211918e+134, + "X": -1.0399812812221567, + "Y": -0.3790860477045558 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7955680622477552, - "Y": -0.30829783211298895 + "Outlier": 3.310931265211918e+134, + "X": -1.0432723910967796, + "Y": -0.40594760901267596 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8056633441650916, - "Y": -0.3277311946749205 + "Outlier": 3.310931265211918e+134, + "X": -1.0505279959274787, + "Y": -0.43223179461965056 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8123078382748798, - "Y": -0.3488698899357377 + "Outlier": 3.310931265211918e+134, + "X": -1.0591702427210237, + "Y": -0.46187418654658835 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8149842415618845, - "Y": -0.36969953828680147 + "Outlier": 3.310931265211918e+134, + "X": -1.0669167476264836, + "Y": -0.4883753961461105 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8185676650104983, - "Y": -0.38780669146039093 + "Outlier": 3.310931265211918e+134, + "X": -1.0743474258354226, + "Y": -0.5140045955559577 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8191727330435601, - "Y": -0.4076895280610333 + "Outlier": 3.310931265211918e+134, + "X": -1.0826656241544932, + "Y": -0.5379651557704248 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8213859243899411, - "Y": -0.42638681252017324 + "Outlier": 3.310931265211918e+134, + "X": -1.0908378810659998, + "Y": -0.5638539445632197 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.821750427445896, - "Y": -0.4450444720724623 + "Outlier": 3.310931265211918e+134, + "X": -1.0995131468660149, + "Y": -0.5913973323760483 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8257154643354375, - "Y": -0.46346614659036806 + "Outlier": 3.310931265211918e+134, + "X": -1.107473656169322, + "Y": -0.6221704238913291 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.828212771201708, - "Y": -0.48154947661289593 + "Outlier": 3.310931265211918e+134, + "X": -1.1158155524584736, + "Y": -0.6522037265958601 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8292944231170702, - "Y": -0.5045400258256184 + "Outlier": 3.310931265211918e+134, + "X": -1.1195103352420595, + "Y": -0.6833346511268428 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.822399701125455, - "Y": -0.5279835478765469 + "Outlier": 3.310931265211918e+134, + "X": -1.1234515429109515, + "Y": -0.7128868287881008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8158268861974114, - "Y": -0.545737375923296 + "Outlier": 3.310931265211918e+134, + "X": -1.124800797637928, + "Y": -0.7468155871078307 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.8071120815610267, - "Y": -0.5623588375253532 + "Outlier": 3.310931265211918e+134, + "X": -1.1225768110344705, + "Y": -0.7832282210796159 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.801371763407112, - "Y": -0.5865468007106525 + "Outlier": 3.310931265211918e+134, + "X": -1.1211038403362588, + "Y": -0.8225690579095913 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7962243399285299, - "Y": -0.6115229704945254 + "Outlier": 3.310931265211918e+134, + "X": -1.118090107939994, + "Y": -0.8649443698854246 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7838276813440109, - "Y": -0.6352504969457573 + "Outlier": 3.310931265211918e+134, + "X": -1.115377453662571, + "Y": -0.9053066239925809 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7712635249570985, - "Y": -0.6619900044058025 + "Outlier": 3.310931265211918e+134, + "X": -1.113395436404096, + "Y": -0.9463590418158511 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7603224552052749, - "Y": -0.6876514510113192 + "Outlier": 3.310931265211918e+134, + "X": -1.1077642257206568, + "Y": -0.99150426152321 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7435031781166253, - "Y": -0.7104788756050886 + "Outlier": 3.310931265211918e+134, + "X": -1.1027576876786953, + "Y": -1.0412617512527285 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7284566093661066, - "Y": -0.7337743317442039 + "Outlier": 3.310931265211918e+134, + "X": -1.1006945269015056, + "Y": -1.0952885905187892 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7167852667229906, - "Y": -0.7560634052518976 + "Outlier": 3.310931265211918e+134, + "X": -1.0971793503780505, + "Y": -1.149778158783811 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.7083948116365844, - "Y": -0.7812933319409942 + "Outlier": 3.310931265211918e+134, + "X": -1.0862751190639446, + "Y": -1.206507490379992 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6964900360760278, - "Y": -0.8115126234620288 + "Outlier": 3.310931265211918e+134, + "X": -1.0742087579387123, + "Y": -1.263368785660731 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6862686387389514, - "Y": -0.8476436799316085 + "Outlier": 3.310931265211918e+134, + "X": -1.0652609612001265, + "Y": -1.3204992847457582 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6758627250476407, - "Y": -0.8830611343207674 + "Outlier": 3.310931265211918e+134, + "X": -1.057262017928897, + "Y": -1.3811233117563448 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6669936324325623, - "Y": -0.913764249759509 + "Outlier": 3.310931265211918e+134, + "X": -1.0554733161639385, + "Y": -1.4412630387764624 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6611378440530659, - "Y": -0.9427636873167589 + "Outlier": 3.310931265211918e+134, + "X": -1.0545695636594195, + "Y": -1.4983171199741012 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6555776061047249, - "Y": -0.9682187886166226 + "Outlier": 3.310931265211918e+134, + "X": -1.0487414013980771, + "Y": -1.5538811251651008 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6500688809155762, - "Y": -0.9940813973259823 + "Outlier": 3.310931265211918e+134, + "X": -1.0442559827215754, + "Y": -1.6066879979131292 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6445597660455442, - "Y": -1.0205379297894073 + "Outlier": 3.310931265211918e+134, + "X": -1.0336279783839446, + "Y": -1.6565154641101754 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6374049048722851, - "Y": -1.0529107591381381 + "Outlier": 3.310931265211918e+134, + "X": -1.0249473956819912, + "Y": -1.7046451196359853 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6272877289753211, - "Y": -1.0861175920845239 + "Outlier": 3.310931265211918e+134, + "X": -1.0137693475879677, + "Y": -1.7538486798269368 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6211433675130466, - "Y": -1.122465027768517 + "Outlier": 3.310931265211918e+134, + "X": -1.002046364062429, + "Y": -1.8059408387536697 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.6102609259094067, - "Y": -1.157889077317116 + "Outlier": 3.310931265211918e+134, + "X": -0.989979621230511, + "Y": -1.8597186946676512 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.597902888337998, - "Y": -1.1942012535566435 + "Outlier": 3.310931265211918e+134, + "X": -0.9747035881826125, + "Y": -1.9131722754131568 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5870183118877061, - "Y": -1.2265330872973697 + "Outlier": 3.310931265211918e+134, + "X": -0.9576269540270829, + "Y": -1.9625110857992245 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5740910160140817, - "Y": -1.2585359156860279 + "Outlier": 3.310931265211918e+134, + "X": -0.9392629170918385, + "Y": -2.0148620999993847 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5586742690535771, - "Y": -1.2824277671215618 + "Outlier": 3.310931265211918e+134, + "X": -0.9149205541464558, + "Y": -2.065202548466625 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5404585537435672, - "Y": -1.3045186199459382 + "Outlier": 3.310931265211918e+134, + "X": -0.8925433480925685, + "Y": -2.1173054856360314 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5229404898231216, - "Y": -1.3258019321367416 + "Outlier": 3.310931265211918e+134, + "X": -0.865462742648291, + "Y": -2.1699553514671903 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.5037411780992995, - "Y": -1.3429141309851318 + "Outlier": 3.310931265211918e+134, + "X": -0.8385469373602956, + "Y": -2.225217070943373 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.4796324111921736, - "Y": -1.3612211776177248 + "Outlier": 3.310931265211918e+134, + "X": -0.804327737308851, + "Y": -2.284488173891845 }, { - "Outlier": 9.084760795463382e+136, - "X": -0.45410151822686673, - "Y": -1.3819662504890193 + "Outlier": 3.310931265211918e+134, + "X": -0.7749348754910357, + "Y": -2.339874690823666 } ] }, @@ -52268,7 +50476,7 @@ "mark": "circle", "width": 400 }, - "image/png": "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" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAG/CAYAAAD/62u3AAAAAXNSR0IArs4c6QAAIABJREFUeF7sXQl8FEXWfzOTcCoqCIq6K4bLC1l3PffbXS8UVzxRPBAU5SYJAh7oqpxerEqAhHALiqisouLiCZ6LB+6KihdKggeoHIIgJAFyfb9XMz2Zo2emu6rTL931+vvYmJl69er9X9Wrf6qqXwVqa2trgR9GgBFgBBgBRoARYAQYAdcQCDABcw1rVsQIMAKMACPACDACjIBAgAkYdwRGgBFgBBgBRoARYARcRoAJmMuAszpGgBFgBBgBRoARYASYgHEfYAQYAUaAEWAEGAFGwGUEmIC5DDirYwQYAUaAEWAEGAFGgISA7d69G5o3bw6BQMDUA2VlZdC0aVMIBoPsIUaAEWAEGAFGgBFgBHyHgKsEbMuWLbBmzRro2bMnlJSUQJs2beIA/eWXX6B3796QlZUF33//Pdx6663Qr18/34HOBjECjAAjwAgwAoyA3gi4SsCWLFkC7777LhQUFMDmzZuTCNgDDzwAu3btgnvvvRc2bdoEbdu2BVwNa9asmd5eYusZAUaAEWAEGAFGwFcIuErADORw69GMgA0YMAC6desGV199NWB+WNyCLC0thZycHF+BzsYwAowAI8AIMAKMgN4INCgCduWVVwL+u+KKK4RXDjnkEFi1ahW0a9cOVq5cKVbPYh/cwjzjjDP09iBbzwgwAowAIyCFgJN/3OOiwY8//ghbt24Vc9ZBBx0k1SZDqLq6Gvbu3QuNGjUSx3L48R8CDYqATZgwAVq0aAEjRowA7HzYgXfs2JHyMP6kSZNg9OjRJF5Zv3492coclW4qvehg1u1uN2e83cWbso+zr9V9vW7dOrFzs3r16mhlgwYNgsLCQkGg0j3Tp0+HAw88EK699lp4+eWX4YILLoClS5eKee+iiy4CPLqD56b58R8CDYKA4SpXly5dYMWKFVBUVASvvfYaPP300zB58mR4//33U6LOBMzdDsmB2l28eVLWB2/2tXd9XVlZCSeddJJ4wWzIkCFwyimnwOzZs+GDDz6A++67D+644460xv3ud7+DY445Rsx7BgF7/vnnoVOnTvDYY4+JF9NwfuTHfwiQETB8I7J169YCUVz1MrYakf1/+eWXUFFRAcuXL4dTTz2VCVgCAlREiEov5eSkq272tfvBngpzKr1+GVtvv/02nHnmmdCjRw9YtmyZ6Di//vortGzZEvbff3/YuXMnXHLJJdCqVSuYP38+bNy4UaxoDR48WGxZjh07VpQbNWqUmO9wDkQChvI333wz4MtpeNTmySefhJkzZ4oMAX369IGJEyeKHSIs3717d3FMp3///uI7fryBAAkBywTNhg0b4NBDD4Xs7Oy0RXkFLBOSzn7PgdpZPK3URoU5lV6/TMpWfJtYhgpzKr0di6dCTXVNGIYAQGneSBnYpGWcsnvq1Kni2MysWbMAtx2N56yzzoK33npLkCwkVkcccYTY0cEUTB07dhQE6vTTT4fLLrtMvPFfXFwM+/btixIwPPd14YUXii1IJG9I8jAtE+bInDFjhiBmffv2hcMPP1yoxPpxxQz18uMNBBokAbMKHRMwq0g5U86pgCXTGtYtg5q8DOMtj52sJBXmbunt+cq/4dnzLxLwdCyeBtVVVXFQ4dvxpfnukTCn7MYzXHl5ebBw4cK41SckTy+++KIgXEiezAjYXXfdBam2IGMJ2JtvvimO5+CZ51AoJLY2Tz75ZLFShgQMV9/wv/mwvuzoo5FjAiaJu1ODV0Y9lW4qvbwq4n4aFva1zMhUk6HCvL71ti8qEGmFoDa80hXA/wEIfxb7BADW549SA9GGtFN249nlc889VxzCx21CfMrLy8VtL/jgC2VHHnmkyHv50UcfibNiXbt2FStgVgkYbj3ikRwkYMbO0MEHHwy9evUSBAzPmSEp48dbCDABk/SXU4NXRj2Vbiq9TMCYgMmMExkZHfu4kzZ3mT8HynfvNrgWNGrcGPbu3RMmXzEPrnb5hYDhIfzTTjtNvAGJhAi3AJEwIdEaM2YMjB8/Hs477zxBoObMmQP/+te/xH/HEjA8B43nx9auXWu6Bfnxxx/DPffcA//85z+hc+fO4r8vvfRSsSWJBAyJHNbHj7cQYAIm6S8ng5bdJlDpptLLBIwJmN0xIltexz6uYvMfFsyDGqiFNf0GCMhzCifHky1c7EogX1guEAxAbY0/VsDQHkwYjoff8c1H48FtyYcfflikocDtQTzrhc/ZZ58Nb7zxhiBRd955J9x2223w4IMPiu8HDhwYTUOBW424jfnss8+KBOV4IB8JHD4nnHAC/Pvf/xZbjkzAZEc7vRwTMEkfqAQtSZVRMSrdVHqZgDEBUx0zVuV17OMyNnddMBd27fqtjlwFALJCWVCVcK4rFe7BUFAQMPy/8BMQZOKboflWXaVcTsbuTErx7f5t27bB73//++gWpCGDK2V41R6+3Zj47NmzB2pqajJeu4dbm9u3bxekC1cR+fE2AkzAJP1XH4PXalOodFPpZQLGBMzq2FAtp2Mfl7G5fWHkXFcs4EgIEs91hblV0qqYcdZLRreqjw15St1O2cD1eBsBJmCS/qMcvFS6qfQyAWMCJjlMbYvp2Met2Bw9SB9F1IRsGQsysTuLAYAmTZvC3j2Rc2ABgLYHt4aVV4dzVVnRbduJFgUodVtsIhfzOQJMwCQdTDl4qXRT6dU5UFNhTqWXfd3wyHaH6Zivqzo+Upqd7QoABANBqKmN5PbCxS9MLZEmv5eu/Uxy2mExnyHABEzSoToGDh1t1pUQsK8lA4OCGBXmiXo7zyyCysp9MWtdJm8smtiJB+vtJlOlspl6XCt0Exb1EQJMwCSdqWPg0NFm6kBNhTmVXl3xprQ70dc5hQXmZ7liYyUeus/KhurqcDLVYDAE64YNtx1Nde1ntoFiAV8iwARM0q06Bg4dbaacGCl1s68lA4OCGBXmqPfcl16A2pitw6TUEUkH6QOw3oGs9VQ2U44thS7Coj5DgAmYpEN1DBw62kwdqKkwp9KrK96UdneYPqXuTsYU8VCkPDBImIP3Nvqhn9X8OjgGtUi6/+gnmX8PHjRbchZiMa8jwARM0oN+CBx2TdfRZsqJkVI3+9ru6FAvT4W5aUqJBHNCWbjFeJO6kQk1UNns5Niq+rXuAm4ZgLKYgMnA5gsZJmCSbvRD4LBruo42Oxmo7eJNqZt9LeMtNRk3Me+6YF44kaqx15iYrV6klAjf2hgMBmFdrvPki7J/O6l77/aBSo5v3DKc3Z4f/RBgAibpczeDZWITqXRT6XUyWMq4W0e7dbRZp36W8aB9wJkzXpnGmx/62Z5fB0YvGo9egmkYbuxAJv6M+b4JE7BM3cS33zMBk3StHwKHXdN1tFmnSTm2P7Cv7Y4O9fJuYH7C/Dmw5oaByXc2hhe8Ik8AzunSBeac2U3dqAw1uGFzqiY4pbtse/geTNmnecu5sqIs53EEmIBJOtCpwSujnko3lV5dSRCl3exrmZGpJlOfmEcz2ceeCU/adnRn1ctvRH/X9v5Kjt+/5TwleRb2LgJMwCR9V5/BMlOTqHRT6aUkIrrqZl9nGoXOf19fmB8zuzh8FVCGB896leSNyFTM0e/ry2YrjXRK945tN4bVmdx5GZfOI8X3B7Z6xEpzuYwPEWACJulUpwavjHoq3VR6dSVBlHazr2VGppqM05h3mTcLskJZsKtsd/JVQsgXgsFowlX875J6OmifDhWnbbbjAad0b98eIWAJys1ua4otYnzfsiUTMDt+81NZJmCS3nRq8Mqop9JNpZeSiOiqm30tMzLVZJzCvNOMQqiqqoy+4Ji0MhNpZigrS2Svd0qvjPV+0P3LthuiZ+9TnblP93nrVvNloGMZHyDABEzSiX4IHHZN19FmJmB2e4l6ee5nahiavuGIiVRrYw59xbzlyHir4b1l2w2RdB4xmWptULI2rRaoNYClPYsAEzBJ1+kYtHS0mQmY5ABREON+Zh88vEC7qrIycuSotm71y6gqEACRzR5JWAAvza4768V428c7VuLnbf1s0K24CwWE3GFMwNQc4GFpJmCSztMxaOloMxMwyQGiIMb9zD54OYWTk0lXbDVp8nox3vbxjpX4EQ/hp9xjDBPedN8ffjBvQap5wLvSTMAkfadj0NLRZiZgkgNEQYz7mTXwOhZPExdo48pWdVV1aqEAQCgYSpnNnvG2hneqUj/8Yn4I32qtvz+YD+Fbxcpv5ZiASXpUx6Clo81MwCQHiIIY97PM4GXMZC/ecgxnVs3Kyoavh+SlrJTxzox3uhLf/YKJWGvFxU21Jj+NTcdU37c7mPOAqXnAu9JMwCR9p2PQ0tFmJmCSA0RBjPtZMnidZxWJbSwkUuItx8rK9AgHAI5s3QbevLpPRk8w3hkhSlugdKtaJvz2rTkTvpoHvCvNBEzSdzoGLR1tZgImOUAUxLif1YF37NyZsKeiPC6lRDAYMs3rVXeVEF6gHbKc14vxVuisAFCyFS/jlklAEX5rsgMTMDUHeFiaCZik83QMWjrazARMcoAoiHE/qwOvfWEB1Mamj8CvElNKRIpnN8KtxnzbyDPetiGLE/h660AF+gVwdOs5ag1gac8iwARM0nU6Bi0dbWYCJjlAFMR07mfnvrhUnCOqexLydwkChv8fiCNmeBC/NH+kFOo6452TkyOFWazQV1sHR9N7GGk+7Pw8ps1s5TZwBd5EgAmYpN90DFo62swETHKAKIjp2s/Ehdk1CTdkm91nEwBYnz8Kjp5dDNVVlRDKyoa1g4ZJI64r3k7Z/fmWwdLYo+DxbWYpybOwdxFgAibpO6cGr4x6Kt1UenUlQZR2s69lRqZ9mfZFUyKrJ+FjRMnbjZE6Y3hZMIT3Njp3aTb72r7fYiXWbBmiVMEJbWYqybOwdxFgAibpOx2Dlo42U5IgSt3sa8nAYEMsKXlqitWu5s33g4rycrExmZ2dDWsH59rQkrko+zozRulKfLx5qFIFJx4yQ0mehb2LABMwSd/pGLR0tJmSBFHqZl9LBgYLYphSQlwblLjdaCKrcrbLQlNEEfa1VaTMy63erEaI/3jIdLUGsLRnEWACJuk6HYOWjjbrOkGxryUDQwYxzF5fXV2V8togkTzV2G4MAJTmyR2st9N69rUdtJLL/ndTntJbkKccWqTWAJb2LAJMwCRdp2PQ0tFmJmCSA0RBzM/9zDStRAxWwZD1/F0KEMeJ+hnvdBg5ZfeqTcOVXHHqodOU5FnYuwgwAZP0nVODV0Y9lW4qvbqSIEq72dcyI9NcRmSur6qKJOus+xEtHb4xSKSWkE0lodJa9rUKegDv/XyTUgV/bjtVSZ6FvYsAEzBJ3+kYtHS0mZIEUepmX0sGBhOxpMP2iWUCAVifP5LsLBb7Ws3XKzeNVEmED39pW6DWAJb2LAJMwCRdp2PQ0tFmShJEqZt9LRkYEsSOnjUd9u3dm7qyAEAolAXrhg1nAuYM5JZrcaqPv/3TKHOdZm+1xpaMfH/GYZMtt5kL+gsBJmCS/nRq8Mqop9JNpZeSiOiqm30tMzIBxBmvmEz2mDaicl/yxdmBYBCa77cfrOlXd5EzFeZUev0ytt786RbRWYwbogzelXhjVKrvzzrsIbnOxlKeR4AJmKQLdQxaOtrsl0nCbjdnX9tFDMA8k31kOk64XahR48awdlB8+gIqzKn0+mVsvf7TbYJ0i+uhJH52O+xB+52NJXyBABMwSTfqGLR0tNkvk4Tdbs6+zowYHq6vrq4WKx9/OCoHVpeWhrPaJ2wzNW7SBPbuwW1I/C4AwSBmsk8+uE2FOZVev4yt5T+NVjoDdu7hkzJ3Ni7hSwSYgEm6VcegpaPNfpkk7HZz9nV6xJJWu0wuyA7vS4XvbbTyUGFOpdcvY+uVH29XImDnH/GAle7BZXyIABMwSafqGLR0tNkvk4Tdbs6+To+Y2ZuNmLU+8S5HO5nsqTCn0uuXsfXSj/+wO7ziyl9w+H1K8izsXQSYgEn6TsegpaPNfpkk7HZz9jVA55lFUFmJB+jD24qCTEUy05umlggEIBQKQU1NdWRFBMtbvzSbCnMqvX4ZW8s23lk3vMK7zLZ+v/B399odnlzeJwgwAZN0pI5BS0eb/TJJ2O3m7GuAnMKCpDNdRqZ6s+/wGiGVq4OoMKfS65ex9cLGu+0Or7jyFx8xUUmehb2LABMwSd/pGLR0tNkvk4Tdbq6Dr8U5rsiheSMLvWH3Fa8sg9XffJMEm0GyOkyfAjU1NXH3Nv7jop4woF07u1BHy1NhTqXXL2PruR/GhH0oXniNWQKz+Ptlv2cCJj1oPC7IBEzSgToGLR1t9sskYbeb+93XZikjcItxeY9LICcnBxYAwITCyUmXZieucuGbkPhW49rB8Skl7OJN2c/87utUvnDK7mc3jKu7jLs2kg8sysdqxda1QcuQn4l8YDHfX/778TLdhWV8gAATMEknOjV4ZdRT6abSSzk56arbD77uUDRF5GUKBkMi03zsY36GC2BFj0sFAcPHrExWdhZ8M1Tt8uX6JgR2Y4offG3XZifH9dPfRwhY5CWMaMJV43cjAUmK7688cpxM81nGBwi4TsBw2b6iogKaN2+uDN+kSZNg9OjRyvXIVKBj0NLRZicDtZf6mZd9PbdmH9w3vShu9SrxbUSzM1y4hRRLwNBfdduUqfN3yfjVTIYKcyq9fhlbi7+fYN4FLF5FdNWRkS1MpzoS1+MZBFwlYPPnz4cpU6bA4YcfDlVVVbBo0SJo3bp1FKy9e/eK388//3zxWefOnWHixNT740zA3O1nHKjdxZtygmrIvu4wfSrU1taIrZ2S3OS3DM0z0sfn48q0Bem+p4HvgnQZdKf6+BPfqZ3h6t1O7RC/y7CxOgcRcI2AIeHCe9F27NgBBxxwAAwfPhzatm0Ld9xxR9SctWvXwpgxY+CJJ56ArKysjGYyAcsIkaMFnApYMo1i3TKoycs0VLyTVq5MEp2aEjAA2K9Fi7i7F8OrW4hR+JwOvsHYUO2W92RmSR1tdvKPm8e/vzf2UFfiIa+Mv/dpd1dmJ3EJXyLgGgH79ttvoVu3blCK13UAQGFhIXzyyScwb968KLDLli2D3r17w65du+Dkk08GJFhnnXVWSuCZgLnbJzlQu4u3k5OE3ZY3RF+fuGA+7Pzt1yRTxNU+Mfm28OyXeEMx9rGYkb4h2m3Xd3bL62izk2PrsW/VEqled5RaIle7/ubyDQcB1wjYmjVroFevXvD1118L6xcuXAhvv/02zJ07N4rG66+/DqtXr4a8vDxYvHgx3H///YCrYvjX6cqVK+Hdd99NQg7r5IcRYAS8j8C5Ly4Vh+bDT0CsmL983gVRwy5Y/jLs24t3KiZwq2AAll9wSdyH3V5cWpfDC68JwjccE8p4HzG2QBUB44ULlXoWfKt2lVC/o25XUc+yHkbANQKGB++bNWsm/jLFYFhQUCBgGzlyZBS+ffv2iUzS+A8vucVtyA0bNsARRxxhCjGvgLnb8/gvZXfxRm1UmLuttz2+sZi0ahWA9fl18QHxMHsz0UiOmuidY+fOgOqqKvh6SL5lx7ltd2zDqHRT6aXs307qfmT9pLq0EkZ6CRs/++fQvEhmeVBwwXpDwDUChhZ07doViouLoUuXLtC9e3cYP348nHfeebBq1SrxGRKqrVu3ijLvvfce9O3bN7plaYYAE7B66xemFXOgdhdvJycJuy2vD1//8dEFsKvsN/EHVmLerPaFdUlRo21Ndb4LD25FF8qSSZpdWxsCCfKbr636oD76mdu6565/UKzcYjJfmZ8Dc26z2mQu5zMEXCVgL7zwAvTp00dA2KNHD3HYHlfDWrRoIUjYgQceKM6J4coX/kOCduGFF6aEnAmYu73RD8FSBjEd7Xba5mg6hxTEySoBM/yH9zQ2a9IMPu53o4xLU8o4bbedxlHpptJLSTqd1D2r9CEj01fcT4OQRVLkJ62JGd8Pbn+rnW7CZX2EgKsEDHErLy+HnTt3ijcgUz2bNm2CQw89NCPMTMAyQuRoAQ7UjsJpqTIqzJ3Wa7p1GHN4vuP0qeLYQeyTmLvLEmCKhZy2205zqHRT6XWSBNnB2SjrlN0zSydLrXwZBGxo+5tlms8yPkDAdQLmJGZMwJxEM3NdTgWszJqSS7BuGdTkZZzE+5g5M2BvRUVSYxKv9elYPBVqqiNvLwZA6WJrWcudtNtuG6h0U+n1CwGbXjLZrqvjyud2GKUkz8LeRYAJmKTvdAxaOtrsl0nCbje362uRnyt6MAugUaNGsHZwnlCb+l7FIJTGpI9wemXCrs3saxnE1GTs9jM1bfHSTukuLJkSkwfMxun7SKb8/I7JyYSdtJPrargIMAGT9I1Tg1dGPZVuKr26ToyUdtvxtXnm+fjD8UlnvNLk5bKjW2b8pJPRUbeONjs5tqasm5pMwIxOFr11O4GYxXw/otNNTndjrs8jCDABk3SUjkFLR5udDNQyXY0Kczt6U92ruD4/fmulY/G0aBqaktzUk44d3TKYMgGrn5UgGV/4wdcF6wqVMuGP7FQ/l7vL+INl3EWACZgk3n4IHHZN19FmJmAAYvVKdJa6K3ti+47dNxgz9TvuZ5kQcvZ7xlsNz4e+LlSq4JbO1vPUKSli4QaHABMwSZfoGLR0tFl3Ama2upV4eB4vx65x8A1G7meSQUlSjPGWBC4i9uDXRSkqiBzySll9+PtbO4fPSvKjHwJMwCR9rmPQ0tFmJmCTY8/Wh0dLIDn5aXh7sVqURYJWkit/sJj7mWRQkhRjvCWBi4hNWjtdqYLRR+cqybOwdxFgAibpOx2Dlo42+52A4QF64x6VZs33g89uGChGhOFrs/xd9Z2fi/uZZFCSFGO8JYGLiD2wthjwcoZAIHz9qPhpnLlP/Nzk+zuOGabWAJb2LAJMwCRdp2PQ0tFmPxOwpO3FAEBB/ijAa63rCBgSNCN9fXiwBGMSqEoOn7Ri3M/qA9XUdTLeanjf++UMpQruPHaokjwLexcBJmCSvtMxaOlos18JWKrkqAa5ivV13SH88F/3pXnxF2RLDqGUYtzPnEY0fX2Mtxre93w5K6YCY+0rZgkM8KyX8SR/f9exQ9QawNKeRYAJmKTrdAxaOtrsZQKG9yVWV1UJ1pSY9qHzzEKo3FeZ1PuNA/bsa8nAoCBGhTmVXi+PrVg3T/hiVt2WY4R3JdKtxHRgsd+PPW6wQq9hUS8jwARM0ns6Bi0dbfbqJGGW+PSQg1vD+9f0jfZ4s/NdoawsWDdseHQLUnJ4KIlxP1OCz7Yw420bsjiBcV/MCadogYDpnZDGZdypvh933CC1BrC0ZxFgAibpOh2Dlo42e5WAmR6eDwbitg87FE2BmtrI3Yvi5ca679nXkoFBQYwKcyq9Xh1biS4e8zkSMPlnwvHhF1/40Q8BJmCSPtcxaOloc0OdJMT1P/hGFRInPBQfk1n+OwA4e1ryBcF23l5kX0sGBgUxKsyp9DbUsWXXhXd/PlfpLsiJXQbYVcnlfYIAEzBJR+oYtHS0uSFOEmaZ54MhJGF1ubesrICl6/rsa8nAoCBGhTmV3oY4tmTcd+eaeTJiUZl7T+ivJM/C3kWACZik73QMWjra3BAnCTNylZgcNbxCVluXRDXN5ddmQ4B9LRkYFMSoMKfS2xDHloz7/rHmERmxqMx9J9yoJM/C3kWACZik73QMWjraTDFJdJk/Jykhamw3tULAsPw5SxfBDz9ug2AwAF8PsXffHPtaMjAoiFFhTqWXYmzFuscpu2//9JHkLUhDUeLrjzFZKESRWoAH/sAETGHYeFqUCZik+5wavDLqqXRT6fVLoM7k67hVqwCe7wrA8h6XQE5OTpyolfsZM+nK9D37OhNCzn9PhTmVXr+M69s/nZ+cCT9VBnyTzyf94QbnOxPX6AkEmIBJuknHoKWjzW5OEmYrW4lnu7A9XR6ZDWVlZeE/n0XeoQCU5jubHJV9LRkYFMSoMKfS6+bYMnOLU3bf9vGCpDxgdQtfRnoKIxlF4s9aePBEJmAKw8bTokzAJN3n1OCVUU+lm0qvXwI12nHa4wvggz79ktx+7NwZsKe8IulzIzGqTD9RkWFfq6AnJ0uFOZVev4zrWz9+VM7hEakHT7xeSZ6FvYsAEzBJ3+kYtHS02alJosP0KVBTUxM9K5K4anXO4kXw7ebNJgQsCKV5dW83SnZX22Lsa9uQKQtQYU6l16mxJQu8U3bf/FGEgGFOmNhrUy3+/vCfmIDJ+tDrckzAJD3o1OCVUU+lm0qvHwK1lbQQZpdjH9u5Myw7r4dMN1GSYV8rwSclTIU5lV4/jGu0YdTqx+r8bXLIPtVVkEKoFmDyn66T6i8s5H0EmIBJ+lDHoKWjzU5MEj1f/jd8sm5d8uoWZp5POLvVYfpUqI1kp2/bshU8dtpfkg7hS3ZZW2Lsa1twOVKYCnMqvU6MLRXgnbJ7xP8WhpkU3lSPqV8E47L++5STmICp+NHLskzAJL3n1OCVUU+lm0qvFwJ19A3GiENjr/XBj6ysgJn1BSrMqfR6wdcyY9aKDBXmVHr94uub/ve4cK/FHcdoVzDKTz2pj5XuwWV8iAATMEmn6hi0dLTZyiRx+qJHYfP2bfHnPwCgUePGsHZwruhhZpdjN27SBL4aOCxtD6TCnEqvFbwlh6wlMR3t1tFmJ/vZ8A/DBEyWgU07hQmYpcHpw0JMwCSdqmPQ0tHmxECNZGtfdS18dF3dm4wdi6dCdVV1Uk9KTCGBB/FFdnpBzpB8Dc3Y+6gwp9Lr5MSYEVyTAjraraPNTvaz4R8uSpOGIlX6ibrPC0+5VqarsowPEGACJulEHYOWjjYbgfqqle/Atp3b4672EStcg3Kh04xpUFVZZULAQnGXZMt0NSrMqfQ6OTF6CW9Ku9nXMj2lTiZv1SKlCopOZQKmBKCHhZmASTpPx6Clo83GxHjui0ujq1fRLhMIwPrIIfqkM142715M1Q2pMKfSS0kdbrI1AAAgAElEQVREdNXNvpacBCJieR88YV5B4qGwxFKR74tO663WAJb2LAJMwCRdp2PQ0sHmE+bPgarqavhywJBoz0C7u734fNIZLzzzsT5/lCi3AAAmFhVE83ztt18L+LRff8neVSdGhTmVXl1JEKXd7Gu1YTrsfYOAGYwr8adRv/n3xaczAVPzgHelmYBJ+k7HoOVnm3u+uBQ+WV8at8WYlZUF3wwdDmECtjTyinlMh3FolStdF6TCnEovJRHRVTf7WnISiIgNff9JpQpmnH6NkjwLexcBJmCSvtMxaPnZ5qS3FLFfRAgW2n3eyy9ATXVNXG9x45ogKsyp9OpKgijtZl9LTgIRsSHvPRVTgf1MrDP/zARMzQPelWYCJuk7HYOW120+du5MqNy3D0KhUDQ9hOF+szxdsQQsJycHOhVPg+qa8NuOwWAQ1g27SbL3WBejwpxKLyUR0VU3+9r6eDQrOeS9xeJ8KOb+k/k56/+uVmsAS3sWASZgkq7TMWh52ebkPFx1B+ixCyRdA5SwAoYEjOKhwpxKr64kiNJu9rXayB60cnHkEshUZ8DSfz77L0zA1DzgXWkmYJK+0zFoedXmExc8Ajt/25Hk6VBWKLqKJXJ5VVfHHbQ3thi9ardk1xZiOtqsq93sa5WRAoAEDNP7GTcR2f05569XqTWApT2LABMwSdfpGLS8anOnGYVQVVmZ5OnEM1xHzyqCyki5YBDJ2XBtyYhXfS05nKNiOtqto81Oku2B7yyOJGINQC3UQiCaEt/43Xg52vz7uX9jAqY6br0qzwRM0nM6Bq2GbrPYRhShMLx/2KFdW3jtoqvh+EdmQ/nu3UmeDoasJUpt6HZLduG0Yjra7OSkLOMTKsyp9PoF74HvPK20BTnnb1fKdBeW8QECTMAknahj0GrINpu/xVh3zivTGbB03aAh2y3ZfTOK6WizXwhBRucmFGBf20UsvvyAt/6lVMHcM5mAKQHoYWEmYJLO0zFoNWSb0x2iN1yMVwbV1NSIt5XsvMHYkO2W7L4ZxXS0mQlYxm7heAE/9LMBb+EKmPwz98xe8sIs6WkEmIBJus8PgcOu6Q3F5qNnTRfpJIyMO9mNGsG+ffvqLVFqQ7Hbrr9UyutoMxMwlR4jJ+uHfjbgzVQEzNpdRHPPYgIm13u8L8UETNKHfggcdk1vKDab3bsocvDUGOe/wpY5lSi1odht118q5XW0mQmYSo+Rk/VDPxvw5jNyxkek5p51hZI8C3sXASZgkr7zQ+Cwa3pDsFmki6gKJ0ONfTClBCZBjJKwQABK80bYNdG0fEOw2xFDbFSio81MwGx0EIeK+qGf9X/jmegdsNFleQMfY5k+8WfM9/POYQLmUHfyXDVMwCRd5ofAYdd0Cpu7LpgLe/fuhZfO/TtgMtQO06dCDebrSiRgoRCsy62fzPQUdhvmUemm0qsrCaK0m31tNxLGlx/w+pIo70rFt9J9Pu+cy9UawNKeRYAJmKTrdAxabtscd7A+gIkOg9Bi/wNh52/b4xKmYtqdQw5uDe9f01fSm+nF3LY7tjVUuqn0UhIRXXWzr9XCRv8VS1JWkHgzZGJB/P6RbkzA1DzgXWkmYJK+0zFouWlz+6IpUFsTf/m1cTdjh+lTxNuMxoNJU0vqafWLJ2XJAaIg5mY/S2ymjrp1tNnJcd1/xbPJW5A2lsLmndtTYbSwqJcRYAIm6T0dg5abNpvm9QKAQ1q1gvevvV7Sa3JibtrdUAiBjjY7OSnL9DQqzKn0+gXvG197ViRixQz4mAkfk0Db+f2R83gFTGa8+EGGCZikF3UMWvVlsyBbkcAVDASgJG8EtC8qSHqr0VgBk3SZtFh92W2lQVS6qfT6ZVK24lsm2/64c7T/a8+FU+DEXgJpELFUl0TGfD+vO6+AyYwXP8gwAZP0oo4TVH3YbJZAFa8I2r/5/rBz1474y7Hxzcb8kZIekxerD7uttoZKN5VeJmA5VruGY+XY12pQ9n8FV8DwScz7Ze33eeczAVPzgHelmYBJ+k7HoFUfNifl9MIwFiFauW+tgFc+/0x4KBgI1ttbjpm6QH3YnUmn8T2Vbiq9TMCYgFkdG6rlnOrjA155Tqkpc8+/TEmehb2LgOsEDA9PV1RUQPPmzVOiVlZWBk2bNoVgMJgW2UmTJsHo0aNJ0Hdq8Mo0nkq3it63AGBA0RTxR2JWVhasHZwnTE9HwGKxUdEtg7Huuhlv1V5jX54Kcyq9fiHb/V9CAhazBWmshBlbkhl+n3cBr4DZHy3+kHCVgM2fPx+mTJkChx9+OFRVVcGiRYugdevWUSR/+eUX6N27t5igv//+e7j11luhX79+KZFmAuZuJ5QN1EfPKopcFVTXXiNLvRkBC4aCUJIbn0RVVrcTCOmoW0eb/UII7PZ59rVdxOLLD3j5eZEEWtzGIfFz3gXxK2C//vorHHTQQSkbtWvXLrFAgfNk7INzKl7J1qxZs+jHqRY8sI799ttPtNl4UBbriJU3vvvtt9+gRYsWcfq2bdsGrVq1SmrDjh074OCDD84IKuravXs3HHjggRnt2LNnD4RCIcjOzo6WNfsMv0yFAy7s7L///hnbla4AthcXj2JxS+UvbAd+F8txEut2jYBhYxA8dM4BBxwAw4cPh7Zt28Idd9wRbdMDDzwA2DHuvfde2LRpk/geQTPrECjEBEypL9kWlg3Upm80BgDW54+CLvNnQ9nusvBfkMb2Y17yOS9Z3baNNBHQUbeONjMBc2K02KvDD/2s/4uRLUhrR77qAIqUn9cjTMDWrl0L1157LbRv3x7Ky8uhT58+cPXVV0fL42dXXHGFSMGDZOioo44Sc2B1dTV8/vnnMG/ePEFSCgoKhIzZgsf27dthwoQJYncJFzkGDRok9Nx+++3wxhtvwLHHHivmaFwcQaJRUlICb7/9NkyePBm++OILUS+WGzp0KPzxj38U8/OAAQPg4osvBpy/ly1bBkceeaTY5XryySdh1apVMHDgQOjatauQ7dmzp7AJ65s1axaceuqpgOQO7ejQoUOSHVj/Z599BrfddhuMHDkSLrvsMqHzlltuEXI7d+6ETp06wYMPPijqN8NhwYIF8MILLwjCiTKISzqCa9aDt2zZAmvWrBHtR0zatGmT0V8333yzaPtrr72WclC4RsC+/fZb6NatG5SWlorGFBYWwieffCI6jfGgI7EMOgj/ksBOguUxA7rZwwTMXrBTLS0bLM0O2tt9o1FWt6rNPCk7gaC9OtjX9vBSLc14qyE44MXnRQWS/Avm9rhUyCMpwUWHa665BlasWAE4gX/66afRxq1cuRKefvppmDp1qlioQBKGu0aNGzeGMWPGwP/+9z/405/+JAhYqgUPnIeRsCCBWbdunfhvJGXdu3eHDz/8UOj6y1/+IgiPQaqQROBcbRCws846C+68804xV7/zzjuCYL344ouiDiQnuDqEnx999NGC+FRWVooyxoodrrRhm43VpHvuuQc2b94M999/f5IdaP+jjz4KS5cuhYceekgQMCSH+O+ll14SZBQxw++PP/74JHm055BDDhF4dunSBc4//3zo37+/ILKob8aMGXDEEUfA9OnTBaE0Htx5Q+JmPEuWLIF3331XYIttRQKWzl9o98yZM4UfGgQBQ/bYq1cv+Prrr4VNCxcuFMx67ty5USOvvPJKwH8IjgEcMuh27doBdj4EIPHBOvlpOAh0f2UZVFdXRRsklmpr8S3t+IuyMVqtiASehtN6bgkjwAjohECqP+7tYDBg2fNpErEaZ8NiGJrB1MTPWph7UfwWZHFxsVgd6tu3ryBKic/LL78svkcigyTEeJBEIAFCkpBqwQNXp3AnCneePvjgAzj99NPhxx9/hMMOO0ysHuHq0OOPPy5Wd4xVIpy7kRQaBAzJH+5K4WrbqFGjxGrX5ZdfLs5jI+HA3Ss8PoRtRyKHRARlcK7GRRNcuTO27XBV75xzzoGbbroputoXa4dhG3ICXB1EAvbWW2/BfffdJ4gN6sa2/Otf/xL145MoP378eHjiiSfguOOOg//+97+C1G7cuFHYhHLLly+Hhx9+WKwIGufOkdzialnig/OZQcCM7xL9hX/QDBkyBO666y5ActkgCJgBFDJWNMJYJsVlRePBpVE0fMSIEWJZFTsALoemOozPK2B2woR6WSt/KZud6cK/fKqQlBkcLADCp4nnvNK10IpudQvNa9BRt442o/d1tFtHm5309YB/h1fAZJ+5F4VXwIwH50ZccUFiYTZ54zYfLmAgEUEyceihhyYRj1QLHkiYTjvtNLGV9v7778M333wjyBFuz6EMrgjh6tLzzz8PZ599tqg3kYDhZ0hCcnNzxSoarva8+eabcMMNN4if2O6LLrpIbD/iyhiSu3PPPVeQMSRtuPuFz+rVq4UMrlzhTliTJk1MCRR+GEvAkOR17txZECpcvcOFmVdffRXOO+88U3lc0UNegdugSM4QU2wnyiEO+OCqGNry5Zdfit8vueQSsaqGD67s4YodPmYELNZfiAWuEKI9yF3GjRvXMAgYNh4BQLaIS4FoFDJTBA0dhZ/hMmFRUZFoMC614hIfdpJUDxMw2SEvJ5cpUB8zuxj27tmTVLlx4L7TDBx4tfDN0OG2G5BJt+0KbQjoqFtHm7FL6Gi3jjY76esBLygSsIvDBAxJzymnnCIIC07euABhrE7h97hFiATg5JNPFuVx9SrVylG6BQ88N4UkDs+a4aoRroTh9iWSDnzuvvtusbWJZAyfRAL2ww8/CJJx3XXXiVUvJE5IVvDstrGNicTqjDPOgKuuukq8MIAP6sDf8VjR66+/Ll64mzZtmvgs9sm0AoZlkYTh6h+SPWwvkkZjNTNWHlcEO3bsKM7UYTuQc6D9eID/p59+Em00HlxdM7Iq4MoY7sbhM3v2bHFuPZGAmfkLV9rQLvQR6kGCi+fscMXS7HHtDBgqR3aIB/7w6dGjh1gWxA6F7NTYarzgggsEC8UOhEuDeEgv1cMEzAaLcKBoYqDuMH0q1NbinYwBKM0bAcfOnQl7ysuTNBkETKUJPEmooGdflvG2j5mqBBXmVHoRLz/oHrg0QsAkD4HNuSRMwPAgPK60jB07VsyBuDWHJAFXZvBNwY8//lic/3r22XDiV1wFwpUfPDiPTyJxMVvwwLoQc9xyw1UaPAaEdeJ5LawfV9Nw6xOJCRIHfBIJGG7dIcHA1TTjQVKFh+jxsDoe3j/xxBPFfI8rS/n5+YJk/fOf/4TvvvtOtBMJDS64IOFMfDIRsI8++ki8BICLM3ikCRdzcMvVOGMWK4/EC23Cc2y4/Yo2Ydt+97vfwWOPPSZeFECS+/e//13Y36hRI9EcK1uQZv5CwodbsPjguTlcRMLFJDxnRk7AsAEICDJDPDiX6tmwYYMALfaVU7OyTMBUQ749+dhgmXSwPvJWY9IWZACgSdOm8OWAofaUJZT2Q6CWAYDKbiq9fpmU2dfWEPBDPxv4/PMxN0Aad0Iah/Iz/z730vAZMCRdSBCQJCERwHNOSIZwJQa38PAMFB4OR9KED/6OE7zxIPFAImR8ZrbggatXuMiBBAPPQeHCB6644fEfPOSOxAiJG25xpjoDhofakWgZDx5Ixy1J3FpEkoVtxzbjIXckWbgahitVuBJlfI//Hftcf/310UPviXZgOdyCxMWbSy+9VBy8v/DCC8U5MjyX9swzz0S3H7FsojwSTFwlw3QQeJ78qaeeEiQRsUQyh30Qd95wS9V40hEwtB3rSuUvow5cDcRzYA3iDJi14WivFBMwe3ipljaC5XFzZ0KFyUoX5u8aePbZMHvF69GAhHv+3wyzv+WY2FY/BGoZ/KnsptLLBIwz4cuMExkZp/r4oOfTHcJPdfi+7vPZl8WfAfv555/Fm3upzj7juSckNMaZqXS2p1rwwEUOXJWJzWeFu064NWc3RUOsfqwDCVJsonU8z41tTpcPS8Z/uNLUsmXL6KpVujrwhQVsg3FeziiLdeCqo4rNmfyVrl2ubkHKgJxOhgmY04ia13fyYwtgx+6dImKsGzYcOs8shMp9lUmFndhqTGWRU8FSBjEddetos67kj30tExXqZAY+m+IMWOKWZKKayPdzesYTMLXWsLSXEGACJuktXYJW+6Ip4XNeMW8wHrD/QbBz169xF2UjjKGsEKwbdpMkounFdMG7oaz8Md710o3TVkqFOZVevxDeQc8tTZOGwsIKWM/w4Xd+9EOACZikz3UJWqZ3NQbD11eI3F5IzAL4/wEozU/OYC8Jb5KYLngzAfPHwWyZfk/Vx6n0+oaALTFWwORO4c++nFfAZMaLH2SYgEl60Y9BC9NEVFdFkqgGwm82mhEwCARgfYRsHT17OrTZvwW8c01fSSStifkRbyuWU9lNpdcvk7IV3zLZ9gfZHrQkvAJm3L2d+DPxLu7E72dfwStgMuPFDzJMwCS96LcJqmPxtHAG+5iE9eJyWZHGPh4k/Lw+V7vMXOI3vK12Oyq7qfQyAeND+FbHhmo5p/r4oKcxYWdkK0Di5+xevAKm6kuvyjMBk/ScU4NXRn196E51YbYgYcZWIzY2ANC0aTP4YsAQmaZLy9SHzVYbo6NuHW3Wlfyxr61GAvNygwUBk39m9eIVMHn0vC3JBEzSf14NWtFD9cLugEhe983QfEhFwNbnjxIJVvft3StW0tfl1s8h+0xu8CremezK9D2V3VR6dSVBlHazrzONwvTfD14cmwes7lLuuCsf05zFn30Vr4CpecC70kzAJH3nxaDVqXiauMIh7okkUG1fVAC1NckXZiMBMx4v2izp3jgxHe3W0WZKEkSpm32tFiWGLFZbAZt5Fa+AqXnAu9JMwCR958WgZUqyIJKpfuBQENntjTNfAYCsrGyxOsYEbH30njHJ7iItRtXPqPRSEhFddbOvpYenEBzyVJozYHh8A0/dpzobVlsLM6/hFTA1D3hXmgmYpO8actAS24mRk/PiwHxeOD2E2H6swbsb458mzZrBlxbOdDVkmyXdaElMR7t1tJkJmKXh4GghP/SzoU/WrYAZR/ENkKz8PvMaXgFztFN5qDImYJLOaqiBw+wsl5GhvvPMIqis3Bf/VmNkC9IKDA3VZittVymjo9062swETGWUyMn6oZ8NeUItD9jM3rwCJtd7vC/FBEzShw01cGTK29Vh+lRxVxeyMEye2ny//WDNDQMtodBQbbbUeIVCOtqto81MwBQGiaSoH/rZ0EWRFTC5PKww41peAZPsPp4XYwIm6cKGEDhOXPAI7Nr9m9hszM7OgrWD8zImTpU0V4g1BJtV2i8rq6PdOtqsax9nX8tGhrDc0MfV8oDN6MMrYGoe8K40EzBJ31EHrfNfXRZ+ozE2cWowiPcDhfN2xTxOXZJNbXNOjvtJKnlSlhwgCmLczxTAkxBlvCVAixEZJgiY/FPch1fA5NHztiQTMEn/UQetbi/i9RfmaSPE246R72IP4UuaGhWjtpkJmKoHrcuzr61j5VRJKsyp9Prlj5thj6nlAZtxHa+AOTWGvFYPEzBJj1EFrePmzRQtriivSEnAJE3KKEZls18CdUaATQpQYU6ll33t/iov+1pmZNbJ5D6m9hZk8XW8AqbmAe9KMwGT9J3bQQuz0e+pKK/bckw88Il22HijUcZst22ObSPrlvGYvAzjLY+drCQV5lR6/UK2hz0a2Y1IdRt3hs+L+/EKmOyY8bocEzBJD7odtFJdFRQ9AxYACAVD9XpVkNs2MwGje/GBfS0ZGBTEqDCn0usXApa3YKnEFdx1VxZN78crYArDxtOiTMAk3edG0MK8XVVVlaKFcRdiG20O4NuPjcR3sRnrJU3KKOaGzakawbozusfRAoy3o3BaqowKcyq9fiFgufOfjyS6D4SPheDuhHhifhcZWc2/n34jr4BZGiA+LMQETNKp9R20OhRNieTrStPAQADW54ez3Lvx1LfN6Wxg3W54uE4H4+0u3pRkhH2t5uu8R9Tegiy6kVfA1DzgXWkmYJK+q++gJe5lTHzLMaGtwWAQSvJGSFpgX6y+bWYClowAFeZUeimJiK662df2Y2GsRN48tTxgRf15BUzNA96VZgIm6bv6CFodp0+F6prquhYlZJnAFW1MK4FPKJTlyrZjLDz1YbNV+Fm3VaScKcd4O4OjnVqoMKfS6xfCmy8ImPxT2J9XwOTR87YkEzBJ/9VH0DK9Rii2fZEtx/rQbQUGKr1+CdRWME4sQ4U5lV72NaehkBknMjJO9fG8ucZdkCatSLyNO7FILUDRQF4Bk/GfH2SYgEl60anBa6jv8shsKNu9O3VrAgCNshvB2iF5ZFcCOW2zHehZtx201Msy3uoY2q2BCnMqvX4h2/lzFFfABvIKmN2x4pfyTMAkPel00Eq1+oXXCDVq3AS+Gjg02lKndVuFgEqvXwK1VZxjy1FhTqWXfc0rYDLjREbGqT6eP1vtDFjhIF4Bk/GfH2SYgEl60anBi+qPnTsD9mBm+8Qnkmbi6yF5cd84qduO+VR6eVLmSdlOP1Upq2Mf19FmJ2PKcCRgxlZj4pZj4ucm308bzCtgKmPWy7JMwCS952TQSrf6VZqXnGbCSd12zKfS62SwtGOvUVZHu3W0Wdd+xr6WiQp1MsNnGmfAEq8nCUAt1NalBRP/FftmVfj7wiG8AqbmAe9KMwGT9J1TQUtcnF2T+LpjuFFZ2dmmbzo6pduu6VR6dZ0YKe1mX9sdHerlqTCn0kvZv53UfdNMtTNgU4fwCpj66PFmDUzAJP3mVNAyzfcl0k0EoTRFji+ndNs1nUqvk8HSrs266mZfy/QUNRkqzKn0+mVs3VSMVxHVihRBeCtJACIrXxZ/nzaMV8DURo53pZmASfrOqaCV6o7H9fmjUrbMKd12TafS65dAbRdvSrvZ1zLeUpOhwpxKL2X/dlL3iGK1FbApw3gFTG3keFeaCZik75wKWmbnv/DNR7OzX0ZTndJt13QqvU4GS7s266qbfS3TU9RkqDCn0uuXsTVi+vPhKyCNqx5t/pyaxytgaiPHu9JMwCR950TQOuephfDtlq1JLcCl7NI0dzw6oVvGbCq9fgnUXsKcfS3jLTUZKsyp9PplXCMBU3mm5DIBU8HPy7JMwCS950TQMt1+BABeAUt2ihN4S7qaLPEt5QTFeMv2Fnk5Ksyp9FL2byd1jyxSWwGbks8ETH7UeFuSCZik/5wIWqbpJwIA6c5/ORk47JruhM12dRrlWbcscnJyjLccbipSVJhT6aWMZU7qHlkYXgFLTjKRmHTC/PcCJmAqw8bTskzAJN3nRNDKmTY5SXum7UcnA4dd052w2a5OJmDrISeHE7HK9hu7cjr2cR1tdjKOjpz2fJpErMbhsBiGhkzNeGproeCmy+x2Uy7vEwSYgEk6UjVomaafsLD96GTgsGu6qs129cWWZ90q6NmXZbztY6YqQYU5lV7KWOak7lFTzc+AJa6IJfYP4/vJN/EWpOrY8ao8EzBJz6kErZTJVwMBWJ/m8D31apCKzZIwR8VYtyqC9uQZb3t4OVGaCnMqvU6SIBn8nbJ71BS1Q/iTRzABk/GfH2SYgEl6UWXwyuT+agirQSo2S8LMBGw9b0Gq9h078jr2cR1tdpL83YwELNWdjxY+f3gkEzA7Y9RPZZmASXpTJWilyn6f6fA9r4C5fxbKyUAt09VU+pmMPuo+pivelHZT9TFKm53UffPk2BWwVLdxGyMr+fuHR/EZMJVY5WVZJmCS3pMNWqm2HzOlnuAVMJqVICcDtUxXk+1nMroaQh/TFW9Ku6n6GKXNTuq+5WEkYBaWuqLvSRqnv8I/H7qZCZhqvPKqPBMwSc/JBq1Uub/WD0999VBiE2V1S5oaFaPS62SwlMFAR7t1tFnXfsa+lokKdTK3PPScCv+Ch25lAqbmAe9KMwGT9J3doHXMnBmwd88eEHdWJD4Wcn81hNUJuzZLQmsqxrqdRDNzXYx3ZoycLkGFOZVevxDeWx9UWwF7kAmY00PJM/UxAZN0ld2glSrtBKq3s/1IGbTs2iwJLROwGASoMKfSS9m/ddXNvlaLVLf+8zmlCh68jVfAlAD0sDATMEnn2Q1a5lnvAxAMBqEk9yZbrbCr21blaQpT6dV1YqS0m33t1KixXg8V5lR6Kfu3k7pvm6RGwP45mgmY9VHir5JMwCT9aTVodZg+FWpqasJaErcfLeb9SmyiVd2SpqUUo9LrZLCUwURHu3W0Wdd+xr6WiQp1Mrfd/2zkF7nLiP55R0+1BrC0ZxFgAibpOitBq/PMIqis3Bd/AViMvmAIV79G2G6BFd22K7UgQKVX14mR0m72tYUB4XARKsyp9FL2byd1j75fbQVs0h28AubwUPJMdUzAJF1lJWilSzkRCmXBN0PzpbRb0S1VcQYhKr1OBksZXHS0W0ebde1n7GuZqBCzAnavsQKWUI/Fu4j+eSevgKl5wLvSrhMw3I6rqKiA5s2bK6M2adIkGD16tHI9MhVkClqCfOGWo8lLj02bN4cv+g+WUStkMumWrpgJmCkCVHizr+urJ6eul33tLuZ+wHt0KgJmEcpJTMAsIuW/Yq4SsPnz58OUKVPg8MMPh6qqKli0aBG0bt06iurevXvF7+eff774rHPnzjBx4sSUqDdUApbyrke0xGbKCTPjqYIWlV5KIqKrbva1+8GeCnMqvX4ZW6PvCa+AhRe86jLdi9/xj/AA/lfq7yfdfbn7nY01NggEXCNgSLiys7Nhx44dcMABB8Dw4cOhbdu2cMcdd0SBWLt2LYwZMwaeeOIJyMrKyghQQyVg5m88hocg2iW79WgAQhUwqfT6JVBn7NAmBagwp9LLvnb/ui32tczIrJO5fSISMPlM+A8wAVNzgIelXSNg3377LXTr1g1KS0sFXIWFhfDJJ5/AvHnzovAtW7YMevfuDbt27YKTTz4ZkGCdddZZnlkBO3buTNhbURH+Kyhx61HyjR23uTwAACAASURBVEdeAQsjwJOEu1GG8XYXb8o+zr5W8/XtE5ao8C94YCyvgKl5wLvS9ULAXn/9dSgrK4tDBc98DRs2DL7++mvx+cKFC+Htt9+GuXPnRsuh3OrVqyEvLw8WL14M999/P+CqWCAQgJUrV8K7776bhHSvXr0aDPrdXnw+5RuPmGx1+QWXNJi2ckMYAUaAEdAdgZwc9RXHO8YvSQGjtVP49zMB07Yb1gsBGzVqFPz4449xoObm5sIZZ5whcmIhoSooKBDfjxw5Mlpu3759EAqFxL/q6mqxXbdhwwY44ogjTB3UkLYgj5s3CyoSSKdodAD/PwCl+XV2qvY2qr9YqfRSrg7oqpt9rTpK7ctTYU6l1y9j645xz0RWwALhXI/Ru7at/X7/+CvsdxaW8AUC9ULAUiHTtWtXKC4uhi5dukD37t1h/PjxcN5558GqVavEZ0iotm7dKsq899570Ldv3+iWpVmdDYWAiWuGzLYdJa4ZstKrqAImlV6/BGorvk0sQ4U5lV72tfqKjN1+xr62i1h8+X+MTbUCZq3e+8bzFqQ1pPxXylUC9sILL0CfPn0Eij169BCH7XE1rEWLFoKEHXjggeKcGK584T8kaBdeeGFK1BsCAUv7xiMAZGXjofvhjvYcqoBJpZcnZZ6UHR1AaSrTsY/raLOTMeUfY4wVMLmz+PdN5BUwt8Z3Q9PjKgFD48vLy2Hnzp3iDchUz6ZNm+DQQw/NiFVDIGCml2yH3zoW5LI0z7mtRwMQqoBJpdfJYJmxU5kU0NFuHW3WtZ+xr2WiQp3MnXc/o1TBvUzAlPDzsrDrBMxJsCgJWLpEq07k+kqHE1XApNKr68RIaTf72slIZa0uKsyp9FL2byd1/+Oup8N/cKdYADO8n+r7++5pOC+SWeupXMopBJiASSA5d/d3cN/8Z9O+8VgfK1+8Aub+VpyTgVqiq5Gl3+BJWcZbajJUmFPp9cvYugsJWCQNWDTvqo3f772XCZjayPGuNBMwCd91mlEIVZWVSZK45Yj/SvLsX7BtpxlUAZNKr18CtR0fM9lmsi3TX2RkeFzLoFYnc+c//iUIGCa8RwImlsKMFbGY/Kypvr/3/ivVGsDSnkWACZgN14146y144bOPU77xGAyFoCT3Jhs1yhWlCphUepmAuU9G2NdyY1NFigpzKr1+Gdd33fEvFbfDPUzAlPDzsjATMBveMz1wb8g7cMej1aZQBUwqvX4J1Fb9G1uOCnMqvexrJtsy40RGxqk+ftftixPygBn5v1LlAYv//p5JV8k0n2V8gAATMBtOTHXHI247nn7MMfD4OeFLxOv7cSpw2G0nlV6elHlStttXZcvr2Md1tNnJmHL36MWy3U3ITWQCpoSfl4WZgFn0XofpU6Gmprpe73i02BQ+mG0VKIfK6ThB6Wizk5OyTNejwpxKr1/wvuu2p4S7xVuOqc6Apfn+ngevlukuLOMDBJiAWXBiuq1HvOOxPt94NGseVcCk0uuXQG2hqyUVocKcSi/7mlc7ZcaJjIxTfXzMrU+FbyAKBKC2tjZ6GN/q7xMfYgIm4z8/yDABy+DFjsXToLqqKrlUIADBAEBJPSRazdSxnAocmfQkfk+llydlnpTt9lXZ8jr2cR1tdjKm3H3zk3UrYDEdL/Eq7lS/T3z4GtnuynIeR4AJWAYHdpg+BWqqa5JKhbJCsG5Y/b/xyCtgYQR4knA30jDe7uJN2cfZ12q+HnvzU1ALtRCAgNTPCUzA1BzgYWkmYCmc1+WR2VBWVpYy5UTjpk3hq4FDSVxPFTCp9FJOTrrqZl+7P7SpMKfS65exNWbkE0qdZUJBbyV5FvYuAkzAUvgu5bmvAB62DMDyHpdATo77W0OUQYsDtfsDnQpzKr2U/VtX3exrtXEdJmAxGVeNTKyi2sTPY07pR76fUHCtWgNY2rMIMAFLScAmm77x2Oqgg+C/ffppuSXGgdr9cU6FOZVeXUkQpd3sa7VxPeamRWmIVioCVvf5hKl91BrA0p5FgAmYTQK2Pn+kkNAxaOloM/va/djG/cxdzBlvNbzHIgGL8qnInURGlcblkGm+Hz+NCZiaB7wrzQTMxHftiwqgtgZHTPwTDAaj9zzqGLR0tJkJmPvBjfuZu5gz3mp4j81fmHKjMfP6F8CEwr5qDWBpzyLABMzEdWYZ7xPzfekYtHS0mQmY+7GN+5m7mDPeaniPzVuYpoLEM1+JRWthfNF1ag1gac8iwATMKgELBKA0sv3Ik7L7/Z0nCXcxZ7zdxZsyprCv1Xw9NvfRSAV1iVjDH1j7fULx9WoNYGnPIsAELMF17YumQG1tTdIBfF4B0/PcG+XESKmbJ2X3YzoV5lR6Kfu3k7rHDXssegjfyAdmHAqz8vt4JmDuD7YGopEJWIwjTl+0ADZv327y9iPA+vxRcS7TMWjpaLOTgVpmzFNhTqVXV7wp7WZfy4zMOpmxQxYoVTB+Zj8leRb2LgJMwGJ8l+raoWAoCCW5I5iArV+vXe4zyomRUjdPyu4HdSrMqfRS9m8ndY+LJWDJab7Ct3Qbj8n342YxAXN/tDUMjWkJWFVVFWRlZTWMlpq0YtKkSTB69GjH2tdpRiFUVVYm1RcMhaAkN/7aIR2Dlo42OxmoZToqFeZUenXFm9Ju9rXMyIxZARs0X2xBGlcRhRkXXsodPgMW/T1yVVHi9+Nn36jWAJb2LAJpCVjnzp1h/Pjx0KtXLwiFQg3OSKcJ2FsAcGNhQgLWQPL2I2WwpNTNgdr9IUCFOZVeyv6tq272tdq4HjfwkXAFVm/fNtRFyo+bwwRMzQPelU5LwJDB43PCCScAkp3zzz+/QVnqNAEzzf/FBCzqcw7U7nd/Ksyp9OpKgijtZl+rjeuxA+YpZcIfP3eAWgNY2rMIpCVgGzduhKKiIkG+8DnzzDPh8ssvF0ur+AwcOBAaNWpEZrzTBMz0/kcmYEzANDz7xpOy+2GNCnMqvZSk00nd4/rPVeos4+YxAVMC0MPClg7hv/POO3DGGWckmblz505o0aIFmflOE7D2hQWRPfsYk5iAMQFjAubqGGdC4CrcWl6r5iQBG3vDHCWHjZ8/UEmehb2LQFoC9sEHH8ADDzwAS5cuFRbeeOON0LNnz6i13bt3Jz2k7zQBE4fwqyrj0lDgal9sAlbDeB0nCR1tdjJQy4QJKsyp9OqKN6Xd7GuZkVknM+6G2UoVjJs/SEmehb2LgKUzYOeeey48+OCD0LVr1wZlqdMEDI2zcg0RZbCk1M2B2v3uT4U5lV7K/q2rbva12rgee/1M8wrwqI54CzLFE/l+/KND1BrA0p5FIC0BQ8LVEA/fG2i7RsBMVsF0DFo62syTsvuxjfuZu5gz3mp4j7suQsBk34J8jAmYmge8K52WgGEOE+PAfUM0kQmYu17hQO0u3pTkj33NvnYDAT/0s7F9ZwiozPlXXebVVN+PXzjMDahZRwNEwNIh/AbYbtGk+iBgZgfxQ1lZsG7Y8DgY/BA47PpVR5spSRClbva13dGhXp4Kcyq9lP3bSd3j+hQrOX/c40zAlAD0sDATsATnHTdvFlSUl8XfB2nyJqSOQUtHm50M1DJxggpzKr264k1pN/taZmTWyYztPV0tD9gTeWoNYGnPIsAELMF1pslYAaBxkybw1aC6v1R0DFo62kw5MVLqZl+7H9OpMKfSS9m/ndQ99poiNQL2ZL77nY01NggEmIBZJGCNGjeGtYNzo6V1DFo62uxkoJYZ8VSYU+nVFW9Ku9nXMiMzZgXsqmnhX8RLj5Fz05GjX+J34zbuFN9PWBx/z7Baa1jaSwgwAUvwVofpU6Cmuib+U96CFHhwoHZ/aFNhTqWX+1mO652Mfa0G+dirpipVMJ4JmBJ+XhZmAmbiPXElEdQmnAMLwPr8kbwCluP+BMGTsvuY86TsflinwpxKr1/G9ZheOF/IPxOerptX5GthSS8iwATMxGupzoH9oX17eLbHJdquBnGgdn+IU2FOpdcvk7JMT6HCnEqvX3w95orJMu6Oykx4ZpSSPAt7FwEmYGYEzOxOSABo0rwZfNk/nDRPx6Clo83sa/eDG/czdzFnvNXwvrvnQ0oVTHz2FiV5FvYuAkzArBKwAEAwGIQ+x/0Bxp15JhMwl/s8TxLuAs54u4s3JdFnX6v5esxlDypVMOG5W5XkWdi7CDABM/HdqNdegefXfmnu1QBAdnYjePm8CyBHs/NQHKjdH+hUmFPppSQiuupmX6uN67svmaRUwcSlo5XkWdi7CDABS+G7i55aBF9s3Rz+NuE+VbyeaXmPS5iAudjveZJwEWxNt9iZgLnbx/yC990XP6AE3MQXbleSZ2HvIsAELIXvzl/0KJRs3w41ZrfZBwKwggmYq72eCZircGu5xe4XQmC3p/DYsosYl2cEnEGACVgKHE+cXQy79u41JWC8AuZM57NTC08SdtBSL8t4q2NotwYqzKn06kp47fYLLu9fBJiApfDtKfNmwfby8mQCFsCEx7wF6faQ4EnCXcQZb3fxpiQj7Gv3fc0aGQFEgAlYin5w+xuvwTNffGG+BQkAiVcTudmdqAImlV7KyUlX3exrN0d0WBcV5lR6KW2m1u1+72KNDREBJmBpvHLK3JnwS3m5aYlgKAQluTR3eFEFTCq91MFSR7t1tFnXfsa+bohTM7dJBwSYgKXw8u7KvfCHmcUpV8BCWVmwbthwkj5CFTCp9Oo6MVLazb52f2hTYU6ll7J/U+t2v3exxoaIABOwFF55b+MPcN1zS8S3SW9CBgKQnZ0NXw/JI/EpVcCk0ksdLHW0W0ebde1n7GuSMM5KGQE+A5auD3QsKgAjC0WUhAVi8oIFANq1aQNvXNXH1a5EFTCp9Oo6MVLazb52dUgLZVSYU+mltJlat/u9izU2RARIVsB2794NzZs3B0znYPaUlZVB06ZNxdU/6Z5JkybB6NH1l0X4yiWLYfVPP4kmYC7WWvzfxKSswQCU5rl7mz1VwKTSSx0sdbRbR5t17Wfs64Y4NXObdEDAVQK2ZcsWWLNmDfTs2RNKSkqgTZs2cRj/8ssv0Lt3b8jKyoLvv/8ebr31VujXr19KP9Q3AUPF3+7YAT3/9QT8tncv1KZIyro+nwlYfQ8WniTqG+H4+hlvd/GmJH/sa/d9zRoZAUTAVQK2ZMkSePfdd6GgoAA2b96cRMAeeOAB2LVrF9x7772wadMmaNu2LeBqWLNmzUy95QYBK/jgPZj+31VCv1lWfFzFK2UCVu+jiSeJeoc4TgHj7S7eTMD0wdt9S1ljQ0XAVQJmgICkxYyADRgwALp16wZXX321WG3CLcjS0tKUdy66QcAGL1sKr3+73pyARS7mdvswPtXkSKWXcnLSVTf72v2QTYU5lV5dx5b7PYs1NlQE6oWAvf7662LlKvY56aST4LDDDhMfpSJgV155JeC/K664QpQ75JBDYNWqVdCuXTuyFbAxb78BT6z5NKrfWAVDcohnwnBXEk+yZTdqBGsH57riZ6qASaVX50BNhTmVXvZ1jisxJFYJ+9p1yFkhIxDmQrWmB5vU0Bk1ahT8+OOPcZXgZ6eeempaAjZhwgRo0aIFjBgxAqqrq+Gggw6CHTt2iJWwlStXiu3LxKdXr15qjbUgffGry6Ciqjpasm2zZvBTeVn8gfwAwLEdOsC0zsdbqJGLMAKMACPACFAjkJPjPuGltpn1NxwE6oWAZTIvcQUMV7m6dOkCK1asgKKiInjttdfg6aefhsmTJ8P777+fsjo3tiAN5fe88xas3PA9lO2rhJ/KdkNtTU1Su4KhIJTkjshkvvL3VH+xUunlVRH3Jwn2tfIwtV0BFeZUenUe17Y7Bwv4EgEyAoZvRLZu3VqAiqtexlbjBRdcAF9++SVUVFTA8uXLo6tmZui7ScBufOE5eOf770QzzA7j4+cBPLOWxwSsPkYKTxL1gWrqOhlvd/GmJCPsa/d9zRoZAcEZ6mMLUhXaDRs2wKGHHiqyzad73CRgXWYWQUVlZbQ5ZiQsKzsbvhmar2p+RnmqgEmll3Jy0lU3+zrjMHS8ABXmVHp1HVuOdxyu0LMINEgCZhVNNwnYMcXToLK67hyYIGAxeWRFOgqXErJSBUwqvToHairMqfSyr3m72Wr8Vy1H2cdV287y/kCACZhFP546bxZsKy+PlsaE+Ecf3BpevCZ8DVF7cW1RXZr8UCgE64bdZLF2e8WoAgeVXp6UeVK2N0LkS+vYx3W0mTqmyPdQlvQTAkzALHoTc4GNePWl6Dbk/o2y4b+D8yALADoWT4Pqqqr4mgIA6/NHWazdXjGqgEmllzpY6mi3jjbr2s/Y1/biL5dmBJxCgAmYTSTnffIRlGzbDq0A4JZzzq1b/apJuCQSABo1blwvucGoAiaVXl0nRkq72dc2A4MDxakwp9JL2b+pdTvQXbgKHyDABMyGE898dB5s/O03IYF0q1XTpvDhgCHh7UcTAtakWTP4csAQGxqsFaUKmFR6qYOljnbraLOu/Yx9bS3ucilGwGkEmIBZRPS9jT/Adc8tiZZGAoZn8G/781+h8NPVUFa2OykxK29BWgTXQjGeJCyA5GARxttBMC1WRYU5lV5dCa/F7sDFNECACZhFJz/y8Wq4b+XbSQSs13HHwf1nnwedZhSKc2CCmAVAvBF53LxZ8EX/wRY1WC9GFTCp9OocqKkwp9LLvuYXLqxHQrWSlH1creUs7RcEmIBZ9OTHP/8MvZ55KomA3f23M+H6rifG1RJ9IzKyTOZ0igqqwEGllydlnpQtDlPlYjr2cR1tpo4pyh2VK/AFAkzAbLix+6JHoXT7diGB3Krt/vvDyn4D4mo4elYR7Nu7L6nWxk2awFeDhtnQlrooVcCk0ksdLHW0W0ebde1n7GtHwjJXwgjYRoAJmE3IPvxpI6z+6WfY89tvMOLsc5KkO0yfAjXVZvdEhqAk15m8YFQBk0qvrhMjpd3sa5uBwYHiVJhT6aXs39S6HeguXIUPEGACZtOJuS/9G5avL4Xq2lpxCP+ogw6C5X36RWsxzQkGAE5eU0QVMKn0UgdLHe3W0WZd+xn72uYkwMUZAYcQYAJmE8iORVNExnvjLUgUzz/1NLjplNOjNeUUTq7XNyKpAiaVXl0nRkq72dc2A4MDxakwp9JL2b+pdTvQXbgKHyDABMyGE9/+/jvo/8JzQiKWgJ3Z7iiYe9GlcTW1L5oSLVWaN0J8h6tjtTU1gIfy1ylsR1IFTCq91MFSR7t1tFnXfsa+tjEJcFFGwEEEmIDZAPO7HTug28L5SQTssmOOhQe7dU+qqfP0KVAVSdAq8uTH3BWJ+5eyecKoAiaVXl0nRkq72dc2AoNDRakwp9JL2b+pdTvUZbgajyPABMymA/9v/hzYvHt3dAWsUSgEXw4bnlRLh6IpUFOTfBg/tmAoKwvWmchmahJVwKTSSx0sdbRbR5t17Wfs60wRl79nBOoHASZgErje9eYK+PzHH+Gwli1h8nl/hyZZeCV3/JNTWBC/4mWiJxgKQklueHvSzkMVMKn06joxUtrNvrYzIp0pS4U5lV7K/k2t25kew7V4HQEmYJIeNILW7W+8Bv/d+KOo5dQjjoD7zg5f0J10EN9ET1Z2FnwzNHn1LFOTqAImlV7qYKmj3TrarGs/Y19nirj8PSNQPwgwAZPEFYPWvZ+vgbe//zauhrOPyoHZF16S8oJuo7DIjp8/Uko7VcCk0qvrxEhpN/taamgqCVFhTqWXsn9T61bqKCzsGwSYgEm6EoPW5StegV1798bV0KJJY1g9MJzxXmxDitNi+ASgcdMmULWvEkKhEKwdnAsdpk+F2toa8budlTCqgEmllzpY6mi3jjbr2s/Y15KTAIsxAooIMAGTBBCD1iWvvQQVlZVxNTRv1Ag+HZybVOstr70Ca7f9Asuu6QN/WDAPftu1My5XWCAYEBd4W3moAiaVXl0nRkq72ddWRqKzZagwp9JL2b+pdTvbc7g2ryLABEzScxi0Br/3Dnz7669xNbRv2RJevfb6uM/iDuQHQOQBq42kp4gWtJGWgipgUumlDpY62q2jzbr2M/a15CTAYoyAIgJMwCQBNILWnx+ZDb+Ul4taWjdrDu/eODCuRtN0FHiHkbEzaZRmApbWEzxJSHZUSTHGWxI4BTEqzKn06kp4FboIi/oMASZgkg5NF7Q+27IZftfiADiwSZOMh/F5BcyaA3iSsIaTU6UYb6eQtF4PFeZUepmAWe8bXNKfCDABk/SrWdC6Zfmr8O9v1kJ1JAFr2/33h5927zLdbsRD+dHM+JFtST4DltoZPElIdlRJMcZbEjgFMSrMqfQyAVPoLCzqCwSYgEm60SxodZ4+NUq+jGpP/92R8O6G7+IP3EdSUBw9q0hkyzfegDxh/hzIDmTDR/36NcjtOA7Ukp1FQYwKcyq9Ok/KVJhT6dXZ1wohgUV9hAATMElnJgat73fsgHMi90TGVvmHtm3hmSuuhk7Tp0B1bS20bNIU/jtgSJzWzjOLoLJyX2zGCmjfshUsTzjMbwhRBUwqvToHairMqfSyr3MkI5K8GPtaHjuWZARUEGACJomeWdDqUITXD8VXeGa7o2DuRZdGP2xfVCB2HvEcPl5h9MXQ/HC+sNiLujFrWJpErVQBk0ovT8o8KUsOU9tiOvZxHW2mjim2OyYL+BIBJmCSbjULWt0WzofvduyI1pgVDMKb1/eHtvvtJz5rX4jkK56h7d+4Mezat9fkrcgArE+RKZ8qYFLppQ6WOtqto8269jP2teQkwGKMgCICTMAkAUwVtO5f+Q58sXULHNC4MUw8+1xo2aRJVIPZ/ZAiJxgumyWlpWACFusaniQkO6qkGOMtCZyCGBXmVHp1JbwKXYRFfYYAEzBJh2YKWut3/AqjV7wK28sroM1+zWHhxT2h04xpSUQLCZh4ITIhMWswFIKS3JtMW5dJt6RJGcWo9OocqKkwp9LLvubt5oyByKEClH3cIRO4Go8jwARM0oGZBu+xxdNgX3V1tPam2dlQhtcWJWxBBoNBKMkbAR2Lp0FNTbh8KJQF1dVV4r8DgWASEcukW9KkjGJUenlS5kk5Y+d0qICOfVxHm6ljikPdlavxOAJMwCQdmC5oPfT+uzDzfx8m1dyxVSv4etsv0c8DEIDShHNemJpi376YNyJNDuRTBUwqvdTBUke7dbRZ137GvpacBFiMEVBEgAmYJIDpgtbYt9+ARWs+Tar59r/8DQac+Cfx+UlzZkJZVSWc0KYNLL78qmhZs4P6uEW5Pn9UtAxVwKTSq+vESGk3+1oyMCiIUWFOpZeyf1PrVugmLOojBJiASTozXdB6b8MPcN3zS+JrDgD8b8BQcT1R4mH8QDAARhZ8JmDmDuFJQrKjSoox3pLAKYhRYU6ll5oEUdqt0E1Y1EcIMAGTdGamwXvjC8/B+xt/gKqaGsgOhqB7+w5Q0P0C6Fg0JSlbfuwKl8gTlnAgn1fAADLhLelGS2I66tbRZl0JAfvaUhjgQoyA4wgwAZOEVDZoma5wAcC1XbrCxLPOEa0RiVmN1BQBgGAgGE5VASBWymR1S5oaFaPSq+vESGk3+1p1tNiXp8KcSi9l/6bWbb93sIQfEWACJulVO0Fr0LKl8OXWLRAMBOCn3bvF/Y9xT8IZL+O7Py5YADt2/Rr/5mQAYEWPSyEnh9+Mk3SdbTE7vrZdeQYBKt1UeqknRh3t1tFm6n7mdJzg+ryJABMwSb9ZDVqXLn4CPt+yOU5LTULi1dgzYLEFj5s3CyrKypJaaKSukGy6tJhVm6UVpBFk3fWBauo6GW938aYkBOxr933NGhkBRIAJmGQ/sBq0jptRCHurwjm9jKd18+aQFQjCz+VlUBtZDWveqBGsGZwbV05c0o0pKRKeVIRN0hTLYlZttlyhjYKs2wZYDhRlvB0A0WYVVJhT6aUkndS6bXYNLu5TBJiASTrWatA6pngaVMYkZEV1LZs2hV/37Ek6jB8MBqAkb2Rci8yuLwplhWDdMPMs+ZLmWBKzarOlymwWYt02AVMszngrAighToU5lV5qEkRpt0T3YBEfIsAETNKpVgfvXxfMhZ937YrT8qfDDoP//vRTUlb8xLcdUUi8FYnZ8/EMvri1KHx1kXgin7Vo1Ag+HhS/eiZpVloxqzazbucQoMKcSq/OkzIV5lR6dfa1cxGCa/IyAkzAJL1nNWjtrqqC7o/Nh18qygVv+t0BB8DyPv2ScoGJZqQ4jI9fHfcIngcrTyZtEblOBx8Mr1xznaQ11sSs2mytNnulWLc9vFRLM96qCNqXp8KcSi8TMPt9hCX8hQATMEl/qgYts3QUeDF34tVERvMueeYp+AxXzVI8bpwLU7VZEmohxrpV0LMvy3jbx0xVggpzKr06j2vVvsLy/kCACZikH+0EreL/fQiPfvoxlFdVwn7ZjSD35FOhVfP9IPfFpXHabzrldLjp1NNNW9R5ZiFU7qtkAibpLxUxO75W0WMmS6WbSq/OkzIV5lR6dfa103GC6/MmAkzAJP1mNWjhYftT5s4Mn+OKPKFgEL7OTT5E333RY9CpZUso/PuFSa36DgDOLpwcPvdl8gRDIaitDecXCwSCUGJSv6SpUTGrNqvqaUhERNdJgn1dH704fZ1UmFPp1XVsud+zWGNDRYAJmKRnrAatB959B+au/ihJy51/OQNuOPGP4vMORQVQYxy0DzMoWJ8f/zYkfhx3IF+Ui1QbOYwfR85S1CFprhCzarOKjlSyrLs+UE1dJ+PtLt6U44t97b6vWSMjIKbw2tilGY9hMmnSJBg9ejRJq60GLSsEzDTVRDAA6xJSUqChL33xBYz8zxtQXVWdnFE/AYk/Hn44PHP5VY7hY9VmxxTGVMS66wNVJmCJCOjYz3S0mZLwujuSWVtDRoAJmKR3rAatTFuQz3z1Bdy2/NWkVqQ7kI+6z31pafKl3Qm1NGvcCD4fnCdpYbKYVZsdU8gEYq9FCwAAIABJREFUjGzVkX1dH704fZ1UmFPppSZBlHa737tYY0NEgISA7d69G5o3bw5IMlQeL6yAoX1mh/D7dOkaNd1sBSzdW42WCFgCtILQmayo2cGfMmCxbjueUi/LeKtjaLcGKsyp9DIBs9tDuLzfEHCVgG3ZsgXWrFkDPXv2hJKSEmjTpk0cnnv37oXWrVvD+eefLz7v3LkzTJw4MSXmXiFgaEDJ9u3wSuk6aN2sOVx13PFxNiWlpAgAPH3tdfCnlgeb2o4Bs99/3oCNv/0WfygfSVeKQ/pYUbPsbPh8aL50H+ZALQ2dtCAV5lR6dZ6UqTCn0quzr6UDAgv6CgFXCdiSJUvg3XffhYKCAti8eXMSAVu7di2MGTMGnnjiCcjKysoItFcI2I0vPAfvfI/vMYYfvPfx04R7H0+ZNxO2V1RAKBCAlk2awrY9FdAsuxF8MmhYEg5GwOzx1CJY+8sW8T2ucNXgvZJpCFggGITSvBEZcU1VgAO1NHTSglSYU+nVeVKmwpxKr86+lg4ILOgrBFwlYAZySBbMCNiyZcugd+/esGvXLjj55JMBCdZZZ52VEnCvELDO06cm3ft4ZrujYO5FlybZllNYEJ/t3uRtxlQB02wrM1YBbmuGX52sFVcaldgkYxyo3R/7VJhT6dV5UqbCnEqvzr52P5KwxoaIQL0QsNdffx3Kysri7D3ppJPgsMMOi67WmBEwlFu9ejXk5eXB4sWL4f777wdcFUt1VswLBGxPVRUcP7MwaWWqc6uD4cXefeMwyn15Gby87pukfrJ/48ZxK2apAqZZdv20nc5mqgoO1O4PYSrMqfTqPClTYU6lV2dfux9JWGNDRKBeCNioUaPgxx9/jLMXPzv11FPTErB9+/ZBKBQS/6qrq8U25IYNG+CII46AlStXiu3LxKdXr14NEde4Np3/0gtQHZOIFb88qXUbuP+U+Kz3V7/+KvxSUZFkTzAYhNcuuNiSneLtSLENGZMcLM22ZLsWB8Dcv6VeZbSklAsxAowAI+BBBHJycjzYam6yXxCoFwKWCZzELchVq1ZBly5dxJbj1q1bobi4GN577z3o27cvlJaWpqzOCytg2Phrn3saVm3cGLWjSRYehk9ODzHhP2/Bgo9XJ9nbsmlT+N/AodHP7fzFmmlbcr9GjSEYDMDuykponp0Fnw7KTYm3Hb2Z+oDd71m3XcTUyjPeavjJSFNhTqUXMdJVt0z/YBn/IUBGwPCNSHzjEZ8WLVoAkrADDzwQunXrJla+8N/48ePhwguTr+Ux3OAVAobtfW/DD/Dmd99Cy6bNYOhJJ6fsSclvRCZnxbcTtNISsNhM+kaL0mxL2tHr9FBh3U4jmr4+xttdvCnJCPvafV+zRkYAESAhYJmg37RpExx66KGZiokVs4aeCT/WiPFvvwlLvvoC9lZXQ3YwBOfm5EBB9wuS7MTErG9+/y10atUKPvhxY9yW4t+O/D2MOf5EsLp03mH6lIxvRyY2IPHMmfE9B+qMXdLxAlSYU+mlJCK66mZfOz5suUJGwBICDZKAWWo5gKcIWFVVFRwzsyjuUm6085leV8MfDm1ravIxxdNgb1VV/HcBgBU9LrVMwFD47Mfnww87f4tcXRQ5EJbmXBhe7G12mTcHaqs907lyVJhT6dWVBFHazb52brxyTYyAHQSYgNlBK6as3aD1yMcfwX0r30nS1veEP8DYM8wPwZu+1ShBwBKVZnpbcr/GjWH3vn3RrK5GFn27NktCayrGup1EM3NdjHdmjJwuQYU5lV5K0kmt2+m+w/V5EwEmYJJ+sxu0nvz8M7j7zRVJ2gb+8SQY/X9/NW1FfRGwjsXToDpxZc1ogXE9VMJbm5hDbPkFl9haeZOElgmYAtF3CnO7/dspvdQTo45262gzdT9zcrxwXd5FgAmYpO9kgtZxMwrjthSzgkFYm3tTyhacPGcmbKsoj//egRWwKR+8B9M+/CBJb1Z2NnwzNB9MD+4HArCiRzIBe/jdlXDz//1FEkXrYjJ4W689fUkddetoM/WkTIU5lV5d8XYqLnE93keACZikD2WC1tptv8DNr70Cv1aUQ4vGTeCO//sbnNGuXdoWiHNg1dXh7PWBQNwZMsxmX5o/UsoCs4z7jUJB2Cd0mdwpGSFgvV5/DXbsrRBpxmrD/yOS6wcCatccZTJCBu9MdVr9XkfdOtqsKyFgX1uNBFyOEXAWASZgkniqBK0zFsyDLeVl4lKgdgceCC/1vs5SK8xWprJDQfg6V+5+x3MfXwCbdu2GFk0aw6bdu5NeEIhtFG5BhoIhqKquMr9vMgCwPn+UJTtkCqngLaMvVkZH3TrazARMdaTYl9e1n9lHiiX8iAATMEmvygaOMx+dBxt/+y1O68mHHw5P9rwybUu+/PVXuHDh/KQy4oC85CpYbGXm247hEsZKW6bD+x1btYJXr70+ro247boHSZu4MDxo+nalFRfI4m2l7kxldNSto81MwDKNBOe/17WfOY8k1+hFBJiASXpNNnAcWzytbpsvohsz3X84YEjGlpiRpPolYPFJYJO2LRNajOkramtrxKfXHt8VnvjiM6gxtjQjZXElrTTP/rapLN4ZQbVQQEfdOtrMBMzCYHC4iK79zGEYuTqPIsAETNJxsoEj8SA+qj+4WTP4oP/gjC1JPrcFcFTLVrC9vAwaBUOwykIdqZSYkatGWVmwdtjwqEj7ogKorUmRQAz3U2O/Eln2AxDJIlunVnKrUhbvjKBaKKCjbh1tZgJmYTA4XETXfuYwjFydRxFgAibpONnAcdFTi+CrrVvitP69Q0co/HvqK5diCyMJMohOIBiEmprqOuITAOjRoZPlumLr/XbHL3DOwoVRFhWEAJTkj4Rxb78Jj635OB6lBKIVDAShBle+ErlZIimLcLLYs2KC1EVTXgQg748nwyiTtypl8ZZ0b5yYjrp1tJkJmBOjxV4duvYzeyhxab8iwARM0rMqgeO655fA19t+gWAgAKccdjhcdVwX2F6xBy7s1MlSawzd9bklaTTEbGUMtxGNtx/vPfMcyA5lw63LX7bUdlwUCwaD0CyUDeXVlVBTHd6yjD4p7qJUwdtaw1KX0lG3jjYzAVMdKfblde1n9pFiCT8iwARM0qtOBY4TZxfDrr17RSuQkF19fBeYcOY5aVuVjoBBmsu0ZUxNlRNsfcLB/5SXfovErnXpKmJXyRLTaoj2pdiidApvGQx01K2jzUzAZEaHmoyu/UwNNZb2CwJMwCQ96UTguPa5p2HVxo1xLWiclQVfDM2XJmBOHco3GmB1la1D0RTTbchGoRC8mXsT/HX61KQD+aZGRghY+BJx3NMM72sGg+b3U0q6z5aYE762pTCmMJVuKr26kiBKu9nXsqOT5RgBNQSYgEni50TQOvsxvCR7R1wLkECty0uf18vQ3aloClTFnr0KAGSFQlBdXRPeIQyA1BuHsQ3qWFgA1QnXEh3e4gDYWrYbKmtqALP5v9jrGujQpg38+ZE5sKlsd90dkjGJYtMe4I9VGAiIdotzYQlnzZ654hr4Y1vzi8sl3WhJzAlfW1JkUohKN5VeSiKiq272tezoZDlGQA0BJmCS+DkRtC771xPw2ebNcS3IdD1R4iRx73/egsc/WyOI0O9aHABrt21NIC7xqSRkzO06a7q4nBuJUfuDWsK67duSyFGmJKwdi6dCdVUky34C4ar7NYF0JTQ2FArBusjVTV1nF0NZJbYpAOuGpb7OScbeRBknfC3bDirdVHp1JUGUdrOvZUcnyzECaggwAZPEz4mg9eFPG6Hvc0uguqbuIPppRxwBj1/WK22rUuk2XWUKAHyUPwoOkrQzVgz13vK/D+CTTZuSaut88MHwcoaM/qkO9GNesExJXlFhdlYWfD1seHJZh8+9MQEDcKJ/y3Y51i2LnJwc4y2HG0sxAqoIMAGTRNCpoLWnqgomvPMG7N5XCV/9slUcyMfVrL8ceSQ8cPZ5pq2zRcAAYPqFF8PfczpIWlonhnoHrHwLvtsRv22KJQ5v0QL+029AWh3vrF8P/V5carpFmSnJa/i+yZi7MBNSXuCblSUZtm5lAXDK1zL6qXRT6aVcCdJVN/taZmSyDCOgjgATMEkMnQ5aeC/jt7/+Gtea3l1OMH0jMpXuY/Han8rKeIsih9qvX7oEvv11Byy4pCfkHCS3HoZ6V1WUwZ1vLE/K+TXq9D9D3smnwdNffQH3/udtsarX7aj2UND975YQTrkChmfCDMqWcBYttuLEDPuivsghMpVLy3lStuQ+Rws5PbbsNE5H3TraTD2u7fRJLutfBJiASfrW6aB19PSpUBWzFYnNOqJFC3jr+v5JLUynO5Z4oGDb5vvDz3gw3iAvkZUkleuAMJt/RVUd0cM3N78aOhyuePpJWL3p5zhytl/jxrBmcG5GlC9ZvAg+27I5Tjb2jc6UaS4iNQdDeM/kCGhfNCV8HVLCCpnK26FO+zojGDEFqHRT6aWeGHW0W0ebqfuZnRjAZf2LABMwSd86HbQ6T58adxYMm3XofvvDyhuSt/Xs6O5YNCWp3lS5tjJBkUmv6SqWjauHSrZvhwueeAxqAwAH7X8gfHhdP9Gk5aUlMPjFF1I3LxCA7GBAvJWZlI3fkDJpB+o6Yv8WMPuiS9OansnuTLipfE+lm0ov9cSoo9062kzdz1RiAsv6BwEmYJK+dDponT5vNmwtL4trzdlH5cDsCy+xtQKWWDjV1t4dfz0DBp74J1vWZ7LZ9ByXDQKWrjHmCWEBWjVtBv8dMAQyrZDFkk7xRiZeEm6skmU4xJ/Jblsg2ixMpZtKL/XEqKPdOtpM3c9shgEu7lMEmIBJOtbpoLV5927o+fSTsK28XGTEb9+yJfz76j6wfc8eaNmkSVwr7ehO9WZkprQRZrBk0ptpBey8xx+FDb/tBEzO+tRlveCYNm0so3/ynGLYtmdPtDxuKZ7Y5lB45spr4P6V78Cc1f9LW5dxRqxj8TSorq5K3qIMBlLmTMtkt2UjJApS6abSSz0x6mi3jjZT9zOJUMAiPkSACZikU+s7aHVbuAC+3/mrOLqVHQqK+yLHnXG2aK1d3YmrQ0he8E1LPHNmJ2FrJr14AH/0ilfjLgc/5uDW8OI1faFDYQHUxB6iDwBMPKsbXHv8CZY8kE43bl2e9/gC83oiZ97OPao9vLa+JM0WZXy+NHyRYMFnnwJgstmsRvDVkGGW2ul0oUyYO63PqI9Kr0z/dhIDHe3W0WbqfuZkn+W6vIsAEzBJ39Vn0Br/9puwcM0ncS3LCgVhbSThqIzuo3Hlp6YG2jRrDlsryqAq4RLsxLcIZVbADJl/vPE6lFfugykxb0CabRHiStjaSGLVTG7IZHPS9icSr9hM/PhWZLq3KAMBKI3cb/mXOTPhp4ry+CYFAL7MzYUmwcaZmuro95nsdlRZTGVUeqknRh3t1tFm6n5WX+OW6/UWAkzAJP1Vn0HryiWLYfVPPyW1bEXfG6DdgQfaXgFLrEj2rJaszVvKyuC0R2YlrT7hVmtJwqXeqdxhRTfeR2mknri409FQcF5dCoy0Z8QCAM2ysuHes7vBtopyuOc/b5uulKV7k3LNlk2wvbwCzmx3lGSPMhezYrejCiOVUemlnhh1tFtHm6n72f+3dx5gUhTbHv/PBjaRM4iKSA6iSBKMZFEkgyBKEPRyRQF9yvXy1HcF40VFCYKKImIAREQRAQHJUYJIzlEyC8vCLmzgfad2e5nZCd1d3TO1O33qe37X51TVqfM71dX/raquCsYzy3XmPwIswCRjFsxB68mffsTSQwe8ZmD2Dhoq/ptV26EWYNRmXwIoIboA/ho4SPhE56AdTUpCTGQUNj/tvdwXFJ/JsAuIjIxCmbh4nLyU7P3FqHsU3D4o+Gn3TnywZhUOaXd55mzoBzpUr4H3Wxo7/0yv+1n1W69+K4JXtm69cqp8tuPZ0vMt0O+q/FZl16m8rfQRLhteBFiAScYzmIMW3bX40LdTkel2LtgNhQpjaZ+sM8Gs2va9MT9rD9SMbVvxypJFYm/YE7fVxfB77s8hZMXunZ9+jMTUFJ9fHnpt3ncBv3Tv5bFJ34ptciDn7DK388EiIyLExecj6T7NLX/iKn0ZGShlC7Azly+jyeefeJ3bllPUx1eV51JTUDw2DquPHMbLixciLSMDzW+9Fa9n7+vLa0LIKm/Jx8qW/s22zRHgWJvjxbmZgF0EWIBJkgz2oLX99Cm8vXI5kq5eQbXiJfFOi1bYm3gO8dHRSD11GpUqVZJseVax3Ae2jmnbDq8sXojzHiIJ0A5ZtUP4UR0jlv+O20qXQ/tq1XPa72t2LDY6CtsHPmeL+NMqefLnH7Hk0EFxrn7NEqXwc49e4qd/zv0Ziw/s1xVgj1SrIfa1zdm9E8/Nm+ufvwv4vsujqFeuPF5cOB/LDx1EeuY1nEvN3lfmJgJjo6MxrXM31Cldxmd9we5neU342dXPZB8OVbxV+u1En1Xylu2bXC78CLAAk4xpKAetWbu2438XL8KV9HTR2oSoaKwd8A/ERkVJtt53Mb2lyWD4PGf3Ljw37xevBmmzU9oPwbCt1f3m8qWYsmWzbwFG9yDBJc5MW3vsKGh2UtwCkOukfQ8HXMCU9p3x9dYt4hBZj68/faBvVKECvu3UzeOX2z8Zj6QrWcduRLoi8N8WbdCh+nXRamvgfVQWTN56bWfbeoTs/Z1528uTa2MCRgmwADNKKle+UA5aDT6bgMSUlJwW0LufjneYkz2DI+mCVzF/h51qZ4YFy2dfdovGxWLjgKy9YDU//ghX0zMQFRmJeb2fRMWEBLtczqnnvsmTcCw5CZmZbsrKBUS5IjCv7SMYv283SCxS0luqpC9KR7VojZcWzkeGe31+Wl26YEHM6tYD5QoWQs3xHyHVxzllcLnw+SMdUL1ESXFDQrBTsGJtpN1s2wgl+/Iwb/tYck1MwAwBFmBmaLnlDeWgVWP8h0hzOzaCJEKJuDis6/8Pydb7LuZ7Buz6+VjB8rnOhLG4lHbV5/4wL3Fm08n6vgjM27cHZy+n4L9rViAjIxNdatTCa/c9IPbcDV23GrvOntEVYPSlZPNbKqFhufJ4c9XywDNl2Y2gc94aV7hJHFJ7MNeF7O7tLBEfD/pw4ZV77xc2gpmCFWsjbWbbRijZl4d528eSa2ICZgiwADNDS5EAI4GSknb98msSYDcUKoRlfbzviZR0RxR76NuvsOPMaY+DVEvGx2Pdk1lCr+rY0UgXZ2ldE2dsDWrQCEMbN7Fi0qPs8MWL0PCGG3L2h/X9eRaWHsj1NSggjuJY/EQ/2+zqVUQvqJc3rcefJ074FWA069X7tttxMPE8UjPTceTCeRxLuqhXddbv9CWmK0IsVQY6q4yWnBMKFBCzn1M6dDZWt2QufilLgrNQTBVzVXYJlVNtW+gmXDSMCLAAkwxmKAeO/rR5/OB1IUISaEjjxni2wV2SrQ9c7J4vPhNbnNwvAm/6+ac4npxLUARxNopa2O67qdh26pRXY0vEJ2B9/6eD4ruvSinW61Iu4f+WLPYtwFzAnEcfx78X/4adJGANLFMK3eVyBRRcudtC56YVjY1DqYR4/NrziaD6H8r+ndsRth3U0HpVzrxDy5utMQGNAAswyb4Q6kHr800b8PuhA4iKiESzkqXxeJOmki2XK+bz6AoA9PXkQ5WryFWqU4q+Huz90w9ey3hda9XCO81bi9L1P52QdbwFIL4Q/esfWeeK2Zm0WNMesNm7d+JKRjpuLVocZ1NSUCQmFiMeyLoiivZvaRvuA+4TcwGxkVFiL5neBn3NDxJflArHxKBqiZL4rrPnpn07/aW6Qt2/3dvPtu2OZuD6mHdoebM1JsACzGIfUDlovfTLT/j18GGxWTsqwoU7y5XH1I5dLXoUuLg/ATaqVRt0ql4zaLZzzu/KthAdEYld2dcX3TZxHJKvXPGwTXdc7h40xNb2GIl1SkYG7pgwNsduIAHWoXpNcen6+uPHkOq2tByo0ZoAu7FwETzX+C50rFbDVh9zV2bE52A1gG0Hi6zvepl3aHmzNSbAAsxiH1A5aNFerNwzJyOatUCPWnUseuW/eMNJE3Hm0iXPDG5LkHUnjkdK2lWUKVgIy7MPjLWzMX/t3486uc4+0/tq0y77RmPdcNIEJKVmCUJfAky7yuiR76aKvXa6X0jSpNc1gMQX7f26rUwZvNz0XtQsVdou1/zWY9TnYDSEbQeDqv86mXdoebM1JsACzGIfUDVo0YGhA+bMpn3bHqnVrZUxvm07i14FLk53LWYJP/rHJZYexzz4sNc1Q4HuTJRtoC/eRgTYogP7EQHgAQtfDRqN9cwd2zFq9QpcuJIqjrNIy8yAdv83rSCOfKAl6pYtg07TvtU9yoI40deRsRGRuLN8BbzU9G5UL1lKFp/pckZ9Nl2xgQJs2wAkG7MwbxthclVMwAQB3gNmApZ7VlWD1sbjf6Pr99O8BFj76jXwXss2kt4YK+bL5+rjPvQpJt5t0RpdatYyVrGBXL5sVxk72uvuRk380ZESzy/4FalpWYfX0n8f1uRuPHVnAwPWPLNYifW0rX8hIiICXbNZULuGzJurK8Doi8cX7mqKImlp6NKwsek2Wy1gxWe2LUdAFXNVdomSU23L9RAuFW4EWIBJRlTlwFH347G4RKexZydaoqIjKcoWLCjpjbFivnz2tzeMlst+7P6YsYoN5PLH2/NKJReW9HsKNyUk4J7Jn+FYUpJnzS4XHr+tLv6jc/9i7ubYGesTycm4/8tJ/gWYizbax2LzU1mH0Npp2wDmnCyq7Kr02am2OdZmngzOywTsI8ACTJKl6kFr+Ob1OH4xGYViYvBC46a4v+Itkp4YL+bL55ofj/HeSO4CfurVF7WLFTNeuU5Os7z9zcwVi4vDhgEDhbU/jh/DvnPnULl4CfEhg79k1rae0wN/+Qnz9+/1+rqTZum2DXzW44opu23rtU37XZVdp4oglX5zrI0+FZyPCdhLgAWYJM+8NmgN/OVnrDx6COkZmUKUvXbvA2hbpaqkd76L+fM5914sOpR036ChopIWUyfjwPlE8e+l4uKx5km587vM8hZX+mTfnenuTXx0AWwdOAhdZnyHradO5vxEl2HP6PqoT8fN2jYCnQ6d/W7bn257xFzY/uxQxOQqHAzbRtqnyq5KIeJU2xxrI08E52EC9hNgASbJNC8NWl/+uQkjli3x8IT2EG0d+Kykd+YEGOXuNP1bHL5wHu2q1sBr990vKqgx/qOcC8S1GiMiXNibLc7MNM4s796zZ2L5oUOeJlxAmYSC4mLr/j/PQnpmZvad2lkn+z9aszZeve8BFMh1yblZ22b8Wnn4MIrGxaFWKd8b7INpO1A7Vdl1qghS6TfH2swTy3mZgH0EWIBJssxLg9bjP36P1UeOeHny62NPoErxEpIeehcz67Pe3ZJmGmbWNtXdfMoXOHAha/aNvtqky7z/26IVzl2+7CVYKQdtlq9YpIjYu1awQIGc5snYNuNbXhRCTvRZpQhSaZtjbdfTyvUwAXMEWICZ45UnX8p9Z/+A5YdzzfYA+L13P9DBnXYlswO1bwEG7H/2edNNMmvb3QBd40THZzTLPorinZUrMHHDOq820McMMVFRGNLoLgyoV1/8/sGaVfh553ZcE+KsKL5o38l0260UsOJ3frSrUog41baqPuZU3laeSy4bXgRYgEnGMy8NWr/u2Y1n5/3i4UmhAjHY9HTWl3R2JbM+iy8UtYOwtEa4XNj/bNb+MDPJrO1AdU/4Yz3eXb0CORuwsjOTAKPlx75178CLTe7G139twYhlvwsfaIM8pVuKFQv6PYzubbfTb1W8zdh18kuZY222p1jLr4q3tVZz6XAiwAJMMpoqH15ftketXolZO7eLjeel4hMwtWNnlIxPwL7ERKw9dgRVi5dE/fL+v/QzgsGsz5O3bMbrSxdf/9rPBdxZvjxmdL6+2Z0OdxUijX4rVw7T3X4LlhDZeuoUOkz72us2ARJgcdHRYj/WlYwMHEhMxKW0q4iAC5miMdcQ6YrAzuyrkIwws5rHLHOr9rTyquyyAKtkVwgN18OxNoyKMzIBWwmwAJPEmR8GrfbTvsa2U6dyPCxfqJA4L0w2yfr85dYtuJhyGYMaeB4o6jVD5gLuubkivnzEe5lP1rY/X7t8/x02Hz+eJcJc9H8uREdGolR8vBCxl9LSxAcEXjN4AIjjir4DZDGaKme330aNq7LLAowFmNE+ajWfyj5ute1cPjwIsACTjKPKh9eI7f3nE9Hqq8le3g1rek/O/iazrhuxa6ZOX1cJuR9hEawZMPd6Vx09LPbJpWdkiC8kO9DXnEnnxXEelHLfuUlijWbEXmhyNwa6napPS8BbTpwQX1XWLFUKEx56xAwKv3ntZm60UarssgBjAWa0j1rNp7KPW207lw8PAiEXYOnp6UhOTkbRokX9Erx06RLi4uLEV2mB0jvvvINhw4YpiYTKh9eI7W+2bsGrvy/yYvNItRp4v5XclUVG7BoNxvID+9H75x+9svu7R9JO24Ha2ObrL7E38VzOsuk1XMvaKia2gLnEvZKUHqpSDR+2aSv+fcj8uZi3d49HtXffdDM+a9fBKA4WYG4EQhVrX9CdaNuJPqsW+pYHBq4gLAiEVIC9//77mDhxIho1aoSkpCSQgKpWrVoOyDNnzqBnz56IiorCoUOH8OKLL6JPnz5+QbMA898HN/z9N7rPnOaV4ZkGDTG0cVOpzmv3QO1rBowuoN71zBCv9tlt2x+AYQsXYObObW4CjPbqZ23C1y5Ap7mxknFxuLloUTSvWAnTtm/F8YsXPaosHheHVf2ekuLsXihUfuduqCq7ql+MTvTbiT6r7meWBwauICwIhEyAXb16FTExMWL2KyEhASNHjsTJkycxZsyYHJBvv/02Ll68iDfeeAMnTpxAuXLlQLNh8fHxPmGzAAvcB++dPAnzzq5wAAAfwElEQVR/X7x+H2LhmBhszL5jUKb32j1Q15kwVmxy1xJJnH0+vpCsRdcdZaQLUUSn/Gv3JMr4YKQM3dV4PDlZCC7aF5aalpZ9YCtAR7dSO4vExCAye4aWNu9fSE0VVdOSZca1TCHYbipcBM80aITONeQvJbebuRH/Vb+cVPnsVL+Zt9GngvMxAXsJhEyAUbMTExNRrFgxXL58Gc2bN8fgwYPx6KPXv4jr378/WrRoIf4bzTrQEuS+fftQqZLvfREswPQ7w2ebNmDnmdOoULiION9KS3N278bZ1EtoX7UGisbG6lek6GJoX5d9R0VEYPcg71kyQ04YyHT56lW8unQx9iWeQ0xkFOoWLoLbK1bE+uPHMW3rFlxz27QfHRGBIjGxOJp0QYi0tIwMYUGbMaOT/6e074LGFSoYsOydRdXLUZVdp4oglX5zrKUeTS7EBCwTCIoAW7RokZi5ck/169dH+fLlsXHjRvTt2xe1a9fGpEmTEOv28u/WrRvony5duoiiZcqUwdq1a1GxYkWfjrIAk4t/3YnjcOlq9syTC3iwchWMafOwbmUqBmpfy5SQPEtM10E/GTS/f9ixHS8tnO+RKz46Gj1q3yY27q85ehQXrqSKGTJtuZIyd69VB280ayFlXgVzlWKAbfMmfKkHRaKQqmdLoqlcJEwJBEWAPf/88zh27JgHMvpvtPxIe7w++ugjdO/e3Qvp66+/jsKFC2PIkCHIyMgQs2Xnz58XM2ErVqzAypUrvcp07do1TEMTHLf+tXYVNpw57VE5zeLMfbBdcAxarLXFLz9eP0dMq8vlwsKH2lus2Xzx4evXYOPpU0h3O1w2yuXCiIaNUb9kaXy/fx8+2bE1Z7lSs9Cywo14qW498wa5BBNgAkEl4G91JahGuXImkE0gKALMF11aUixSpAgWLlyIhg0bemShWa46deqI38aOHYsFCxZgxowZoE37q1ev9hssngEz349bf/0l9p0751nQBUMXZKv4i9HXdUb+vpQ0T8NYCc3vR2dOF8uSNHuYQRvzAZQrVAi/P9FPVLT19El0nv4tMjJpMTIrUVvfbdEaHavXMGYsVy4VzKkJquyybZ4Bk3pQJAqp7OMSzeUiYUggZAJs7969qFKligfC3r17Y/LkyWLWS1tqbNu2LbZv346UlBT89ttv4otJf4kFmPke2fOH6ViXa3aSNpPvMnC6u4oB69UlizH1r81ujrqwoVcfMTuqpZnbt+JfixeKDfKUisbEYsOAgebh+Cmh+T1s4XwsPnjAI1fTG2/C6NZZx1FQGrNuDb7YvAkp6WkoEBmJNpUq452WraXbooI5i6DQiyCVzFX1MZU+q7YtPSBwwbAiEDIBZobakSNHULZsWURHRwcsxgLMDNWsvCeSk9Fsyue4mr1ZnP4bbRCf2lF/KTcvDtSbT/yNTjO+81qmjIxwYc8g83dO+iKq+Z2Ymopn5v6MPefOimyVihUT4qtcwULmA2GwhCrmquyqfjE60W8n+qy6nxl8/DlbmBPIkwLMKHMWYEZJeed7d+UKXLiagvtvroSWlW71yDBi2RKxnFa4QCz+9577xHlXqgcsfy+JBp9OwNmUy94OuoD9zz4vD8itZG7bl9PTgcxMxBcoYEv9gSpR9XJUZTev9rOgB1rhsi/HOhTRZRtMwMdr6pqvy+7yCSkWYPYHqvlXX+DQ+fM5FdPy5JwevVCleIk8uS/otonjkHzlik8Qy5/ohxsC3LhglJ4TX1BO9Nmp4o9jbXQk4HxMwF4CPAMmyTNcB63KYz/wWs6ja3Umt++UJwVYx+nf4M8TJ0I6AybZZaSKqepnquw6VQSp9JtjLfVociEmYJkACzBJhOE4aNH+sLu/+NSLyG1lyuKHbj3ypACjxlYb9yHSMrMOQM1KLrStUgVjs882+/PkCfy0aye++utPpGfno5O6OlStjvdaP6jbA8Ix1npOO9FnlSJIpW2Otd7TwL8zgeAQYAEmyTVcB63q4z9Eegbddng9dalVC283a5VnBZjWUvpyli5xd087z55G39mzcPrSJXFNkEdyAe+1bIOO1WsG7AXhGutATjvRZ5UiSKVtjrXkS4CLMQGLBFiASQIM10Fr+O8LMXP7NqRnZomw8oUKY1mfJ8W/50ef31+zCt9u3YKzl31s1AdwY5EiWNo7yz9/KT/6Ldmtc4o50ef82sc51nIEVPZxuRZzqXAjwAJMMqIqH95Q2N6beA4VCxVGVFSUx0v5vZ3bcDgpCSXi4jCqRSuUTCgoSdBcMVmf31yxDLN2bvcrwMoWKohVfZ9iAZaLgCxvc1H1nZtt20HReB3M2zgrzskE7CTAAkySphMHrXoTxyFJu0MSQHRkJHb88zlJguaKyfKevWsHRi5fivOpqcjIntVzt9yhek2836qN+E93fvoxElNTxL/T9VfVipdAi1tuRfvSZf1eCG/OC/O5Zf02b8mzhCq7Tp2FUuk3x9rq08LlmYAcARZgctzy5XKcpKui2Lq/j6HHzOkel0zTf+9Rpw5G3C930bSZ9lh5Sfxn6e9YdvggDp4/j2tuNzWWTkjAkieexOB5c/H7wf05y66521W4QAFs/scgM821La8Vv600QpVdlULEqbY51laeFC7LBOQJsACTZOe0QWvO7t0YPP8XLwH2YJUqGJP9taEkSkPFgsX7hd/mYdmhg36XKEXjbDzU1ZCzbpmC5bdeO1TZdaoIUuk3x1rvaeDfmUBwCLAAk+TqxEGrytgPkPtDwv+7vxl61akrSdF4sWDx7jDtGxy7mBRYgAFY2qc/bixc2HiDbcoZLL/1mqfKrkoh4lTbHGu9p4F/ZwLBIcACTJKrEwetft9Px6qTx8VSncvlQs1SpTG7e09JguaKBYt3t++n4cD5RL97xHgGzFyc7MgdrFgbaZsTbTvRZ9Vi20hf5DzhT4AFmGSMnThoaT7ThvaisbE+yY1ZvxpLDx1CpMuFDtVqokftOpKEPYsFi/fY9Wvx5Z+bhLHElJSss8JcuH4bgAsoHRePNf3/YYsfZisJlt967VBlV/WL0Yl+O9Fn1f1M7/nj351BgAWYZJydOGjp+dz/5x+x5OABD6J976iH4XffJ0n5ejE921YMzNi+DRuOH0OEy4UmFW7Cw1WrYfSaVTiafBFP31EPkRcu8leQVgCbLBvMWOs1xYm2negzCzC9J4F/DwUBFmCSlJ04aOn5XGfCWKSkpXkQLZ1QEKv6DZCkHBoBptc4Pb/1ylv5XZVtVXZVvxid6LcTfVbdz6yMCVw2fAiwAJOMpRMHLT2fa47/CFcz3O9kBIrExmLDgIGSlFmA6TG3DNZPBarsqn4xOtFvJ/qsup8F67nlevMXARZgkvFy4qCl53PjSRNxJteVP1VLlMTcno9LUmYBpsfcMlgWYB4EVPFWKQic6LNK3sF6Zrne/EeABZhkzJw4aOn5TIedDpo7B5ezlyFp9mtt3wEe1xlJ4nbcwbcaJz3msjz1yqmyq/rF6ES/neiz6n6m9/zx784gwAJMMs5OHLSM+nwhNRUxUVGIdbtH0h3zqiOHcTYlBe2qVjNM36htwxWayOhE2070WfVLWRVzVXadytvE0MNZw5wACzDJADtx0LLD5zs+GY+LV64I6nSWWOcaNfF281a6UbDDtq4RXo7LIcC8ZXuLfDlVzFXZZQEm31e4ZHgQYAEmGUcnDlpWfe4z+wesOHzIg3iByEhsN3Cht1XbkmEWxZxo24k+c6ytPCVyZZ3az+RocalwI8ACTDKiThw4rPrccupkHEhM9CTuAvYOGqobBau2dQ0EyOBE2070mQWYladErqxT+5kcLS4VbgRYgElG1IkDh1Wfu37/HTYdP+5BPDIiArueGawbBau2dQ2wAPMgwLyt9Bi5sqqYq7LrVMEr1zu4VDgSYAEmGVUnDlpWfd5++hQ6Tf9W3CWppTvLl8e0zt11o2DVtq4BFmAswHi52cpjIlXWqc+1FCwuFHYEWIBJhtSJA4ddPg//fSGSr1zB3TdVRNeatQxFwC7bhozlyuRE20702akzMhxrmVGByzAB6wRYgEkydOKgFWqfP934B9b/fQyFY2Iw4OZKqFa1qmS0rBULtd/urVVlW5Vdp4oglX5zrK2ND1yaCcgSYAEmSc6Jg1YofW733dfYcfpUTnRor9i8x3rjlqJFJSMmXyyUfudupSrbquyqFCJOtc2xlh8buCQTsEKABZgkPScOWqH0ucrY0bh27VpOdOjfmlS4EV917CIZMfliofSbBZgzj/1QKf6c2L9V8pYfibhkuBFgASYZUScOWqHyOTU9HbUnjAGu6y/xrzVKlsKcHr0kIyZfLFR++2qhKtuq7Kp+MTrRbyf6rLqfyY9GXDKcCLAAk4ymEwetUPpcY/yHSMu4/rUkCbA2t1bGuLbtJCMmXyyUfvMMGM+AyfdUuZJO7N8swOT6CpeylwALMEmeThy0QunziwvnY/bOHcjMXoYsUqAANjz9jGS0rBULpd8swFiAWeut5ks7sX+zADPfT7iE/QRYgEkydeKgpcLnJQcPoGzBQiiQlIRKlSr5jNbhC+dROqGg38u/JUOcU0yF35pxVbZV2VX9YnSi3070WXU/szomcfnwIMACTDKOThy08prPo9euxsQN65GWkSGiWDohAav6PSUZUf/F8prftjvoo0In+qz6payKuSq7TuUdiueXbeQPAizAJOPkxEErr/lc++OxSE1P84hgs1sq4ZOH20tG1XexvOa3rc75qcyJPjtVEHCsQ/FEsQ0m4E2ABZhkr3DioJXXfK4y9gO4nVQhInlLsWL4rVcfyaiyANMI5LVY2xrQAJU50W8n+qxabIeqP7OdvE2ABZhkfJw4aOU1n6uO+xCZbvdKUijrlCmDWd16SkaVBRgLsP1+9xra2ql8VKbq+VJlV7UIUul3sPsS158/CLAAk4yTyodXlW1Vdv0N1A9/OxU7z5zOiaDL5cL4tg+jZaXKklFlAcYCjAWYrQ+PTmV5bUwJpe9siwmwAJPsA04cOPKiz2+vXIaNJ44jISoazzRojPrly0tG1H+xvOi37U7mqtCJPjt1RoZjHeynietnAr4JsACT7BlOHLSc6DO/lCUfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAizAJCE6cdByos8swCQfEAvFuJ9ZgCdRlHlLQOMiTMAGAiEXYOnp6UhOTkbRokUtN/+dd97BsGHDLNcjU4ETBy0n+swCTObpsFaG+5k1fmZLM2+zxDg/E7CHQEgF2Pvvv4+JEyeiUaNGSEpKAgmoatWq5Xhy5coVlCpVCm3atBH/jX4bMWKEX09ZgNnTCYzWwgO1UVL25VPFXJVdpwpelX5zrO17XrkmJmCGQMgE2NWrVxETEyNmvxISEjBy5EicPHkSY8aMyWnvzp078eqrr+Kbb75BVFSUrh8swHQR2ZqBB2pbcRqqTBVzVXZVChGn2uZYG3oUORMTsJ1AyAQYtTwxMRHFihXD5cuX0bx5cwwePBiPPvpojlNz5sxBz549cfHiRTRo0EDMkD3wwAM8A5aLgKoBU5Vdp74YVfrNsbZ9rNWtUBVzVXZV9m/VtnU7A2dwBIGgCLBFixbh0qVLHgDr16+P8uXLY+PGjejbty9q166NSZMmITY2NicflaPfBw0ahGnTpuGtt94CzYq5XC6sWLECK1eu9KgzOjoaaWlpjggUO8kEmAATYAL2EShdurR4F3FiAqoIBEWAPf/88zh27JiHT/TfaPmRZrg++ugjdO/e3ctnWqaMjIwU/2RkZIhlyCNHjqBChQo++ahcgnSibSf6TB3PiX470WeOdehfQ07tZ6EnzRbzIoGgCDBfjl67dg1FihTBwoUL0bBhQ48sa9euRZ06dcSL7vTp0xg/fjxWrVqFxx9/HPv27fPLzakPryq/Vdl16otRpd8c69AP16qYq7Krsn+rth363sUW8yKBkAmwvXv3okqVKh4MevfujcmTJ6Nw4cIgEUZHU7Ro0ULMfNE///nPf/Dwww+zAMtFQNWAqcqu6sHSiX470Wen9jOOdV58NXObnEAgZALMDMwTJ06gbNmyukV44NBFZGsG5m0rTkOVqWKuyq5TRZBKvznWhh5FzsQEbCeQJwWYUS9pY/7dd99tNLut+Zxo24k+U6dxot9O9JljbesQaagyp/YzQ3A4U9gTyNcCLOyjww4yASbABJgAE2ACYUmABVhYhpWdYgJMgAkwASbABPIygbAXYHTlEW3y95fOnj2LEiVKmIqRXp3aaf90fpmdie7RpKM64uPjfVZLVzmRzQIFCthpVtRFh+MWKlTIb730e8GCBYV9O1NmZiZSUlLE7Qn+UrBsB5OnHiM6Ry8uLg4RERE+s9JXxefPnxcHG9ud9GJttz2tPiOxprznzp0T/YFu1rAr6dmm34kLfcltd9LrZ3ben5u77Xr9jPLrjXdmeOj1LSPt8WdPL4ZUTm8MNeML52UCVgmErQCjry6XLl0Kun9y27ZtXpwWL16MgQMHol69euLQ2P79++ORRx4JyFOvzlOnTmHLli3o1KkTKC8d9GdHojPRtm7dKg6upTPSPvjgA49qaVAZOnQoNm3aJM5PI5/oiid/L28zbdqwYQP69euHm2++GYcOHRJtoEN1tbRr1y68/vrrwhb9/tRTT6FXr15mTPjN+8UXX2D06NG44YYbxMD59ddfi7tCtUQ3KwwYMEAIQzq+pEuXLujTp49l20Z40hEp9DKhRFdqUR8jMU+HA1tJZ86cEWfl0VfAxPPFF1/08mnBggV4+eWXUatWLZ93qsra14s11Us3WJAI0a4K++qrr2wRQnqx1nwiJnRkzbx589CkSRNZVz3K6dn+4Ycf8Morr4jnimJMm9apDVaTkX6md3+ubBuM9DO98c6Mbb2+ZaQ9gezpxVBvDDXjC+dlAnYRCFsB9vbbb+Ovv/7C5s2bfQowuuJo+PDh4tiLZcuWiRc5iYlASa/OmTNnitP6SSDRS9kuAUYzanRH5h9//IE777zTS4DRmWlDhgzBunXrRPPpEvPPP/8cTZs2tdxPWrVqhf/5n/8B/S/5R5epkwDQEgmuqlWrijx79uwR/05/0VudhaOXE4kZmuWhF/5zzz2HcuXKCeGhJTrCZO7cuZg+fbo4N45OtdaLoREgZnhSO++55x58+OGHXufbGbGVOw/1MRJ2b7zxBuhrYPKZ/kBwn/UsU6YM6IVGBxTv2LED9Jc/iTGrSS/WVP+tt94q4kwzcPTHgB3JSKzJDs3+duvWDQcOHMDHH39siwAzYptsjhgxQjxXr732mjhQ+r333rPsul4/M3J/rmwjjPQzvfHOjG29vmWkPf7sGYmh3hhqxhfOywTsIhC2AowA0WxUjx49fAowesnRS41eInRKPy1z0aCulwLVqZWlZTg7BZhW77hx48TMWu4ZsKlTpwrhp7W/Q4cO6Ny5szjI1mq68cYbhbih/6UZtjZt2gjftESzXySUSBitWbMGd911l7gFga6dspLoJUviWDuIl2b0SEzTDJyWjh8/jttvvx3NmjUTXyqSCH3hhResmBVlzfCcMGGC4DNlyhTLdqkCmoklv+mOVBI5NLNIDCpVqiTqp3tUafmtY8eO4lBjmm189913xfKv1aQXa5pxLF68uJhxJFH873//W8wiW01GYk026DmlGTjqC/QHiR0zYEZtk+/0/BFru2bfjPQzvftzZdnr9TOtXiPjnZE26PUto+3xZctoDKmsvzHUiA+chwnYTSBfC7DU1FSP2RgNTuvWrcWyiN7gQULimWeeEX/R//TTT2KZzWqd1AZZAfb333+LWS73RC9WEhiBBg+6OYBmQujFROnJJ58Ul5ibWQokVgcPHvSwXbFiRXHMB80q0UwMXdp73333ieuhtLR9+3Y0btxYLLuuXr0au3fvFjM4ZgSBr7tDSWT885//zJnRoqUuWlL+7LPPcmzTTByJTJqFo4N8adaNLnQ3mvzFmjhQn9DjScsaNONHs3A0O2Im+Ys1CTqacaHlVEo020W+USwoaQca0zIYMSdGTzzxREhiffToUTHzQ+Ln8OHDQvzSf6MlYqNJNtY0+zp79mwhdOmPALMCzF+s6Q+Fxx57LGA/I99ICJH4otlWEgvuM7F6vvuLNd1za+S5DXR/rp5tf8/1yJEjA/YzrV69MVTPvvY77cMNNI5Qnw/U7wPZoTZ27dpVN4aBxlCjfnA+JmAngXwtwGh56umnn/bi8cknn4i/0AMNHvQCIZFCL69hw4blXApupU6tIbICjGaQcs9u0TKTttzh76+3JUuWiL1uJCIp0V42ekG579XS6zS0ZDl//nyPbA8++KBYyqQ20dIniUOa8dLsaJkvXLgghA8tT9FA6C7Q9OzS777uDiVhTGKPlteIp8aF9rppiZYcq1evLuJHoo8GeTMzj/5iTX2Cllr1eP7666+CBwlPs8lfrKnfkh80m0cCjzbZUzu1/Xy0V4b2wRFzykeChPYz0nKs0SQba1rqoVk5bZ8b9TPar0azdUaTbKxpZpX2WNIHM+vXrxfCl/YEGu3j/mJN99LSoc/++hnF4NNPPxUin2JAop9m/QJdkZabhb9Yt2vXTve5JcEa6P5cPe7+Yk3jX6B+ZrcAu/feewOOI/QcGWmPL39p9YJWMwKNFVo5ngHT6zH8eygJ5GsBpgcqtwCj5RvaLN2gQQOxNEn/Sy8EMyl3nbQMRl8Juc+AyAowvXbkHjzoL2i6voleiLfccovYtE1fiN1xxx1CBNnxxRYt6ZUsWRIvvfSS2OdFM1u0H0a7v5M2v9LMGIlEWh6kWSq7luPq1q0r7gWlDc80q0lXU9GMnBbDUaNGCdvEhXxv1KiRWP7UNojr8fT3O2209sWTOGu2qSztS6N87qJQ1qZWjkTf2LFjxYt+xowZ4gVNAk/rZyQ8brrpJtAfGTQTRH+AkN8062k1+Yu11s/oQ5DBgweLpWASvDVq1ADNzpiZAfPXRl+xpn1DWj+jmNAsFiXylWb+SAD6+yLYDAu9fkZ/fLz11ltiH6SdS87++hmNUzSmUKz93Z9rxj9fef31My3W2k0kds2A6Y0jtJzuq98b9VOv/2j9hAWYUaKcLxQEHCXAaDChFzgNbrS0Q39Ra4k2zLvvbfIHP/eARAKB9l/RX+NaIgFGdbt/sWdHMGnwoL+86aVMiabsW7ZsKT4g+Ne//iXECr0YaSCjGSQ7EtnT9tqQ2CMxQPuAtPs7aWBr27at+P9pOYpemFb3f7mLEW0Z9aGHHsI333wjPqzQYkjxolkEEieUaNaPWNiRfPF07z9kgza+0+yIHXuRtDbTX/PEk5Z26d9/++03IbDc+xm9rEgIUT8m27T3j2JiNfmLtdbPaOmN9p7RshnNhtGsEM0+2pFIEOSONT1HWj8jsacluh+W9p/Zxd2Xbfd+NmvWLPHHB22Kp3GCxC+JMjuSr36mxZr+4PB3f65V2/76mfuYQjbsEmB64wgtsfvq90b9NNp/co+hRuvnfEwgGATCWoAFA1herpOWp2gfVKBzz2TaTy9b2sdCG2n9nfNFM260XGr3OWA0G0DLbbQHzV+itpHYtXoERO76g8XTSAyIJ81C+POJlgK1TfFG6jOax0isaebG/SgKo3Xr5TMSa706ZH/Xs03LW/RVql1/XLi3My/3M1mevsoZ6Vt6/T5Qe/RiaKcvXBcTsIMACzA7KHIdTIAJMAEmwASYABMwQYAFmAlYnJUJMAEmwASYABNgAnYQYAFmB0WugwkwASbABJgAE2ACJgiwADMBi7MyASbABJgAE2ACTMAOAizA7KDIdTABJsAEmAATYAJMwAQBFmAmYHFWJsAEmAATYAJMgAnYQYAFmB0UuQ4mkEcI0O0OdDMCXd1DVxXRwaF0cjv9Q+dLcWICTIAJMIG8QYAFWN6IA7eCCdhCgA5wpQNi6RR1ugKH7jelRPdb2nFYqy2N5EqYABNgAkwALMC4EzCBMCMwfPhwvPnmm6hZs6Y4UZ9uEKCrtzgxASbABJhA3iHAAizvxIJbwgRsIUAngtPdpHQ1FF1VRZes231DgS0N5UqYABNgAg4mwALMwcFn18OTQHJysrgomwRYvXr1xP2cVi8oD09S7BUTYAJMQB0BFmDq2LNlJhAUAkOHDsXo0aNzliBHjRqFF154ISi2uFImwASYABOQI8ACTI4bl2ICeZLAqlWr0LRpUzRo0AALFiwQS5GnTp3Cnj17ULly5TzZZm4UE2ACTMCJBFiAOTHq7HNYErh69Srq1KmD3bt3Y8OGDWL5ccqUKejduzeaNWuGRYsWhaXf7BQTYAJMID8SYAGWH6PGbWYCTIAJMAEmwATyNQEWYPk6fNx4JsAEmAATYAJMID8SYAGWH6PGbWYCTIAJMAEmwATyNQEWYPk6fNx4JsAEmAATYAJMID8SYAGWH6PGbWYCTIAJMAEmwATyNQEWYPk6fNx4JsAEmAATYAJMID8S+H9d00qfLJN4WQAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" @@ -53425,7 +51633,7 @@ " paramPrior\n", " (regressionWithOutliers range (snd . fst <$> samples))\n", "\n", - "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns\n" + "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns" ] }, { diff --git a/notebooks/Diagrams.ipynb b/notebooks/Diagrams.ipynb deleted file mode 100644 index 483988ea..00000000 --- a/notebooks/Diagrams.ipynb +++ /dev/null @@ -1,10436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 6, - "id": "4a04aca6-ee17-4e97-89a2-682e428f216e", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "\n", - "import Diagrams.Prelude\n", - "import Control.Monad.Bayes.Class\n", - "import Control.Monad.Bayes.Enumerator\n", - "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Traced.Static\n", - "\n", - "{-# LANGUAGE NoMonomorphismRestriction #-}\n", - "{-# LANGUAGE FlexibleContexts #-}\n", - "{-# LANGUAGE TypeFamilies #-}" - ] - }, - { - "cell_type": "markdown", - "id": "745dd187-2737-4075-a1e5-def36b220a77", - "metadata": {}, - "source": [ - "ideas:\n", - "\n", - "sample from the space of linear maps, and apply to a square\n", - "\n", - "show wigner semicircle distribution\n", - "\n", - "create grammar of shapes, with duplication, mirroring and fancier things\n", - "\n", - "probabilistic language for declarative: a red square points at a red circle: really means: sample from the distribution induced by this!!\n", - "\n", - "display factor graphs\n", - "\n", - "the folding map: random transforms\n", - "\n", - "sampling: show samples from normal" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "55e00c89-fa70-4c16-a9c5-a68fc1c49ed6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "d n = do \n", - " x <- bernoulli 0.01\n", - " if x then return $ mconcat (circle <$> [1..n]) else d (n + 1)\n", - " \n", - "sampleIO (diagram <$> d 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "4831d732-fb7e-4261-ad30-3260f4e93e5a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Functor law
Found:
fmap diagram\n", - " $ fmap mconcat\n", - " $ replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))
Why Not:
fmap\n", - " (diagram . mconcat)\n", - " (replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))
" - ], - "text/plain": [ - "Line 3: Functor law\n", - "Found:\n", - "fmap diagram\n", - " $ fmap mconcat\n", - " $ replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))\n", - "Why not:\n", - "fmap\n", - " (diagram . mconcat)\n", - " (replicateM 10\n", - " $ do x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " factor (if 2 * y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import Control.Monad\n", - "\n", - "fmap head $ sampleIO $ prior $ mh 100 $ fmap diagram $ fmap mconcat $ replicateM 10 $ do\n", - " x <- random\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " z <- Control.Monad.Bayes.Class.normal 0 1\n", - " -- condition (y > 0.01 )\n", - " factor (if 2*y > z then 1 else 0.001)\n", - " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z) )" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "bb8d259c-a65c-424f-8e9e-9c4d32bfe2ac", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Use bimap
Found:
\\ (x, y) -> (cos x, cos y)
Why Not:
Data.Bifunctor.bimap cos cos
" - ], - "text/plain": [ - "Line 2: Use bimap\n", - "Found:\n", - "\\ (x, y) -> (cos x, cos y)\n", - "Why not:\n", - "Data.Bifunctor.bimap cos cos" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "foo model = sampleIO $ fmap (diagram . mconcat) $ replicateM 10000 $ do\n", - " (x,y) <- (\\(x,y) -> ( cos x, cos y)) <$> model\n", - " return $ circle 0.01 # translateX x # translateY y\n", - " \n", - "model = do \n", - " x <- Control.Monad.Bayes.Class.normal 0 1\n", - " y <- Control.Monad.Bayes.Class.normal 0 1\n", - " return (x,y)\n", - " \n", - "foo model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "556f2c35-7561-47a1-9949-87b54513aff0", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Haskell - nixpkgs", - "language": "haskell", - "name": "ihaskell_nixpkgs" - }, - "language_info": { - "codemirror_mode": "ihaskell", - "file_extension": ".hs", - "mimetype": "text/x-haskell", - "name": "haskell", - "pygments_lexer": "Haskell", - "version": "9.0.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/Functional_PPLs.ipynb b/notebooks/Functional_PPLs.ipynb deleted file mode 100644 index e88b65a2..00000000 --- a/notebooks/Functional_PPLs.ipynb +++ /dev/null @@ -1,2631 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "650023e5-a271-48f9-a493-552fb1ed6951", - "metadata": { - "tags": [] - }, - "source": [ - "# Probabilistic programming + functional programming\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "19c77d21-e83e-414a-964e-23e411b5bfea", - "metadata": { - "tags": [] - }, - "source": [ - "## (Lazy, strongly-typed) Functional programming\n", - "\n", - "- purity: all functions are mathematical functions (no hidden side effects, no global state)\n", - "- static types: reason about the behavior of your program by looking at its type\n", - "- lazy evaluation\n", - "- compositionality: meaning of whole program should be a function of the meaning of the parts" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "208ae51c-fecf-4eb9-b482-c07cc976bc4c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "f :: Bool -> (Bool, Bool)" - ], - "text/plain": [ - "f :: Bool -> (Bool, Bool)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f x = (x, not x)\n", - ":t f" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "ea93bbfb-711e-41c4-84a2-e2a87946dcdf", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[1,2,3,4,5,6,7,8,9,10]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "h :: [Int]\n", - "h = 1 : map (+1) h\n", - "\n", - "\n", - "take 10 h " - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "2ee6ae5e-c8b4-4e3e-8d91-05b0ce0b3d56", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Use even
Found:
x `mod` 2 == 0
Why Not:
even x
Use sum
Found:
foldr1 (+)
Why Not:
sum
" - ], - "text/plain": [ - "Line 1: Use even\n", - "Found:\n", - "x `mod` 2 == 0\n", - "Why not:\n", - "even xLine 2: Use sum\n", - "Found:\n", - "foldr1 (+)\n", - "Why not:\n", - "sum" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "110" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "isEven x = x `mod` 2 == 0\n", - "evens = foldr1 (+) . take 10 . filter isEven\n", - "\n", - "evens h" - ] - }, - { - "cell_type": "markdown", - "id": "5736f780-c0f3-4ef3-8fc8-c6d46c0a3209", - "metadata": { - "tags": [] - }, - "source": [ - "## (Universal) probabilistic programming\n", - "\n", - "- express probability distributions as programs\n", - "- separate model and inference\n", - "- programmable inference" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", - "metadata": {}, - "outputs": [], - "source": [ - ":e ImportQualifiedPost\n", - ":e FlexibleContexts\n", - ":e BlockArguments\n", - ":e TupleSections\n", - ":e FlexibleContexts\n", - ":e OverloadedStrings\n", - ":e LambdaCase\n", - ":e RankNTypes\n", - "\n", - "import Control.Arrow (first)\n", - "import Data.Text (pack)\n", - "import Control.Monad\n", - "import Numeric.Log\n", - "\n", - "import Control.Monad.Bayes.Class\n", - "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", - "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Integrator\n", - "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Free\n", - "\n", - ":l Plotting.hs\n", - "\n", - "type Distribution a = forall m . MonadSample m => m a\n", - "type Measure a = forall m . MonadInfer m => m a\n", - "type Real = Double\n" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", - "metadata": {}, - "outputs": [], - "source": [ - "model :: Distribution Real\n", - "model = do\n", - " p <- bernoulli 0.2\n", - " if p then normal 10 1 else normal (-5) 5" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-2.3914293282720003" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO model" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "9ad97d59-71a9-40e6-9140-3db494d6b851", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(-5.452236394211036,9.999999999999998e-2),(5.749620788842835,9.999999999999998e-2),(9.357234852458888,9.999999999999998e-2),(10.576010685994802,9.999999999999998e-2),(-11.525076539340796,9.999999999999998e-2),(-3.1167600740052164,9.999999999999998e-2),(-8.08596785016415,9.999999999999998e-2),(-17.711913353739494,9.999999999999998e-2),(-8.173138078929128,9.999999999999998e-2),(-9.029672984132167,9.999999999999998e-2)]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO $ runPopulation (spawn 10 >> model)" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "eb8623cf-e564-4135-94be-89fe948a3294", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9.158378766427086,[0.1,0.2])" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sampleIO $ runWith [0.1, 0.2] model" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "5a317c45-3f98-4022-a267-2b2d7bff53ae", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.999999999999914" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "expectation model" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "id": "0e9b8be9-4f2f-4f3a-92c3-0fe725f9283f", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "X": -24.8, - "Y": 5.3095963671804324e-06 - }, - { - "X": -24.6, - "Y": 6.165627647681546e-06 - }, - { - "X": -24.400000000000002, - "Y": 7.142426872944732e-06 - }, - { - "X": -24.200000000000003, - "Y": 8.254377982243924e-06 - }, - { - "X": -24, - "Y": 9.517217568292708e-06 - }, - { - "X": -23.8, - "Y": 1.0948119678973923e-05 - }, - { - "X": -23.6, - "Y": 1.951916511397483e-05 - }, - { - "X": -23.400000000000002, - "Y": 1.53873326738432e-05 - }, - { - "X": -23.200000000000003, - "Y": 1.756447251953682e-05 - }, - { - "X": -23, - "Y": 2.0007057866674773e-05 - }, - { - "X": -22.8, - "Y": 2.2741709649609795e-05 - }, - { - "X": -22.6, - "Y": 2.5797043317974205e-05 - }, - { - "X": -22.400000000000002, - "Y": 2.920375038464111e-05 - }, - { - "X": -22.200000000000003, - "Y": 5.1043211362140733e-05 - }, - { - "X": -22, - "Y": 3.947883961364423e-05 - }, - { - "X": -21.8, - "Y": 4.438883568868708e-05 - }, - { - "X": -21.6, - "Y": 4.981604384789415e-05 - }, - { - "X": -21.400000000000002, - "Y": 5.5803886480783915e-05 - }, - { - "X": -21.200000000000003, - "Y": 9.627310649706154e-05 - }, - { - "X": -21, - "Y": 7.353406698112101e-05 - }, - { - "X": -20.8, - "Y": 8.186283113755633e-05 - }, - { - "X": -20.6, - "Y": 9.097940195119327e-05 - }, - { - "X": -20.400000000000002, - "Y": 0.00015542877950402179 - }, - { - "X": -20.200000000000003, - "Y": 0.0001176030725961721 - }, - { - "X": -20, - "Y": 0.00012994936307383746 - }, - { - "X": -19.8, - "Y": 0.00022043035575747914 - }, - { - "X": -19.6, - "Y": 0.0001656444511166623 - }, - { - "X": -19.400000000000002, - "Y": 0.00018204250426452149 - }, - { - "X": -19.200000000000003, - "Y": 0.00030672846672537724 - }, - { - "X": -19, - "Y": 0.00022900418687446427 - }, - { - "X": -18.8, - "Y": 0.00025038660506084855 - }, - { - "X": -18.6, - "Y": 0.0004192169646104488 - }, - { - "X": -18.400000000000002, - "Y": 0.00031107530922898813 - }, - { - "X": -18.2, - "Y": 0.0005185837672412176 - }, - { - "X": -18, - "Y": 0.0003832048398221772 - }, - { - "X": -17.8, - "Y": 0.00041558110144749964 - }, - { - "X": -17.6, - "Y": 0.0006888181760479613 - }, - { - "X": -17.400000000000002, - "Y": 0.0005061612922303652 - }, - { - "X": -17.2, - "Y": 0.000835656696506249 - }, - { - "X": -17, - "Y": 0.0006117199264780828 - }, - { - "X": -16.8, - "Y": 0.001006103121920774 - }, - { - "X": -16.6, - "Y": 0.0007337779924051356 - }, - { - "X": -16.400000000000002, - "Y": 0.0012024350560064876 - }, - { - "X": -16.2, - "Y": 0.0008738440118643176 - }, - { - "X": -16, - "Y": 0.0014268870141138828 - }, - { - "X": -15.8, - "Y": 0.0010333804232739619 - }, - { - "X": -15.600000000000001, - "Y": 0.0016815964699223697 - }, - { - "X": -15.4, - "Y": 0.0012137652729090045 - }, - { - "X": -15.200000000000001, - "Y": 0.0019685429326754145 - }, - { - "X": -15, - "Y": 0.0014162493419906026 - }, - { - "X": -14.8, - "Y": 0.0022894803727306276 - }, - { - "X": -14.600000000000001, - "Y": 0.0016419090158662855 - }, - { - "X": -14.4, - "Y": 0.002645863614316109 - }, - { - "X": -14.200000000000001, - "Y": 0.0018915954247418377 - }, - { - "X": -14, - "Y": 0.0030387696830687394 - }, - { - "X": -13.8, - "Y": 0.003292322586302597 - }, - { - "X": -13.600000000000001, - "Y": 0.002342373597746243 - }, - { - "X": -13.4, - "Y": 0.00374472560044742 - }, - { - "X": -13.200000000000001, - "Y": 0.0026563505776088787 - }, - { - "X": -13, - "Y": 0.004234089126490092 - }, - { - "X": -12.8, - "Y": 0.004545075472352339 - }, - { - "X": -12.600000000000001, - "Y": 0.003209076685363121 - }, - { - "X": -12.4, - "Y": 0.0050912499414268765 - }, - { - "X": -12.200000000000001, - "Y": 0.0035843756991705495 - }, - { - "X": -12, - "Y": 0.005670273981989368 - }, - { - "X": -11.8, - "Y": 0.006032222334389711 - }, - { - "X": -11.600000000000001, - "Y": 0.004227504911733166 - }, - { - "X": -11.4, - "Y": 0.006657082448059182 - }, - { - "X": -11.200000000000001, - "Y": 0.004652199290268652 - }, - { - "X": -11, - "Y": 0.007304984998232411 - }, - { - "X": -10.8, - "Y": 0.007702575045606567 - }, - { - "X": -10.600000000000001, - "Y": 0.005358481300238634 - }, - { - "X": -10.4, - "Y": 0.008375725553296841 - }, - { - "X": -10.200000000000001, - "Y": 0.005810273443431885 - }, - { - "X": -10, - "Y": 0.009056025256592605 - }, - { - "X": -9.8, - "Y": 0.009464504364960952 - }, - { - "X": -9.600000000000001, - "Y": 0.0065357322362273405 - }, - { - "X": -9.4, - "Y": 0.010140142190877145 - }, - { - "X": -9.200000000000001, - "Y": 0.006982288056300124 - }, - { - "X": -9, - "Y": 0.010801803976785741 - }, - { - "X": -8.8, - "Y": 0.011188334576243604 - }, - { - "X": -8.6, - "Y": 0.007668627394691908 - }, - { - "X": -8.4, - "Y": 0.011808672869082982 - }, - { - "X": -8.200000000000001, - "Y": 0.008070364799286928 - }, - { - "X": -8, - "Y": 0.012391059176428562 - }, - { - "X": -7.800000000000001, - "Y": 0.012718425893634153 - }, - { - "X": -7.6000000000000005, - "Y": 0.008651553198501605 - }, - { - "X": -7.4, - "Y": 0.013221056792861181 - }, - { - "X": -7.2, - "Y": 0.008967019281621344 - }, - { - "X": -7, - "Y": 0.013662649695284454 - }, - { - "X": -6.800000000000001, - "Y": 0.013895057367178457 - }, - { - "X": -6.6000000000000005, - "Y": 0.009379571751890135 - }, - { - "X": -6.4, - "Y": 0.014223355365981644 - }, - { - "X": -6.2, - "Y": 0.009572616707840676 - }, - { - "X": -6, - "Y": 0.014472770164764372 - }, - { - "X": -5.800000000000001, - "Y": 0.014582570750033136 - }, - { - "X": -5.6000000000000005, - "Y": 0.009767512178953679 - }, - { - "X": -5.4, - "Y": 0.014696779267426735 - }, - { - "X": -5.2, - "Y": 0.009814530455681262 - }, - { - "X": -5, - "Y": 0.014723268976915527 - }, - { - "X": -4.800000000000001, - "Y": 0.014696779267426735 - }, - { - "X": -4.6000000000000005, - "Y": 0.009767512178953679 - }, - { - "X": -4.4, - "Y": 0.014582570750033136 - }, - { - "X": -4.2, - "Y": 0.014472770164764372 - }, - { - "X": -4, - "Y": 0.009572616707840676 - }, - { - "X": -3.8000000000000003, - "Y": 0.014223355365981644 - }, - { - "X": -3.6, - "Y": 0.009379571751890135 - }, - { - "X": -3.4000000000000004, - "Y": 0.013895057367178457 - }, - { - "X": -3.2, - "Y": 0.013662649695284454 - }, - { - "X": -3, - "Y": 0.008967019281621344 - }, - { - "X": -2.8000000000000003, - "Y": 0.013221056792861181 - }, - { - "X": -2.6, - "Y": 0.008651553198501605 - }, - { - "X": -2.4000000000000004, - "Y": 0.012718425893634153 - }, - { - "X": -2.2, - "Y": 0.012391059176428562 - }, - { - "X": -2, - "Y": 0.008070364799286928 - }, - { - "X": -1.8, - "Y": 0.011808672869082982 - }, - { - "X": -1.6, - "Y": 0.007668627394691908 - }, - { - "X": -1.4000000000000001, - "Y": 0.011188334576243604 - }, - { - "X": -1.2000000000000002, - "Y": 0.010801803976785741 - }, - { - "X": -1, - "Y": 0.006982288056300124 - }, - { - "X": -0.8, - "Y": 0.010140142190877145 - }, - { - "X": -0.6000000000000001, - "Y": 0.0065357322362273405 - }, - { - "X": -0.4, - "Y": 0.009464504364960952 - }, - { - "X": -0.2, - "Y": 0.009056025256592605 - }, - { - "X": 0, - "Y": 0.005810273443431885 - }, - { - "X": 0.2, - "Y": 0.008375725553296841 - }, - { - "X": 0.4, - "Y": 0.005358481300238634 - }, - { - "X": 0.6000000000000001, - "Y": 0.007702575045606567 - }, - { - "X": 0.8, - "Y": 0.007304984998232411 - }, - { - "X": 1, - "Y": 0.004652199290268652 - }, - { - "X": 1.2000000000000002, - "Y": 0.006657082448059182 - }, - { - "X": 1.4000000000000001, - "Y": 0.004227504911733166 - }, - { - "X": 1.6, - "Y": 0.006032222334389711 - }, - { - "X": 1.8, - "Y": 0.005670273981989368 - }, - { - "X": 2, - "Y": 0.0035843756991705495 - }, - { - "X": 2.2, - "Y": 0.0050912499414268765 - }, - { - "X": 2.4000000000000004, - "Y": 0.0032090766853715828 - }, - { - "X": 2.6, - "Y": 0.004545075472404506 - }, - { - "X": 2.8000000000000003, - "Y": 0.004234089126669467 - }, - { - "X": 3, - "Y": 0.002656350578426903 - }, - { - "X": 3.2, - "Y": 0.0037447256036590893 - }, - { - "X": 3.4000000000000004, - "Y": 0.0023423736094486908 - }, - { - "X": 3.6, - "Y": 0.0032923226260335938 - }, - { - "X": 3.8000000000000003, - "Y": 0.0030387698092297524 - }, - { - "X": 4, - "Y": 0.0018915958944567674 - }, - { - "X": 4.2, - "Y": 0.0026458651255221624 - }, - { - "X": 4.4, - "Y": 0.0016419135353878634 - }, - { - "X": 4.6000000000000005, - "Y": 0.0022894929933032497 - }, - { - "X": 4.800000000000001, - "Y": 0.0014162890889872167 - }, - { - "X": 5, - "Y": 0.0019686515763010747 - }, - { - "X": 5.2, - "Y": 0.0012140419610368388 - }, - { - "X": 5.4, - "Y": 0.001682256247895249 - }, - { - "X": 5.6000000000000005, - "Y": 0.0010348602959120942 - }, - { - "X": 5.800000000000001, - "Y": 0.0014305303394102473 - }, - { - "X": 6, - "Y": 0.0008817023236705112 - }, - { - "X": 6.2, - "Y": 0.001220669132895143 - }, - { - "X": 6.4, - "Y": 0.0007709761855503958 - }, - { - "X": 6.6000000000000005, - "Y": 0.0010775432999527918 - }, - { - "X": 6.800000000000001, - "Y": 0.0007415719645205989 - }, - { - "X": 7, - "Y": 0.0010868554817407183 - }, - { - "X": 7.2, - "Y": 0.0009382280004843571 - }, - { - "X": 7.4, - "Y": 0.0013961737025615243 - }, - { - "X": 7.6000000000000005, - "Y": 0.001522551128616199 - }, - { - "X": 7.800000000000001, - "Y": 0.0022142478680458356 - }, - { - "X": 8, - "Y": 0.0029898582096525832 - }, - { - "X": 8.200000000000001, - "Y": 0.0040797108205224576 - }, - { - "X": 8.4, - "Y": 0.005585183695811193 - }, - { - "X": 8.6, - "Y": 0.007060207346670868 - }, - { - "X": 8.8, - "Y": 0.008867014272076047 - }, - { - "X": 9, - "Y": 0.01085140149296492 - }, - { - "X": 9.200000000000001, - "Y": 0.012566493408287312 - }, - { - "X": 9.4, - "Y": 0.014152923036878371 - }, - { - "X": 9.600000000000001, - "Y": 0.01540374307780132 - }, - { - "X": 9.8, - "Y": 0.015963490067288637 - }, - { - "X": 10, - "Y": 0.017178328407119536 - }, - { - "X": 10.200000000000001, - "Y": 0.015338741501547862 - }, - { - "X": 10.4, - "Y": 0.014078257987712901 - }, - { - "X": 10.600000000000001, - "Y": 0.012466313735160347 - }, - { - "X": 10.8, - "Y": 0.010618207093220663 - }, - { - "X": 11, - "Y": 0.008734283191698645 - }, - { - "X": 11.200000000000001, - "Y": 0.006865624628090803 - }, - { - "X": 11.4, - "Y": 0.0052157827750486385 - }, - { - "X": 11.600000000000001, - "Y": 0.0038130243469821565 - }, - { - "X": 11.8, - "Y": 0.00251075328202501 - }, - { - "X": 12, - "Y": 0.0018820862395857992 - }, - { - "X": 12.200000000000001, - "Y": 0.0011361737775533406 - }, - { - "X": 12.4, - "Y": 0.0007331525698315374 - }, - { - "X": 12.600000000000001, - "Y": 0.0004548084179036016 - }, - { - "X": 12.8, - "Y": 0.0002712058431011442 - }, - { - "X": 13, - "Y": 0.00014741651056205293 - }, - { - "X": 13.200000000000001, - "Y": 8.682751070586094e-05 - }, - { - "X": 13.4, - "Y": 5.671735825923499e-05 - }, - { - "X": 13.600000000000001, - "Y": 2.918219656762929e-05 - }, - { - "X": 13.8, - "Y": 1.7375529374486354e-05 - }, - { - "X": 14, - "Y": 1.1897703278608336e-05 - }, - { - "X": 14.200000000000001, - "Y": 8.622299511077096e-06 - }, - { - "X": 14.4, - "Y": 6.825405620560989e-06 - }, - { - "X": 14.600000000000001, - "Y": 5.586284495014563e-06 - }, - { - "X": 14.8, - "Y": 4.669861980384239e-06 - }, - { - "X": 15, - "Y": 3.948313554694825e-06 - }, - { - "X": 15.200000000000001, - "Y": 3.3534425460400294e-06 - }, - { - "X": 15.4, - "Y": 2.8527159283821076e-06 - }, - { - "X": 15.600000000000001, - "Y": 2.4233690209484857e-06 - }, - { - "X": 15.8, - "Y": 2.054328147189825e-06 - }, - { - "X": 16, - "Y": 1.7371920198927467e-06 - }, - { - "X": 16.2, - "Y": 1.46513697892469e-06 - }, - { - "X": 16.400000000000002, - "Y": 6.430045608227638e-07 - }, - { - "X": 16.6, - "Y": 1.1289058668345064e-06 - }, - { - "X": 16.8, - "Y": 9.45432750205755e-07 - }, - { - "X": 17, - "Y": 7.894740185842172e-07 - }, - { - "X": 17.2, - "Y": 6.572915930046536e-07 - }, - { - "X": 17.400000000000002, - "Y": 5.455944919957147e-07 - }, - { - "X": 17.6, - "Y": 4.5149403031157523e-07 - }, - { - "X": 17.8, - "Y": 1.9525799762733373e-07 - }, - { - "X": 18, - "Y": 3.378964915674886e-07 - }, - { - "X": 18.2, - "Y": 2.774244639758001e-07 - }, - { - "X": 18.400000000000002, - "Y": 2.270377464987253e-07 - }, - { - "X": 18.6, - "Y": 1.8519131251684698e-07 - }, - { - "X": 18.8, - "Y": 7.920249677766002e-08 - }, - { - "X": 19, - "Y": 1.3557216891866329e-07 - }, - { - "X": 19.200000000000003, - "Y": 1.0965115492621583e-07 - }, - { - "X": 19.400000000000002, - "Y": 8.837751973876313e-08 - }, - { - "X": 19.6, - "Y": 7.097930240632512e-08 - }, - { - "X": 19.8, - "Y": 2.999435665118401e-08 - }, - { - "X": 20, - "Y": 5.074307876946539e-08 - }, - { - "X": 20.200000000000003, - "Y": 4.03840509672416e-08 - }, - { - "X": 20.400000000000002, - "Y": 1.6945424661950835e-08 - }, - { - "X": 20.6, - "Y": 2.8470764678943016e-08 - }, - { - "X": 20.8, - "Y": 2.244466737896972e-08 - }, - { - "X": 21, - "Y": 9.348942461918773e-09 - }, - { - "X": 21.200000000000003, - "Y": 1.5595477957054267e-08 - }, - { - "X": 21.400000000000002, - "Y": 1.2173775578461567e-08 - }, - { - "X": 21.6, - "Y": 5.032087529533858e-09 - }, - { - "X": 21.8, - "Y": 8.332006961460162e-09 - }, - { - "X": 22, - "Y": 6.437450105521275e-09 - }, - { - "X": 22.200000000000003, - "Y": 2.6398048870269847e-09 - }, - { - "X": 22.400000000000002, - "Y": 4.337201860213885e-09 - }, - { - "X": 22.6, - "Y": 1.7697821375641629e-09 - }, - { - "X": 22.8, - "Y": 2.8938473215601114e-09 - }, - { - "X": 23, - "Y": 2.197451537277538e-09 - }, - { - "X": 23.200000000000003, - "Y": 8.890601143487822e-10 - }, - { - "X": 23.400000000000002, - "Y": 1.4418071583810853e-09 - }, - { - "X": 23.6, - "Y": 5.802653553133105e-10 - }, - { - "X": 23.8, - "Y": 9.362400492222958e-10 - }, - { - "X": 24, - "Y": 3.747638369657277e-10 - }, - { - "X": 24.200000000000003, - "Y": 6.015208610865836e-10 - }, - { - "X": 24.400000000000002, - "Y": 2.3944960617131523e-10 - }, - { - "X": 24.6, - "Y": 3.822842156214353e-10 - }, - { - "X": 24.8, - "Y": 2.8084119923931763e-10 - }, - { - "X": 25, - "Y": 1.1073367866069837e-10 - } - ] - }, - "encoding": { - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "bar", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotVega $ histogram 250 0.2 model" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "e88d5c67-938f-4708-9487-75b63cd397b1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Redundant bracket
Found:
(model2)
Why Not:
model2
" - ], - "text/plain": [ - "Line 8: Redundant bracket\n", - "Found:\n", - "(model2)\n", - "Why not:\n", - "model2" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.vegalite.v4+json": { - "$schema": "https://vega.github.io/schema/vega-lite/v4.json", - "data": { - "values": [ - { - "X": -24.8, - "Y": 0 - }, - { - "X": -24.6, - "Y": 0 - }, - { - "X": -24.400000000000002, - "Y": 0 - }, - { - "X": -24.200000000000003, - "Y": 0 - }, - { - "X": -24, - "Y": 0 - }, - { - "X": -23.8, - "Y": 0 - }, - { - "X": -23.6, - "Y": 0 - }, - { - "X": -23.400000000000002, - "Y": 0 - }, - { - "X": -23.200000000000003, - "Y": 0 - }, - { - "X": -23, - "Y": 0 - }, - { - "X": -22.8, - "Y": 0 - }, - { - "X": -22.6, - "Y": 0 - }, - { - "X": -22.400000000000002, - "Y": 0 - }, - { - "X": -22.200000000000003, - "Y": 0 - }, - { - "X": -22, - "Y": 0 - }, - { - "X": -21.8, - "Y": 0 - }, - { - "X": -21.6, - "Y": 0 - }, - { - "X": -21.400000000000002, - "Y": 0 - }, - { - "X": -21.200000000000003, - "Y": 0 - }, - { - "X": -21, - "Y": 0 - }, - { - "X": -20.8, - "Y": 0 - }, - { - "X": -20.6, - "Y": 0 - }, - { - "X": -20.400000000000002, - "Y": 0 - }, - { - "X": -20.200000000000003, - "Y": 0 - }, - { - "X": -20, - "Y": 0 - }, - { - "X": -19.8, - "Y": 0 - }, - { - "X": -19.6, - "Y": 0 - }, - { - "X": -19.400000000000002, - "Y": 0 - }, - { - "X": -19.200000000000003, - "Y": 0 - }, - { - "X": -19, - "Y": 0 - }, - { - "X": -18.8, - "Y": 0 - }, - { - "X": -18.6, - "Y": 0 - }, - { - "X": -18.400000000000002, - "Y": 0 - }, - { - "X": -18.2, - "Y": 0 - }, - { - "X": -18, - "Y": 0 - }, - { - "X": -17.8, - "Y": 0 - }, - { - "X": -17.6, - "Y": 0 - }, - { - "X": -17.400000000000002, - "Y": 0 - }, - { - "X": -17.2, - "Y": 0 - }, - { - "X": -17, - "Y": 0 - }, - { - "X": -16.8, - "Y": 0 - }, - { - "X": -16.6, - "Y": 0 - }, - { - "X": -16.400000000000002, - "Y": 0 - }, - { - "X": -16.2, - "Y": 0 - }, - { - "X": -16, - "Y": 0 - }, - { - "X": -15.8, - "Y": 0 - }, - { - "X": -15.600000000000001, - "Y": 0 - }, - { - "X": -15.4, - "Y": 0 - }, - { - "X": -15.200000000000001, - "Y": 0 - }, - { - "X": -15, - "Y": 0 - }, - { - "X": -14.8, - "Y": 0 - }, - { - "X": -14.600000000000001, - "Y": 0 - }, - { - "X": -14.4, - "Y": 0 - }, - { - "X": -14.200000000000001, - "Y": 0 - }, - { - "X": -14, - "Y": 0 - }, - { - "X": -13.8, - "Y": 0 - }, - { - "X": -13.600000000000001, - "Y": 0 - }, - { - "X": -13.4, - "Y": 0 - }, - { - "X": -13.200000000000001, - "Y": 0 - }, - { - "X": -13, - "Y": 0 - }, - { - "X": -12.8, - "Y": 0 - }, - { - "X": -12.600000000000001, - "Y": 0 - }, - { - "X": -12.4, - "Y": 0 - }, - { - "X": -12.200000000000001, - "Y": 0 - }, - { - "X": -12, - "Y": 0 - }, - { - "X": -11.8, - "Y": 0 - }, - { - "X": -11.600000000000001, - "Y": 0 - }, - { - "X": -11.4, - "Y": 0 - }, - { - "X": -11.200000000000001, - "Y": 0 - }, - { - "X": -11, - "Y": 0 - }, - { - "X": -10.8, - "Y": 0 - }, - { - "X": -10.600000000000001, - "Y": 0 - }, - { - "X": -10.4, - "Y": 0 - }, - { - "X": -10.200000000000001, - "Y": 0 - }, - { - "X": -10, - "Y": 0 - }, - { - "X": -9.8, - "Y": 0 - }, - { - "X": -9.600000000000001, - "Y": 0 - }, - { - "X": -9.4, - "Y": 0 - }, - { - "X": -9.200000000000001, - "Y": 0 - }, - { - "X": -9, - "Y": 0 - }, - { - "X": -8.8, - "Y": 0 - }, - { - "X": -8.6, - "Y": 0 - }, - { - "X": -8.4, - "Y": 0 - }, - { - "X": -8.200000000000001, - "Y": 0 - }, - { - "X": -8, - "Y": 0 - }, - { - "X": -7.800000000000001, - "Y": 0 - }, - { - "X": -7.6000000000000005, - "Y": 0 - }, - { - "X": -7.4, - "Y": 0 - }, - { - "X": -7.2, - "Y": 0 - }, - { - "X": -7, - "Y": 0 - }, - { - "X": -6.800000000000001, - "Y": 0 - }, - { - "X": -6.6000000000000005, - "Y": 0 - }, - { - "X": -6.4, - "Y": 0 - }, - { - "X": -6.2, - "Y": 0 - }, - { - "X": -6, - "Y": 0 - }, - { - "X": -5.800000000000001, - "Y": 0 - }, - { - "X": -5.6000000000000005, - "Y": 0 - }, - { - "X": -5.4, - "Y": 0 - }, - { - "X": -5.2, - "Y": 0 - }, - { - "X": -5, - "Y": 0 - }, - { - "X": -4.800000000000001, - "Y": 0 - }, - { - "X": -4.6000000000000005, - "Y": 0 - }, - { - "X": -4.4, - "Y": 0 - }, - { - "X": -4.2, - "Y": 0 - }, - { - "X": -4, - "Y": 0 - }, - { - "X": -3.8000000000000003, - "Y": 0 - }, - { - "X": -3.6, - "Y": 0 - }, - { - "X": -3.4000000000000004, - "Y": 0 - }, - { - "X": -3.2, - "Y": 0 - }, - { - "X": -3, - "Y": 0 - }, - { - "X": -2.8000000000000003, - "Y": 0 - }, - { - "X": -2.6, - "Y": 0 - }, - { - "X": -2.4000000000000004, - "Y": 0 - }, - { - "X": -2.2, - "Y": 0 - }, - { - "X": -2, - "Y": 0 - }, - { - "X": -1.8, - "Y": 0 - }, - { - "X": -1.6, - "Y": 0 - }, - { - "X": -1.4000000000000001, - "Y": 0 - }, - { - "X": -1.2000000000000002, - "Y": 0 - }, - { - "X": -1, - "Y": 0 - }, - { - "X": -0.8, - "Y": 0 - }, - { - "X": -0.6000000000000001, - "Y": 0 - }, - { - "X": -0.4, - "Y": 0 - }, - { - "X": -0.2, - "Y": 0 - }, - { - "X": 0, - "Y": 0.01783317563264943 - }, - { - "X": 0.2, - "Y": 0.025707186812637894 - }, - { - "X": 0.4, - "Y": 0.01644651307408704 - }, - { - "X": 0.6000000000000001, - "Y": 0.02364112032751955 - }, - { - "X": 0.8, - "Y": 0.02242081749433159 - }, - { - "X": 1, - "Y": 0.014278757760571909 - }, - { - "X": 1.2000000000000002, - "Y": 0.02043224327616948 - }, - { - "X": 1.4000000000000001, - "Y": 0.012975264987579664 - }, - { - "X": 1.6, - "Y": 0.018514392031921813 - }, - { - "X": 1.8, - "Y": 0.017403482433407138 - }, - { - "X": 2, - "Y": 0.011001341330839957 - }, - { - "X": 2.2, - "Y": 0.015626313508156322 - }, - { - "X": 2.4000000000000004, - "Y": 0.009849455228921155 - }, - { - "X": 2.6, - "Y": 0.01394996809567743 - }, - { - "X": 2.8000000000000003, - "Y": 0.012995473582322293 - }, - { - "X": 3, - "Y": 0.008153001208665437 - }, - { - "X": 3.2, - "Y": 0.011493495105918341 - }, - { - "X": 3.4000000000000004, - "Y": 0.007189327728078239 - }, - { - "X": 3.6, - "Y": 0.010104957744419617 - }, - { - "X": 3.8000000000000003, - "Y": 0.009326741029106966 - }, - { - "X": 4, - "Y": 0.005805778702201898 - }, - { - "X": 4.2, - "Y": 0.008120818743406512 - }, - { - "X": 4.4, - "Y": 0.005039441385206362 - }, - { - "X": 4.6000000000000005, - "Y": 0.0070270239527971635 - }, - { - "X": 4.800000000000001, - "Y": 0.0043469437912711855 - }, - { - "X": 5, - "Y": 0.006042281772358858 - }, - { - "X": 5.2, - "Y": 0.0037261970073112763 - }, - { - "X": 5.4, - "Y": 0.00516326321298195 - }, - { - "X": 5.6000000000000005, - "Y": 0.0031762438707799317 - }, - { - "X": 5.800000000000001, - "Y": 0.004390653734098324 - }, - { - "X": 6, - "Y": 0.0027061639261583698 - }, - { - "X": 6.2, - "Y": 0.0037465374475414166 - }, - { - "X": 6.4, - "Y": 0.0023663178436210373 - }, - { - "X": 6.6000000000000005, - "Y": 0.0033072486358736125 - }, - { - "X": 6.800000000000001, - "Y": 0.002276068969265843 - }, - { - "X": 7, - "Y": 0.0033358300399958193 - }, - { - "X": 7.2, - "Y": 0.0028796553000480446 - }, - { - "X": 7.4, - "Y": 0.004285204662718899 - }, - { - "X": 7.6000000000000005, - "Y": 0.004673088444227124 - }, - { - "X": 7.800000000000001, - "Y": 0.006796077931533215 - }, - { - "X": 8, - "Y": 0.009176619153738174 - }, - { - "X": 8.200000000000001, - "Y": 0.012521648129149743 - }, - { - "X": 8.4, - "Y": 0.01714231916238017 - }, - { - "X": 8.6, - "Y": 0.021669533945675376 - }, - { - "X": 8.8, - "Y": 0.027215074194122998 - }, - { - "X": 9, - "Y": 0.03330565257702165 - }, - { - "X": 9.200000000000001, - "Y": 0.038569696627591445 - }, - { - "X": 9.4, - "Y": 0.04343884409043321 - }, - { - "X": 9.600000000000001, - "Y": 0.047277922180610214 - }, - { - "X": 9.8, - "Y": 0.04899592503719832 - }, - { - "X": 10, - "Y": 0.052724566329282574 - }, - { - "X": 10.200000000000001, - "Y": 0.04707841616131307 - }, - { - "X": 10.4, - "Y": 0.04320967846710211 - }, - { - "X": 10.600000000000001, - "Y": 0.038262220271600984 - }, - { - "X": 10.8, - "Y": 0.03258992091177781 - }, - { - "X": 11, - "Y": 0.026807689465791963 - }, - { - "X": 11.200000000000001, - "Y": 0.021072311142084382 - }, - { - "X": 11.4, - "Y": 0.016008535776287067 - }, - { - "X": 11.600000000000001, - "Y": 0.011703120951763232 - }, - { - "X": 11.8, - "Y": 0.007706126860383431 - }, - { - "X": 12, - "Y": 0.005776591204028027 - }, - { - "X": 12.200000000000001, - "Y": 0.0034872001673559466 - }, - { - "X": 12.4, - "Y": 0.002250227751004358 - }, - { - "X": 12.600000000000001, - "Y": 0.0013959202565330055 - }, - { - "X": 12.8, - "Y": 0.0008323982476402647 - }, - { - "X": 13, - "Y": 0.00045245796942262775 - }, - { - "X": 13.200000000000001, - "Y": 0.00026649524557467046 - }, - { - "X": 13.4, - "Y": 0.00017407969196358777 - }, - { - "X": 13.600000000000001, - "Y": 8.956742600906703e-05 - }, - { - "X": 13.8, - "Y": 5.3329825190198376e-05 - }, - { - "X": 14, - "Y": 3.651701322808125e-05 - }, - { - "X": 14.200000000000001, - "Y": 2.6463983672259628e-05 - }, - { - "X": 14.4, - "Y": 2.0948868995680614e-05 - }, - { - "X": 14.600000000000001, - "Y": 1.7145697789173058e-05 - }, - { - "X": 14.8, - "Y": 1.4332968953563589e-05 - }, - { - "X": 15, - "Y": 1.2118357209717551e-05 - }, - { - "X": 15.200000000000001, - "Y": 1.0292549994378243e-05 - }, - { - "X": 15.4, - "Y": 8.755695351722748e-06 - }, - { - "X": 15.600000000000001, - "Y": 7.437922809321333e-06 - }, - { - "X": 15.8, - "Y": 6.305244497114846e-06 - }, - { - "X": 16, - "Y": 5.331874773192428e-06 - }, - { - "X": 16.2, - "Y": 4.496870125895596e-06 - }, - { - "X": 16.400000000000002, - "Y": 1.9735410695187505e-06 - }, - { - "X": 16.6, - "Y": 3.464893140054521e-06 - }, - { - "X": 16.8, - "Y": 2.901768470524765e-06 - }, - { - "X": 17, - "Y": 2.4230922981328926e-06 - }, - { - "X": 17.2, - "Y": 2.0173915279609384e-06 - }, - { - "X": 17.400000000000002, - "Y": 1.6745653186020808e-06 - }, - { - "X": 17.6, - "Y": 1.3857475759150052e-06 - }, - { - "X": 17.8, - "Y": 5.992954030939676e-07 - }, - { - "X": 18, - "Y": 1.0370884500437385e-06 - }, - { - "X": 18.2, - "Y": 8.514847431951276e-07 - }, - { - "X": 18.400000000000002, - "Y": 6.96835363769256e-07 - }, - { - "X": 18.6, - "Y": 5.683982404454829e-07 - }, - { - "X": 18.8, - "Y": 2.4309217962487093e-07 - }, - { - "X": 19, - "Y": 4.161047363371104e-07 - }, - { - "X": 19.200000000000003, - "Y": 3.36546691504259e-07 - }, - { - "X": 19.400000000000002, - "Y": 2.712526091626415e-07 - }, - { - "X": 19.6, - "Y": 2.178531489814505e-07 - }, - { - "X": 19.8, - "Y": 9.206014748816213e-08 - }, - { - "X": 20, - "Y": 1.55743140946349e-07 - }, - { - "X": 20.200000000000003, - "Y": 1.2394870579986121e-07 - }, - { - "X": 20.400000000000002, - "Y": 5.2009726755287936e-08 - }, - { - "X": 20.6, - "Y": 8.738386443573836e-08 - }, - { - "X": 20.8, - "Y": 6.888827165923324e-08 - }, - { - "X": 21, - "Y": 2.8694231782051223e-08 - }, - { - "X": 21.200000000000003, - "Y": 4.786640425635277e-08 - }, - { - "X": 21.400000000000002, - "Y": 3.7364347842970595e-08 - }, - { - "X": 21.6, - "Y": 1.5444729337908356e-08 - }, - { - "X": 21.8, - "Y": 2.5573003570794616e-08 - }, - { - "X": 22, - "Y": 1.975813694068946e-08 - }, - { - "X": 22.200000000000003, - "Y": 8.102218362802664e-09 - }, - { - "X": 22.400000000000002, - "Y": 1.3311952230902738e-08 - }, - { - "X": 22.6, - "Y": 5.431901957451728e-09 - }, - { - "X": 22.8, - "Y": 8.881937836814063e-09 - }, - { - "X": 23, - "Y": 6.744525811053632e-09 - }, - { - "X": 23.200000000000003, - "Y": 2.7287468174304156e-09 - }, - { - "X": 23.400000000000002, - "Y": 4.425265098820216e-09 - }, - { - "X": 23.6, - "Y": 1.7809788292393815e-09 - }, - { - "X": 23.8, - "Y": 2.873553782735541e-09 - }, - { - "X": 24, - "Y": 1.1502435109883426e-09 - }, - { - "X": 24.200000000000003, - "Y": 1.8462172678956669e-09 - }, - { - "X": 24.400000000000002, - "Y": 7.349304509667973e-10 - }, - { - "X": 24.6, - "Y": 1.1733254252384999e-09 - }, - { - "X": 24.8, - "Y": 8.619715542958084e-10 - }, - { - "X": 25, - "Y": 3.3986922633355545e-10 - } - ] - }, - "encoding": { - "x": { - "field": "X", - "type": "quantitative" - }, - "y": { - "field": "Y", - "type": "quantitative" - } - }, - "height": 400, - "mark": "bar", - "width": 400 - }, - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model2 :: Measure Real\n", - "model2 = do\n", - " p <- bernoulli 0.2\n", - " x <- if p then normal 10 1 else normal (-5) 5\n", - " condition (x > 0)\n", - " return x\n", - "\n", - "plotVega $ histogram 250 0.2 ( model2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d9be5325-c304-40a0-9746-b7a79b387a49", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Haskell - nixpkgs", - "language": "haskell", - "name": "ihaskell_nixpkgs" - }, - "language_info": { - "codemirror_mode": "ihaskell", - "file_extension": ".hs", - "mimetype": "text/x-haskell", - "name": "haskell", - "pygments_lexer": "Haskell", - "version": "9.0.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/Implementation.ipynb b/notebooks/Implementation.ipynb new file mode 100644 index 00000000..a1b00335 --- /dev/null +++ b/notebooks/Implementation.ipynb @@ -0,0 +1,365 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b982b5d-666e-4175-a3d1-a5ee502e68a9", + "metadata": {}, + "source": [ + "# The design and implementation of Monad-Bayes\n", + "\n", + "*This notebook assumes the reader has a working knowledge of Haskell, or at least strongly typed functional programming*. In particular, it won't explain what a monad is, what a monad transformer is, or what a typeclass is.\n", + "\n", + "Monad-Bayes is, in typical Haskell fashion, very laconic. Its core capabilities are defined in very few lines of code, which belies its sophistication. The goal of this notebook is to explain how the library works.\n", + "\n", + "As usual with Haskell, the key to understanding things is to look at the types. \n" + ] + }, + { + "cell_type": "markdown", + "id": "71734104-9ff6-4264-93c5-ce99087d65c8", + "metadata": {}, + "source": [ + "# 1. Probability distributions form a monad\n", + "\n", + "It's easiest to see what the *monad of probability distributions* looks like in the discrete case. In the discrete case, a distribution is the following:\n", + "\n", + "`type Distribution a = Set (a, Double)`\n", + "\n", + "So for instance, a distribution over `String`s is a set of strings along with their probability mass. The masses should collectively sum to `1` and individually be non-negative. \n", + "\n", + "`Distribution` can be made an instance of the `Monad` typeclass. How?\n", + "\n", + "todo\n" + ] + }, + { + "cell_type": "markdown", + "id": "1d5dfde5-3e9f-40ca-b877-e150cea063d2", + "metadata": {}, + "source": [ + "# 2. There are many different probability monads\n", + "\n", + "The same idea of a distribution as a monad carries over to continuous distributions, but in this case, our concrete representation is not going to be a set of pairs of elements in the support and their weights.\n", + "\n", + "In fact, the **central idea of Monad-bayes** is that there is a variety of implementations of the probability monad, and the choice depends on the inference algorithm we want. Monad-bayes offers a typeclass of distributions `MonadSample` and a typeclass for unnormalized distributions `MonadInfer`, and then offers many instances of both.\n", + "\n", + "To see this, we'll take one program and interpret it with different instances of `MonadSample` and/or `MonadInfer`:" + ] + }, + { + "cell_type": "markdown", + "id": "91763a0c-afd7-49a0-bb53-ef4e26719c00", + "metadata": {}, + "source": [ + "# MonadSample\n", + "\n", + "the class definition\n", + "\n", + "So to be an instance of `MonadSample`, you need to say how you define a uniform distribution over the unit interval. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6310e977-70c3-4240-9e17-15f96447c176", + "metadata": {}, + "outputs": [], + "source": [ + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad\n", + "import Control.Monad.Bayes.Weighted\n", + "import Data.List" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "91820eb8-28fa-4bca-9e90-324bf8e32ff3", + "metadata": {}, + "outputs": [], + "source": [ + "program :: MonadSample m => m Double\n", + "program = do \n", + " x <- random\n", + " normal x 1" + ] + }, + { + "cell_type": "markdown", + "id": "1e3dd003-b1bc-4482-add0-49a60f4fab75", + "metadata": {}, + "source": [ + "`program` represents a distribution, defined using monadic control flow. You might describe it as a hierarchical distribution, where you have a normal distribution whose mean parameter is drawn from a uniform unit interval which is marginalized out.\n", + "\n", + "The first instance of `MonadSample` we'll introduce is `SamplerIO`, which is a random number generator:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bd3212d0-7c69-41f3-b7dc-cf14b45e45c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1194250440980824" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO program" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2dabe42-125f-46e8-ba52-7192bc463306", + "metadata": {}, + "outputs": [], + "source": [ + "A second example of `MonadSample`:\n", + " integrator\n", + " \n", + "transformers\n", + "\n", + "stateT. show traces\n" + ] + }, + { + "cell_type": "markdown", + "id": "09c7c3c4-a88a-40c7-aaf4-f2e831a4426f", + "metadata": {}, + "source": [ + "# MonadInfer\n", + "\n", + "the typeclass\n", + "\n", + "`Weighted`\n", + "`Population`\n", + "`Sequential`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3d35d6a0-6b3c-4812-81cf-2d3bfcb98923", + "metadata": {}, + "outputs": [], + "source": [ + "program :: MonadInfer m => m Double\n", + "program = do\n", + " x <- random\n", + " factor (normalPdf 0 1 x)\n", + " y <- random\n", + " factor (normalPdf 0 1 y)\n", + " return (x+y)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d39aec4a-9670-4d0d-9571-6acfc0dad256", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7186997078194988,0.13968662310676447)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ runWeighted program " + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "ca3b4501-4c6d-45ac-9e87-287aa5b887ca", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "d = do\n", + " x <- random\n", + " factor (normalPdf 0 1 x)\n", + " y <- random\n", + " factor (normalPdf 0 1 (x+y))\n", + " return (x+y) \n", + " \n", + " \n", + "y <- sampleIO $ runPopulation $ do \n", + " x <- resampleMultinomial $ (spawn 10 >> d)\n", + " factor (normalPdf 0 1 x)\n", + " return x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "e7840f35-c91b-4a9f-b5ff-4e3cfdc74a4d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant $
Found:
proper $ (spawn 2 >> random)
Why Not:
proper (spawn 2 >> random)
" + ], + "text/plain": [ + "Line 1: Redundant $\n", + "Found:\n", + "proper $ (spawn 2 >> random)\n", + "Why not:\n", + "proper (spawn 2 >> random)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[(0.8860019925375079,1.0),(0.5033782588382129,1.0),(0.31137526868154797,1.0),(5.451319701546942e-2,1.0),(0.3872285285958025,1.0),(0.3834005992613564,1.0),(0.3141355914598035,1.0),(0.6585424700601658,1.0),(0.5176716807111276,1.0),(0.5625227391260524,1.0)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ replicateM 10 $ runWeighted $ proper $ (spawn 2 >> random)" + ] + }, + { + "cell_type": "markdown", + "id": "7ad288a9-5962-4baf-a5af-2a6ea6f8ce59", + "metadata": {}, + "source": [ + "# 3. We can construct probability monads modularly, with transformers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca59cfbf-5f30-49c2-86e7-276a0baf3535", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46b2d45c-fcde-4dbc-8545-dfed14d82abc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/Introduction.ipynb b/notebooks/Introduction.ipynb index 3233ddbc..cd6e60eb 100644 --- a/notebooks/Introduction.ipynb +++ b/notebooks/Introduction.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -102,11 +102,8 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { - "jupyter": { - "source_hidden": true - }, "tags": [] }, "outputs": [ @@ -140,11 +137,11 @@ "type": "quantitative" } }, - "height": 200, + "height": 400, "mark": "bar", - "width": 200 + "width": 400 }, - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" diff --git a/notebooks/Lazy.ipynb b/notebooks/Lazy.ipynb new file mode 100644 index 00000000..ec45ffd9 --- /dev/null +++ b/notebooks/Lazy.ipynb @@ -0,0 +1,352 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 14, + "id": "043dfea4-1d1a-42c7-8dbe-404e1c3442e4", + "metadata": {}, + "outputs": [], + "source": [ + "import qualified Control.Monad.Bayes.Sampler.Lazy as Lazy\n", + "import qualified Control.Monad.Bayes.Inference.Lazy.MH as Lazy\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import qualified Data.Text as T\n", + "import Numeric.Log\n", + "import Control.Arrow (first, second)\n", + "import Statistics.Distribution\n", + "import qualified Statistics.Distribution.Poisson as S\n", + "import Control.Monad.Bayes.Enumerator\n", + "\n", + "\n", + ":l Plotting.hs\n" + ] + }, + { + "cell_type": "markdown", + "id": "6cc366b0-9a2d-41b5-9a18-6f2dd022d383", + "metadata": {}, + "source": [ + "# Lazy Sampling\n", + "\n", + "The sampler defined in `Control.Monad.Bayes.Sampler.Strict` fares poorly with infinite data structures. For example, `finiteList` defined below is a distribution over a small finite set, but because it is defined as the marginal of an infinite list, running it with a strict sampling monad will not terminate." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "54b733d5-7914-4fd0-888c-21fa7992f38a", + "metadata": {}, + "outputs": [], + "source": [ + "finiteList :: MonadSample m => m [Double]\n", + "finiteList = do\n", + " infiniteList <- sequence $ repeat random\n", + " return (take 3 infiniteList)" + ] + }, + { + "cell_type": "markdown", + "id": "e5728ea8-fbba-42be-93ec-6df139dcbdcd", + "metadata": {}, + "source": [ + "One solution is to use a streaming library, such as `pipes`, and indeed this proves useful in many situations. But another is to define a lazy sampler, which is the approach taken by [LazyPPL](https://lazyppl.bitbucket.io/). " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b38c604a-3dc1-4fc3-b4c2-429a32528cb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.8180766766189881,0.344956911022809,2.3083124243546638e-2]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Lazy.sample finiteList" + ] + }, + { + "cell_type": "markdown", + "id": "daee5898-3b3d-4876-ad21-14ae16f2fe7e", + "metadata": {}, + "source": [ + "`Control.Monad.Bayes.Sampler.Lazy` is simply a port of LazyPPL, with some refactoring. In particular, what LazyPPL calls the `Prob` monad, we now call `Sampler`, and `Meas` is built modularly as `Weighted Sampler`. \n", + "\n", + "LazyPPL also comes with a number of inference algorithms that make special use of the sampler's laziness, including weighted importance sampling and Metropolis-Hastings. Monad-Bayes has these also, as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bbefc916-65fd-4a99-a5e0-7273c4f3d29b", + "metadata": {}, + "outputs": [], + "source": [ + "model :: MonadInfer m => m Bool\n", + "model = do\n", + " -- Prior belief: it is Sunday with prob. 1/7\n", + " sunday <- bernoulli (1/7)\n", + " -- I know the rates of buses on the different days:\n", + " let rate = if sunday then 3 else 10 \n", + " -- observe 4 buses\n", + " factor $ Exp $ logProbability (S.poisson rate) 4\n", + " -- score $ poissonPdf rate 4\n", + " return sunday" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "de863302-a371-49f0-81a6-f8e45ab740bb", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"de863302-a371-49f0-81a6-f8e45ab740bb\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"dbd7e61f-7866-4ea2-81a3-ff4ffbe1ad51\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"8852155e-b90c-4524-9dc1-02d3f4272225\"}, mhSessionId = UUID {uuidToString = \"c0ec4195-068f-40a8-b2e9-b1e47c0ef78a\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:8: error: Not in scope: ‘Lazy.mh’" + ] + } + ], + "source": [ + "xws <- Lazy.mh 1 model" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "634c7c3e-2731-43a5-af60-14bb168a3863", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 0.602 + }, + { + "X": "False", + "Y": 0.398 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 200, + "mark": "bar", + "width": 200 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ first (T.pack . show) <$> toEmpirical (take 1000 $ fst <$> xws)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44f03d6a-80ad-40e6-bfcb-82931d77871c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d5fa726-8615-449a-86bd-3521659cbe51", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ed7339a1-77f1-4cfe-b22f-0e46953fc6ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,2,3,4]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = bernoulli 0.5\n", + "\n", + "y <- Lazy.sample x\n", + "take 4 y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c87e6580-90ce-4fcd-92bf-8d50e1897593", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cda4e5e0-e0df-4484-b739-b1c5300c9945", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 (-0.33752627641182276) 0.6879027115791256,V2 0.5479956320453119 2.1371803404562364,V2 0.5573120317335094 1.7091817011312638,V2 0.9797529388677747 3.7490921318570587]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "variance = 1\n", + "import Diagrams.Prelude (V2(..))\n", + "import Control.Monad.Loops\n", + "import Control.Monad\n", + "\n", + "\n", + "-- kernel :: MonadSample m => V2 Real -> Distribution (V2 Real)\n", + "kernel (V2 x y) = do\n", + " newX <- normal (x+0.5) variance\n", + " newY <- normal (y+0.5) variance\n", + " return (V2 newX newY)\n", + "\n", + "-- randomWalk :: Distribution [V2 Double]\n", + "randomWalk = unfoldrM (fmap (Just . (\\x -> (x,x))) . kernel) 0\n", + "\n", + "\n", + "x <- Lazy.sample randomWalk\n", + "\n", + "take 4 x" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "dd7b42cf-c2c5-4f71-a481-c04dc1a19f2f", + "metadata": {}, + "outputs": [], + "source": [ + "observations = mapM (\\(V2 x y) -> \n", + " do\n", + " x' <- normal x 2\n", + " y' <- normal y 2\n", + " return (V2 x' y')) =<< randomWalk\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "99478fa3-4730-4b36-b22e-924153ce0624", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 3.359606220496155 0.28261234040449634,V2 (-4.010679323774817) 0.6391189243868503,V2 1.4470509903824165 0.6840265398936514,V2 0.6074621050753484 6.120654529217177]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "obs <- Lazy.sample observations\n", + "take 4 x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20cd0dab-3918-4350-933e-0cb30ce804e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Press Ctrl-C again to quit kernel." + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Applicative\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "import Control.Monad.Bayes.Population\n", + "\n", + "\n", + "-- -- conditioning :: (MonadSample m, MonadCond m) => P.Producer (Double,Double) m ()\n", + "-- conditioning = do\n", + "-- walk <- randomWalk\n", + "-- forM_ (zip walk obs) (\\(V2 x y, V2 x' y') -> \n", + "-- factor 0.1)\n", + "-- return walk\n", + "\n", + "-- x <- Lazy.sample $ runPopulation $ smcMultinomial 4 4 $ conditioning\n", + "-- take 4 x\n", + "-- -- >-> P.map fst" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93bdfc15-5ef1-42e6-bcf0-b9f0e904bb03", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/SMC.ipynb b/notebooks/SMC.ipynb index fb5691ef..09c9ab9c 100644 --- a/notebooks/SMC.ipynb +++ b/notebooks/SMC.ipynb @@ -32,9 +32,9 @@ "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", "import Control.Monad.Bayes.Sampler\n", - "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Density.Free\n", "import Control.Monad.Bayes.Population\n", - "import Control.Monad.Bayes.Sequential\n", + "import Control.Monad.Bayes.Sequential.Coroutine\n", "import Control.Monad.Bayes.Inference.SMC\n", "\n", "import qualified Graphics.Vega.VegaLite as VL\n", @@ -2312,7 +2312,7 @@ "\n", "plotVega \n", " (zip (zip (xs <> inferredXs) (ys <> inferredYs)) \n", - " (replicate 100 (T.pack \"Inferred\") <> replicate 100 (T.pack \"Latent\")))" + " (replicate 100 (T.pack \"True\") <> replicate 100 (T.pack \"Inferred\")))" ] }, { @@ -2338,7 +2338,7 @@ "outputs": [], "source": [ "-- import Control.Monad.IO.Class\n", - "-- import Control.Monad.Bayes.Sequential\n", + "-- import Control.Monad.Bayes.Sequential.Coroutine\n", "-- import Numeric.Log\n", "-- import Control.Monad.Identity\n", "\n", diff --git a/notebooks/Sampling.ipynb b/notebooks/Sampling.ipynb index cf9adc24..d810c0a5 100644 --- a/notebooks/Sampling.ipynb +++ b/notebooks/Sampling.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ "import Control.Monad.Bayes.Class\n", "import Control.Monad.Bayes.Enumerator\n", "import Control.Monad.Bayes.Weighted\n", - "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Sampler.Strict\n", "\n", "import Control.Monad\n", "import Data.List\n", diff --git a/notebooks/examples/.ipynb_checkpoints/ClassicalPhysics-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/ClassicalPhysics-checkpoint.ipynb new file mode 100644 index 00000000..966755e1 --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/ClassicalPhysics-checkpoint.ipynb @@ -0,0 +1,1403 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "dea0401b-5fdb-47a3-b3ae-5d1dff9d5898", + "metadata": {}, + "outputs": [], + "source": [ + "import Numeric.Hamilton (stepHam, System, Phase (Phs, phsPositions, phsMomenta), mkSystem', Config (cfgPositions, cfgVelocities, Cfg), toPhase)\n", + "import GHC.TypeLits (KnownNat)\n", + "import Numeric.LinearAlgebra.Static hiding ((#))\n", + "import qualified Data.Vector.Sized as V\n", + "import Control.Monad.Bayes.Class\n", + "import Data.Maybe (fromMaybe)\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad\n", + "import Diagrams.Prelude hiding (normal)\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "\n", + ":e PatternSynonyms\n", + ":e ViewPatterns\n", + ":e RankNTypes\n", + ":e DataKinds\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "30af4ead-38c3-4ca3-b5a9-d157edd00951", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant bracket
Found:
Double -> (R 1)
Why Not:
Double -> R 1
" + ], + "text/plain": [ + "Line 31: Redundant bracket\n", + "Found:\n", + "Double -> (R 1)\n", + "Why not:\n", + "Double -> R 1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "pattern V1 :: a -> V.Vector 1 a\n", + "pattern V1 x <- (V.head->x)\n", + " where\n", + " V1 x = V.singleton x\n", + "\n", + "type V2 = V.Vector 2\n", + "pattern V2 :: a -> a -> V2 a\n", + "pattern V2 x y <- (V.toList->[x,y])\n", + " where\n", + " V2 x y = V.fromTuple (x, y)\n", + "\n", + "\n", + "\n", + "system :: System 1 1\n", + "system = \n", + " mkSystem' 1 \n", + " id \n", + " (\\(V1 x) -> x ** 2 / 2)\n", + " -- mkSystem' (vec2 1 1 ) -- masses\n", + " -- (\\(V1 θ) -> V2 (sin θ) (0.5 - cos θ)) -- coordinates\n", + " -- (\\(V2 _ y) -> y ) -- potential\n", + "\n", + "-- ex :: (KnownNat m, KnownNat n) => System\n", + "-- m n\n", + "-- -> Phase n\n", + "-- -> Phase n\n", + "step = sampleIO $ stepHam 0.1 system <$> phase \n", + "\n", + "-- a :: (R 1)\n", + "fromDouble :: Double -> (R 1)\n", + "fromDouble = fromList . (:[])\n", + "\n", + "phase :: MonadSample m => m (Phase 1)\n", + "phase = do\n", + " pos <- (10*) <$> random\n", + " return $ Phs {phsPositions = fromDouble pos, phsMomenta = 10}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3cae8752-1b16-4998-9b4c-0e0e6c0471ff", + "metadata": {}, + "outputs": [], + "source": [ + "toDouble :: R 1 -> Double \n", + "toDouble = read . take 8 . tail . show" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "af70a4e0-4095-4e9f-91d0-4d8b10bb44dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Data.List\n", + "\n", + "pushforward = do\n", + " old <- phase\n", + " let new = [stepHam stepSize system old | stepSize <- [0.1,0.2..10]]\n", + " \n", + " return ( (toDouble . phsPositions) <$> (old:new) )\n", + " \n", + "pairs <- sampleIO $ replicateM 10 pushforward\n", + "\n", + "timeseries = transpose pairs\n", + "\n", + "length $ head timeseries\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "433d9fd9-51bc-411f-a659-25072436abaa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "[toD <$> x | x <- timeseries] :: forall {b}. (Transformable b, TrailLike b, V b ~ V2, N b ~ Double) => [[b]]" + ], + "text/plain": [ + "[toD <$> x | x <- timeseries] :: forall {b}. (Transformable b, TrailLike b, V b ~ V2, N b ~ Double) => [[b]]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + ":e FlexibleContexts\n", + ":e GADTs\n", + "\n", + "toD x = circle 1 # translateX x\n", + "\n", + "\n", + ":t [toD <$> x | x <- timeseries]\n", + "-- diag = " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d3c167ca-fae2-4b69-bcdb-07f2f30eb9eb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram $ vsep 0.1 $\n", + " [mconcat $ toD <$> x | x <- timeseries]\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31126424-bb32-40b0-afc8-93e741e58de8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01fb853c-a176-4d52-8a55-9293d12a3553", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/.ipynb_checkpoints/Diagrams-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/Diagrams-checkpoint.ipynb new file mode 100644 index 00000000..8b7784f0 --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/Diagrams-checkpoint.ipynb @@ -0,0 +1,1476 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "id": "4a04aca6-ee17-4e97-89a2-682e428f216e", + "metadata": {}, + "outputs": [], + "source": [ + "import Diagrams.Prelude\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler.Strict\n", + "import Control.Monad.Bayes.Traced.Static\n", + "import Numeric.Log\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "import Control.Monad\n", + "import qualified Control.Monad.Bayes.Weighted as Weighted\n", + "import Control.Monad.Bayes.Density.Free\n", + "import Control.Monad.Writer\n", + "\n", + "{-# LANGUAGE NoMonomorphismRestriction #-}\n", + "{-# LANGUAGE FlexibleContexts #-}\n", + "{-# LANGUAGE TypeFamilies #-}" + ] + }, + { + "cell_type": "markdown", + "id": "745dd187-2737-4075-a1e5-def36b220a77", + "metadata": {}, + "source": [ + "ideas:\n", + "\n", + "sample from the space of linear maps, and apply to a square\n", + "\n", + "show wigner semicircle distribution\n", + "\n", + "create grammar of shapes, with duplication, mirroring and fancier things\n", + "\n", + "probabilistic language for declarative: a red square points at a red circle: really means: sample from the distribution induced by this!!\n", + "\n", + "display factor graphs\n", + "\n", + "the folding map: random transforms\n", + "\n", + "sampling: show samples from normal" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "55e00c89-fa70-4c16-a9c5-a68fc1c49ed6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAFiCAYAAADMXNJ6AAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO2deXhU5dn/PwlJgLATFpUtyCKCiOCK4gK4b9VarVpFq622amvVWtRatbWL2rdabdWi1ldcXrWt9Wet1SquRVzqjoI7ARdEFhVxAQL5/fGd40RMQpaZc59znvtzXXMNJJOZ78ycc5/nudcSHKe4VACDgOp6t8G5n/XO3bo38rcrgNXAh0Bd7t8rcr/7FFi5zuO7Au1yt665n3UEOgCdgfIGXmMVsDR3exuoqXebl7t/f31v0nHaQom1ACcz9AE2z902A4Yho7sRUFrvcQvJG7hF5I3g4nr/jm7rGtq20hUZ/l5A1Tq3XkB/dJEYDFTW+7tPc5rnAXOB2bnbHGTIHadNuCF2WkoFMrSjc7fI+PbN/X4V8BLwGnmDW//2eYxa20If8qv36txtY2AU0C/3mNXAK8gov5C7PQ+8E6tSJ/W4IXbWR1dgG2ACsEPu1jH3u4XI6M4Bns79+0UKv5JNGt3QRWgkMsxbAmOQ+wP0uTwNzAQeBZ7EV85OE7ghdtZlGDK2E4DtgRHoOFkMzELG5Um0+vvQSGMSKUUr5nHoc9seGAuUAR8DTyCjPCt3W9Hw0zgh4obYqURGY1dgf2DT3M/fRIYjWtXNQQEzp/lUIsO8Jbq4TUL+6FpkmO8EZgDP4J+t4wTHSOA04D7ks60D5gN/Ag5AxsIpPKXIpXEqcC/5z34BcBXwdfLZHo7jZIxS5Gq4DBncOmQEZiCDPMpOWtB0AvYFLgfeQN/LKuAB4ATyAVDHcVJKCbAdcDHwFjrJ3wOuRC6ITnbSnEYYDpyMLpC1udv9wPEovc5xnJQwCjgPpY/VoXzc64H9aLigwUkmVcAU5EdejYzyTGSo+xjqchynEfoAPwZeJm98rwF2R1F7J91sBPwAGeI1KD3wr+j7LW3i7xzHKTKlwG7AX9CJuTL3773xlW+W6Q+cTv6iOw84m3yRieM4MbABMJV8cOfV3P99uxoeWwLTgE/QSvk+4GD8Quw4RWN74G/IX/gZcCOwC54L7kAP4Ieo1LoONS86E+hpKcpxskI74CBUiVUHvA78CD/BnMbZDpiOXFUfo5TFjU0VOU5K6YAi5pEf8Knc/z3w5jSXvih7ZilyW9yJdlWO46yHvsCvyJ88fwPGmypy0k5n5LZ4E13UH0F55O7Scpx1qEKrl49Qxdv1qNmO4xSKUpRL/igyyLNRYM8NshM83YFfAMtR5PtCvILKKT6TyccdHkf5yI4THJ1RytkyFFSZBmxoqsgJkV1RS9M6ZJgn28pxnHjogJLxFyMDfAWeiO/YUoI67j2PDPIMlHnhOJnkYFQFtRqVH1ebqnGcL1MKHIL6Tq9Feer9TRU5TgEZCzxMfrUx2laO4zRJKUqVXITiFheQHwHlOKmjCrgUdc16Fa2IHSctdEdG+HNUqTcFz7BwUkQ5alX4IfABCsq1N1XkOK1nOCoGqUPjnTyv3Uk826NJxmtQLrBPWHCywq4o93gtyvLpYivHcb5KVzTuZg0qRx5rK8dxikI52uF9ikZu7W0rx3Hy7I0Oyk/RQdrOVo7jFJ2NUcvNOtQD21uwOmb0Re6HOpQVMdxWjuPESgkK4C1BhUnH4cE8J2amoMY8S4Gj8QPQCZcNUXOqOuAeYICtHCcEegC3ooPuVjwY5zgRBwDvotXxIcZanAwzHrUS/AhtwxzH+TLdgZvJ+46728pxskQZalFZizpVDTFV4zjJZwqaDjIPmGCsxckAm6B0tNWoysiHMjpO8xiMeh/7ueO0iWOBFWhO3LbGWhwnjZQDv0H59TPxQJ7TAjqg7mh1wHV4BZHjtJWdgbeA94FJxlqcFNAf+YE/R/0iHMcpDL1QEUgtirl4yqfTIDsD76FOU94Y23EKTzvkL14L3AF0s5XjJIkStPpdjSrkNrCV4ziZ52soDfQVYJSxFicBdAFuQ1fo36JUNcdxis8oZIg/Ag401uIY0g94DuU7etN2x4mfbshFsRb4ibEWx4DRqGPau8A4Yy2OEzIlKHhXB/wZzzcOht3Qdmg2MNBYi+M44lhgFXAvHsTLPNGXfR/+ZTtO0ogWSS/gi6RM4tsfx0kHo4EFuNswc5SjjlBrgTOMtTiOs376A88Dy4HJxlqcAtABTaBdBRxmrMVxnObTFZgBfAbsa6zFaQOVyPH/OWpa7ThOumgP/B0VWx1prMVpBd1Qt6dPUADAcZx0UoZmQ9YCxxhrcVpAD9S452NgorEWx3HaTjsUZF8L/MhYi9MM+iIn/zK8h7DjZIkS4BKU+XSOsRanCTYAXgYWohQYx3Gyx4XIGJ9tLcT5KlUoCXwhGm/kOE52OR8Z41OshTh5ugJPAh8AY421OI4TDxchn/H3rIU4SlF7GJVFbm2sxXGc+CgBrkTG2LMpDKkA/oVS1HYy1uI4TvyUAjei1LZDjLUESTnwD2AlsJexFsdx7GgH3IpswT7GWoKiFPWOWAXsZ6zFcRx7KoC7gU+BCcZaWkUaJ6leCJwOfAsZZCc7dAAGAb1RJkyvercqoHPucZWo/BUUrP0cXZhB8YK1wBpgaQO3xaiz18LivhUnZjqi9rYjgO2BV23ltIy0GeJjgWuAM9E0WCd9dETzyjYHhgDVudtgYMMGHr+CvBFdQd7gfohSmOrIH8cdcs8PmkfYBRnwKr46j/BzYB5QU+82F6VBzm/dW3OMqQJmoe96PPC+rZzmkyZDvCfqpDYd+I6xFqd5dEerk3HI8G4ODEV+PdCqtKbeLTKMi4AlyPiuLJCWbmil3Qu1WawmfwGI7iMjHjUnn40qNR8HXkKrbCfZbAw8hi6muyB3ReJJiyHeDDXxeRy1xKu1leM0whBgB2R8dwBGIp/+cmTUIsMW/Xu5jcwGKUHGeAw63qILxxB04ViOTvBZ6Fh8AmXsOMljG+BBlFX1TeSqctrIRqhj/4toheUkh0pgV+QmmkveVfAu8BfgZGBLZIzTSicUAJqKdmRL0XusRQZ5KnqPaVnUhMLBaAfjLswC0AWNvH8bbScdewYCp6Km3SuRUaoB/oT6Pvc2UxYP7dCq+RTg36hxeR3wFnAVSqGqMFPn1Gcq+m6OtxaSZkqA21A7yy2MtYROP9R+cBba5q1EEerTkPshZCqR8f0j8AY68ZcB16K4xrpBQiderkIB3h2thaSVM9BJ7xUzNnQBvgs8grZ4q1Cu5rdRz2enYcahFMt5yCgvQbuFbSxFBUw5OobfQwsKpwVMQj64i6yFBMjWaBWxHBngGShLpcpSVAopQcb3d8A7yCg/B5yExzriZgP0HTyGu42azQCU//cAvq2Li0rUxeo5ZDDeAX6FUoGctlMGfA0F+2pRStX1wFaWogJjPHKp/cFaSBrogFpaLgD6GGsJgb7AL1C12Rrgn8hg+AWwePRHEybmo4veQ6hUP82ZJWnhZPSZH22sI/Fcg3yRO1gLyTgjgatRddknqJ3gMFNF4VEGHAr8FxmHucBxaDHiFI/rUKbLOGMdieVYdEAeZy0kwwwGpqHt8SLgPFRp5tgyAeVdR9/LVNwgF4tOqGrydVRt6dRjE9RH4DpjHVllCCoNr0X+35PwEz2JjARuQW6iGhQkLbcUlFGGoWD0TdZCkkQ5Khd9A6VMOYVjA/J5lItQEULHJv/CSQKjgb+j9M3XgcPxyr1CczTagR9hrCMxXACsBrazFpIh2qM87OWouOAMtCVz0sU44C5kMGbhuciF5mZUMDbUWog1O6Lt8s+shWSI/dAqag1KkfLsk/QzCfk11yJf8iBbOZmhO3IBzSTfETA4uqMUnqA/hAIyHLgfrZ7uRR3EnOxQhnz7S9Eq7id4mmEhiBaD51gLseJm1Ny72lhH2ilHjfI/A94E9reV4xSZnsDlaMfzDJ6GVQh+g9yj462FxM0UtHL7lrWQlLMFykNdg9LSOjf9cCdDjEetYVcDl+LffVsoR+fRGwQUS+mLtle3WgtJMe1RH45a5Dv0IE6YVADnotLd10np4MyEsAnaVV5iLSQubkWGuK+1kJQyEvWEWIWCnJ5n6oxE02tqgfNx33FrOQvtLjPvotgbr/VuLSWo6nAF8gVvbyvHSRhlqCJvFerX4iXrLacM+d1fIMMLnK6omc8DeHJ6S+lDPp/0KgLyYzktZgd0of4Y9Y52WsbWaGfxU2shxeIK1GBmiLWQlLEtGsOzBI0icpz10RW4AV24r8HL2VvKxagh1qbWQgrNdsj3cpq1kJQxBfWufQY17HGcluDHT+uoRBkUs8hQe9L2qMXfU3jhRnNpj1wQdag6zvtDOK1lHBrbtATY3VhLmtiDjA0e/QnyuYy1FpISNkBNkD7HW4I6haEPis3UoiGwTvO4EV3AeloLaSt9UPXcldZCUsIoVPv+HvINO06hKEOFH3VoXJDvTtdPPxT0vMxaSFv5M/ARnjPcHCYBHwAv4WXfTvE4DlXj3YOCek7TnI0+r9T2bhmLAnSnWAtJAUej6qj78Qm/TvHZE7VIfR7N0HMapwPysc+wFtJaHgZeQ4Enp3FOR+0Nr8NHfTvxMQalRdbg/XjXx8HIpbOPtZCWcggpFR4z56HP6bd4kYsTP4NR8cfbwAhjLUnnIVK2sEz9Uj4GSoD/QUb4AmMtTthsAMxGo7S2MNaSZLZAWSenWgtpLj9Bzu2R1kISSimqMlwL/NhYi+OAspueQ2O1PFunca5GAfXEx3E6A++jskrnq5QgI7wG+L6xFsepTw/Uwe1DYEtjLUllQ1Sp+AtrIevjZ6j7k5dTNswFaCXsRthJIl1Rg/QPcDdFY/we5Rb3thbSGN3Q1uYKayEJ5efIJzzVWojjNEEv8j5jD+B9ld7IECc2tnM+6nDveYlf5UfICJ9rLcRxmkEf1B/mLby4qCEuQn3BE1eoVoUq6IIZM9ICjkbuiN8a63CcljAQTVl/mQz0WigwVaggJnH27kISeoUwZmfUvOf/8DxhJ32MQO7GR0hR/mxM/JKEeQD6IiN8obWQhLEpOogfwg9iJ73shBYTt+CLifr0QEHNy62FRPwKGeJe1kISRG80VXcO+sIcJ80citxriU/bipnz0KrY3BNQifp1pr5NXAHpgPoJL8QDHU52OAcFnI+0FpIgeqJFqPkF6geo7M/n0OW5Gm3lvELJyRIlwE2ooMFzjPNcASzFcKBvO7T9/quVgARyPFo1fMdaiOMUgY7A06hjm7sixTBUKXuilYBvIKMz3kpAwtgGrYSnWwtxnCJSjdyR9+FTPiJuR13sTD6PWcCjFi+cQPoAC4An8dHlTvbZB60CzX2jCWECWpR+PZgXTiAlwD+BxSgJ3nFC4OfIGE+0FpIQZqEgfazchvzDvjWBk9BF6WBrIY4TI6XAg6ipfJWxliQQu6t2I9Rv2Mdyq+fyp8A0ayGOY8AAVLR0m7WQBNAOlYTHFiP6KQpKhR41bQ88i8andDHW4jhWRPPcvm0tJAGcixZmRS/iKkEuiRuL/UIp4CLUe3krayGOY8wNqDXkxtZCjOmP6iqKnsq2O7r67VzsF0o4W6EP/GfWQhwnAXRDLTPvw/tR3AU8X+wX+SvwCmF/2GXAM8ALQIWxFsdJCnujRdpR1kKMOQB9DkXbKfdCvuHTi/UCKeGnKG1ne2shjpMwbkXlvuZNcAwpA96hiAH804GVqHghVIajbksXWwtxnATSFxnim62FGPMb5DMvShD/ZeAvxXjiFPEAMA/DBh+Ok3C+jbbme1oLMWQIaht6TKGfeCv04e5d6CdOEQehz2A/ayGOk3AeQTPvyq2FGPIQcH9zH9zcoNtvgWOBDVDKVmhUAC+hfhKTjbWEQilKhxqCGs0MRMdfVe7WMfeYbqjAaEXu75ahpjRLka+uJnebi+YqOsVnLPAUcCpwqbEWK04A/oBS2hau78HNMcQlqLPQDOC7bZKWXs5EU6rHolHjTuGpQmmRE9EObDOgc+53dehgXoR6eixFPjiQz749Mspl5A11Far8ip4DZJBfQM2qHkTZL2uK9H5C51qUQTAcXRhDozfwLnAy6lncZsajE2G3QjxZCumLVlJ/tBaSMToC+6LA57PIINYhH/zN6OK3DzqR2zLzrxewNfJdXowM8Ke51/oQuAOdLCPb8BrOV4nOm8TMdDNgBvBwoZ7sErQKKSvUE6aMq9B21xubFIYt0XZ1KTKGi1AQ+DhgVEwaynI6pqIihM9zWl7K/WzDmHRknTOQ22iEtRAjjkMLjH5tfaIS1MjiyrY+UUqpRil7U411pJ2hyLVTgwzefDR0djNDTfXphIKxd6AYSC3wL+AwfAJ3W+iAKu5CTWfrhY6nk9v6RDuiEyfUnqPT0W7Am/q0jtHA9ciwfYpWvvuR7PapPdBKZiZKQVqEpvV2NdSUZk5Eq8Ix1kKMuIcCDND4A/AeyT5xisVwtK06xVpICtkO+AcyZPPRkNlKU0WtYzQamFkLvA+chbI0nOZTgYL9obbKPAadB4Pa8iQhuyVuQVHPNBoQK0YB96Jd1KvoIMxCP46haDr3SuADFEjMwvuKi+8iY7S1tRADeqIFXas7so0i3AKGkWg7dZK1kJTQmXxb0NeRbzWLu6gBKAtgNcpL9pzy5lGOjos7rIUYMRO4s7V/fBpaAXRe3wMzyJ+Rb9AHga6f/VAQbhVwAWF8ZmOQ368OnWADbOWkguPRqnhTayEGnI0Kjlp1bsxAqT2h0QcVCZxtLSTh9EZDU+uAu9H2PSRKULXpYpQvW/C+AhmjPSrKCXGs2Ja0shajE8qtPK3QilLA+cAn+CioptgZlQ8vRkMTQ6YKTaioQxkiIe4gm8u5yK5sYC0kZkpQvOl3Lf3D/dCBFVq1USUyLgUpScwgJSgnchUaHV5tqiZZTEHbz5cJN1VrffREn9HPrYUYMB0VDLWIK1CDm9D4PgrSDbcWkkB6oYyItcCvCbfSsilGoZPtU+S2cL7KlWix09FaSMwchha3LUpjewP4U1HkJJvn0Mwp58tUoxFZiwm7z2xzqASuQyfdLwl7rFhDbIo+myOshcRMT5SPfnxz/2AY+qAOKJaihLINet9fsxaSMEahMtV5wCbGWtLEVLR7uA7fPazLTNSvNzQeowWFLVElSM+iyUkmV6OobsjNrNdlW9TC8EXUV9VpGUehnOM7CG8r3hRHoUVPaKlsF6BdZbN2SdfQCqdyyukMLEdbSUfsjXydjwDdjbWkmQNQOuTDeEZFREdUoXihtZCYiZIghjXnwXNR68eQiEowh1gLSQg7IiN8F76SKwQ7oUb29+Kl0RFXoNVhSN3teqJkgKPX98AqZJCOKrKgpPEIKmBx1JpyGfJn+ZDUwjEJ5dDejKaJhM44wmyhMAe5QZukRUvnjNAfXaU83UilugvQOKgexlqyyKHoWAt5akV95qJimJC4Gr3vJmmRMzkjnIIKFEKfwNEbpajNAzYy1pJlfogWO2daC0kA56PYTEjur6OR16F3Uw/6D3B7HGoSxGNoGkPIlCL/5WK8mCUOfoNWxntZCzFmNLooHWgtJEaGove8f2MPqEABmh/HpSgBDEBXp6ONdVjzM/Q5hOavs6IU+Dea2zfQWIs1L6He3yGxkCYyRiLn+Y6xybHnVNTqM2R/6E6o4ufX1kICow9qnPQIYRd8nIv6T4TknrgDuL+xXx6NVkUh5YzeT5itPiN6A28j94wXssTPzugi+CtrIYaMRQvAPayFxMj5yA3YIL9DDb5DIWr1eaq1EEP+iQ4Ir5qz42fIXxzqgN4StDO4xFpIjByCLj4bNvTL+9DAx1DYnzDLLCMOQu8/9H7C1pQCs1BKU6jFHv+L2oeGwgh07u3e0C8XEdYW6UrCbPUJ6hBWgwJGjj2jUU+KUFPavokM08bWQmKiHY0kRvRFH8ShcSsy5A3CnVB9EXLLeKpacrgUnZyDrYUY0ANdiL5vLSRGnkbN4r/EboQ1kWMI4eUvRoxEBSznGetwvkxX5CsNLY8/YhYtaBGZAf4XeHbdH56GVkihpNEcRTOqWzLKvWi0eQjTltPG4bRyyGQGuBB4z1pEjJyKbO6XspUatM4Z5irCCg5EbEt4Lqi08RTwqLUIA6LgeSjTwBv0QvyHsKpbXgT+bC3CgDvRajiUnU8a+QbhFVaBZiKG1PlxIA2UOr+NGv6EQHeUt3mMtZCYGYMO9NDed9ooQd3v7rEWYsDLhNMLvR2K1fww+kEFMkzfs1IUM3sRZv7wrShdL9Rc1TRxJDpGt7YWEjOhTQd6A7g4+k80LDSUEsOzgQ8Jq9XnUHSx/YG1EKdZlKGTNKQsAoDj0HFaaS0kJmaQy5IpJZ+3WGOlJmY2R1u/OmshMXI08AlwrbEOp3nUAn9E3fBCyuyZjWzSZtZCYqKGnP0tBaqRUZpvpydWNgdesBYRIyUoLepvyBg76eAm9N2FlOESLZBGWwuJiRrWMcQLUU5b1umItumzrYXEyM7oyw5tJE3aeR/1fznSWkiMrEDGKRRDPA8V8vSIDHGNpZoY2QxFK0NaER+JsmIethbitJgbUMAulK066Nzc3FpETMzL3Q8uBQYRliGuQ3nEIdARdVmbjlLXnHRxOwosH24tJEZmE86KuCZ3X12KGv6EUlo4FL3X5dZCYmIy0I2winWyxOdomkNIPVFeRcUd3ayFxMD7aGHYpxS96aW2emKjmnBW/wCTkP8/pNzMrHE/6l/bz1pITNTk7qsNNcRFLfARUFWKnMWhGOLB5P0yITAReICwUvWyRjTbbGdTFfHxhd/UVEV8LAF6laIUmSXGYuKimnBWxFUo6PGgtRCnTbwLvEI4o5TeRQN9QzHES8mtiKP/ZJ0OwAaEY4h3QemJbojTzwPIzRQCa1EpfrWxjrhYQj1DHMKKeCBa/dcY64iLXVCRzpvGOpy28wAaI1RtrCMu5hHWirhXSCvivrn7UDJEtgIesxbhFITHc/dbmqqIj/eAPtYiYuILHzGEYYh75e5DWP1H9frPWwtxCsLb6BwNJb92KYpxhMAXPuIVqC9m1okM8TJTFfEwGOhMWKXcWedFwjLEvdb7qGywFOhaiibHhkAV8DGKyGadYbn7V01VOIXkNcIZI7QEFXSUr++BGeAzoKSUMAwTyBCH4JaAfEe9t4x1OIUjtABWCdDTWkgMrAT5EkNwS4C+1BDcEqAMkVA66oXCPKALYRinKGYVgp94FcgQh7IiriQcN0xfZIid7BBl+/Rt8lHZIDpPO5qqiIfgVsQVhPNeQ+ofEgrBrRIJY75ikIY4lNV/SG6YUAjJEEfnaXtTFfEQnGsipBVxJT4WKWtE2/UQBmtGNslXxBmkPeG815AuOqEQknGKjt2gVsShnLDl+Ht10ktI2/Xg3mtp7hYCa/H36qSXdrn7NaYq4iF6r7WmKuKhHehkDeGqA1oh+nt10kr0fYYQ04neawi7uvYgQxyCzwn0pYbyXlfihjhrhGScovM0hItOBYS1Il5JOIb4I8IYvhgSPXL3H5qqiIeQLjq+Is4wIXWvCoUofziEfikhuWG+WBGHYpxWonFJIbCEMBL/QyL6PkMo1IlsUlAr4lBcE8sJZ7v+LtDfWoRTUAaibJgQeoh0z90H44YJaUUc0iqxBnXqcvdEdhgMvEMY2/XouA2hX0pwwbpo/EqJtZAYmJe7D6V/bQgMJpzBt1XILfGxtZAY+GJF3JUwjNNSoIww3BNzUWP4zayFOAVjM2COtYiYCGmIQ1dgdSkqh+1qLCYOoi82BPfER8ACwplxlnXaozFJocwg7EU4hrg3sCQqgw3Blxh9sSG8V9AE5y2sRTgFYTO0m3vBWkhMVBFGdgjovS4trfefrPNu7n6AqYr4mAWMJ5yUvSyzC/KZPm2sIy4GAG9bi4iJXtRbEYdgiN9DPV2rjXXExQPICG9nLcRpMxPRhTWUUV+DyQecs86XVsQhbNfrkN+02lhHXDyD8jAnWgtx2kQZsCPwoLWQmOiE/KY1xjrioorcingVYayIQV9utbGGuFgDPIIb4rSzNQqmP2AtJCaqURZXSCviZaXk82tDYB5h5dY+CGyLVhlOOpmEXBJPWguJiej8DMkQLy5F2QQhuCYgvyIOIW8a4D5UubOntRCn1ewLPEQYfRdAhriWMIJ1nVEcZ1kpYfUlmIuGL25sLSQmXkJpbEdaC3FaxTC0o/k/ayExshnwKmFM54gyuN4uJaztepSHGVKhww3A3oSz68kSU5Bb4g5rITEymnAKV6pz9zWlwHzCCWAtQJkEm1sLiZEbkSvmUGshTosoAb4F/BVYYawlLkqAUYRjiAejoPpb0Yo4ShnJOnXoSw5pRbwImIG7J9LGTuhEvcFaSIxUowyRUCoIq1FHvVWl5PP1QnJPhLQiBrge2IawLkBp5xjgLRSoC4XovAxpRVwD6r4WpYlUG4mJmxeAIShiGQp/R1feqdZCnGYxALmSrkDN4ENhDBrgMN9aSExUs06a3grCOUk3Ry6KydZCYuYUFIkeZi3EWS+Xo1hGCC1b6/Pv3C0UlgDn1f/BS+jqGwKl6CA/x1pIzFQif/FV1kKcJtkAZUqcZ6wjbkI7L7ugBeFR9X/4T+AeEzk23ENYV96Is1BhwCBrIU6j/A/aoYaWbrgFMkyTrIXERLQz37n+Dy8ijEqWiJ+h5untrIXETDfgA7T1dZJHXzQe6EJrIQacCKwmnNjN4cgQ96n/wyNzPwyl58Qk9H7HWAsx4Ex0wHvT+ORxPWqIHkIq6br8H/CUtYgY+Q35HulfMAYZpl3iVmNEZzQN9xRrIQZUoNlnTyK/nJMMJqAMie9ZCzGgBGX1XGItJEbuogH3aAUyTD+MXY4dDxCmnxjkl1oLHGstxAHUc/h5tCIMzV0Gef/wHtZCYuQt4LcN/WI2cHW8Wkw5HficcHxS63IzaoEaWlAoiZyOSl23tRZixJkoU6SjtZCY6I4WQlMa+uVNwOOxyrFlNLoK72MtxIiNUMAypBLaJDIUBehCSR9tiIeBf1mLiJGdkO0Z22Z+B6oAABX6SURBVNAvz0BpMyH5DecDf7QWYcgx6ID4trWQQOmARlq9QXjFGxFdUUplSG7Rk1DAvMHBvnujk3JonIqMuQp401qEMdOBzwgzg8Say5ERCnnA60HI7gy3FhIj01ARXYP0Qx/IwbHJsWcf9J7HWQsxpBPKongJVd858fANdOz9wFqIMbeggQ0h8QSK0TTKAuD38WhJBOUoYBViAn19RqNgyXXGOkJhKCrnvc1aiDGVyD8eSlkzKCC5kvVcgG8G/huLnORwLfIVhzLHrjGORSu0n1oLyTh90Cig11H0PGQOQcfcptZCYmQiTQTqIiInckgpXXugD2YbayEJ4JcoreY71kIySiUwC1gMbGKsJQncBjxnLSJmzka7gLKmHjQWGaWJcShKCGXA+6jZSuiUoFzyWhREcQpHOWo2tRzY0lhLEuiM3GFnWQuJmbvRdPUmaYdyS88uupxk8SdUYtnkVSoQ2gG3o0yKnYy1ZIVS1EthJbCbsZakcDTafYWUpVWKmm6d15wH30dYydUgt0QdsL+1kITQESXZf4wbjrZSgYzwGuAwYy1JYibwoLWImIlaX+7anAefhyK6IRV2ADwL3GktIkF0QtuolbgBaS3+GTbMCLQa/pa1kJj5PnL7dWnOg3dHVju0QZMnoQ9poLWQBBGt5tYCPzbWkjaqUGBuBbCnsZakcTHaooeWt34jqqRsFqG2iOwGfIKaxjt5SlFueR3wa8LbKbWGoShFbRGwlbGWpFGBguOXWguJmRJgIboINZv7gXuLIifZXI9yij1o91XOQCvjf7POVAHnSxyMAt6v44NaGyKaTLG5tZCYGYfe9+4t+aNQW0RuhT6sQ62FJJTJ6Kq+CA/irUt7tMqrA/4f0MNWTmJ5AvUCD42zaEWrz80It0XkQ4Q1sqWl9EWZNbUosBtiI/N1GYRayK4GpuJVmo0RjSgL0a78Bw1pbjGhtojcj7DGRrWGMuBXKCVrFuHOvytHQcyPUStL9wc3zV3Ay4QXZ4hafZ7Umj8OtUVkCepG5qls62ci6pxVi7blIfXU3Ql4EV2MriCs994aRqDPKsTxXFGnvVYVr3yd8PqERhyHAlMjrYWkgAo06uYTNJX2cLK9Ne+Lgrpr0QBWXwU3j2uB92ikGXrGuQZl0bSKEDvnR3QA3gZutRaSIvohA1WHBmFOIVv+4z7ki50+AE4mW++vmAwl7z8PkQXAZW15ggdRKluInIBWPT65omXsBjyCDPJLwJGkOx1wEJqk8Rlq2HMh0NtUUfq4HuUOh5aFBWrwVAfs1ZYnOQH5//oWQlHKKEc+8r9bC0kpO6Gc4zoUyDoF2MBUUfMpQfqno13hMrQa7mmoKa0MR6vhH1kLMeIidPxUtOVJeqMP8YRCKEoh30Gr4q2thaSYrVHf2VXoWLoL5WkncXT6cOB8YB66gCxAhSxdLUWlnFtQ7CCJ33exKUHH0jWFeLL7UW5tiJSjCqm7rIVkgN4o3vBfZOQ+QivOI4CNjDSVAeNRsv1jOV3L0cioyYSXZlVoNkeZEidaCzFiO1pRTdcYx6MPs18hniyFRCWZBfkwHUCjcX6N0gTrcre5KA3sG0D/Ir1ue5TlcCpKrl+ee+0V6GJ7BOqY5hSGGcgt1d5aiBEXo2ks642RNCfNqBcqaz2NNkb+UkoJCj5VocDdals5mWNDVHE1MXc/OPfzD4AXgNfQ9q4GHYdLc7dP0XexAmUvdEXfVVW924Dc8w0GRiHXQxlqavU4KrV9AKWhrSrmmwyQA1F85UBU8h0aJeiYvRv4XqGe9N+okXOojEO7glZVxjgtYhAa03Qe8i0/T37l2tLbGuAt1OR+Gtoi70SY/so4qUB5syH2lIiYgI7BSc15cHMT749Fs8yqUQAjRKaj8ufhwBJjLSFShXJ5o9VuBapmi/y4n6KV7sfo+1mMVtC+0o2fM9Ag2nFoVxMil6Ep1f3QgqAg9EQH+emFesIUshE6yS+3FuI4CWYjFIi90lqIIWVoEVAUW/E31LAjy+Wr6+Mn6Oo23lqI4ySU29BupJe1EEMOQG6JopS/75F78pAn+5ahFplzCTcS7DiNsS+yEUdYCzHmLhTbKAolKKf2hmK9QEoYg/yO51oLcZwE0RX1Z7nbWogx/VE1clFzp89GNfehl3pehHzmo6yFOE5CmIY68G1sLcSYc1DguKgTWjZEuZs/KOaLpIBKlN/6OOluaOM4hWAyagUQaj+JiFKUOzw9jhf7B+GmpNRnAtqC/NxaiOMYUoVcEg/jbUH3RD7yCXG8WDRKaLs4Xizh/BJlUexsLcRxjLgV9WgeZC0kAcSaWVaGroCxLL8TThlqFrMAn9rrhMd30aLsMGshCWAjFMQ/Lc4XPSv3osVqzpImhqJCjxuthThOjAxHfT58QSYuQJ9HVZwv2gMZn9/E+aIJ5ttoZXCctRDHiYFOKE70Ot6rGaALalJ1icWLX5Z78RDHnzTE1WiXsIO1EMcpMtNRGus4ayEJ4RQUuDdJ3RuMUtlOtnjxBNIetVN8F6X5OU4W+RHa/R1trCMplKGUtZstRfwF9Yr1XFoxAA1JfAD/TJzssT0qZPqDtZAEcRi6MG1rKWLrnIhDLEUkjF3RNuVSayGOU0AGoo5ij9LGQZgZ4wk07d6c/6A5ZE6eaPv2Q2shjlMAugGzgfm4260+k9B5vq+1EICvITG7WgtJGJehYo8DrIU4ThsoB+5FU1LGGGtJGveiuYuJaA1cAjwDzLIWkjBKgdtRAxCvQnTSypUoG8iH536ZaBTSodZC6hOVPe9lLSRhdEL9ixfiXamc9HEOOq+PtRaSQB4EXiQ/qisxPIaMTiKW6QliQ+DN3M0rEZ20cDIywr+wFpJAdkWfzdethTTE7kjc16yFJJCBKNfwVWADWymOs16OQvENT1NrmEeQOzaxi86HUHQ1ccv1BDAMuShewBvrO8nlIJR+eR1+HjfE3iQoU6IxIgf2wdZCEsoYYBlqKN/NWIvjrMsBKDB3M95buDGeQOm6iV0NR8xAKR3+RTbMtqh/61OEPenWSRaHIiN8O0pZc75KNJ05FRkk26KxKd+3FpJgxqGR43OAfsZaHOcI1DfmFtwIN0YF8Apyv6aGG4GlxNybM2Vsihrsv4mntjl2nIACczfg/VGa4sfoc9rSWkhL6IeaJJv050wRw1DZ6HxghLEWJzyiPOFLSYHP05A+yJ04zVpIazgHbXd85HzTDEJzrpbhs++ceCgHrsXzhJvLVajEO5Wppx1Ri8z7rIWkgB6oUmclcKSxFifbdAH+hRZJ3zPWkga2QOl8sc6iKzTfRFfdva2FpIAK5KdbC5yHbxWdwtMPeBaNOfNzsnk8hEZCtTfW0WYeBl7De5g2hxLgfHTxugmotJXjZIgdUUHRfGC0sZa0cDA6F/ezFlIItkTRxqnWQlLEkahr2/PAEGMtTvo5GeUIP4r3E24uXdBF615rIYXkMuBzPDOgJYwB3gA+Ag401uKkkw7A/6JV3TR8V9oSMmmzOqF82Ydw32dL6AncjXYUP8erFZ3mMxztqD7BA8AtZVsUoMvkLn4vdGX+jrWQlFGKUozWoLFU1aZqnDTwHZTH/zo+VaOlVKA+w8+T4SrDm1BitJf1tpyJwFvIVeErHKchuqOGPXVownp3Wzmp5By0Gk5VBV1L6YXGzf/VWkhK6Yk+uzpURu4d3JyIyahk/gOUNuq0nE2Az4CLrIXEwRRkSDwA1XqmoFzQd1H/WCdcuqES5TVobqT3LWkdpcj1Nw/FtILgHuAdvA1kW9gYVS3WAbcCfW3lOAYciM6jFcCP8GBuWzgZFVMFNY2+H+rOdru1kJRTAhyNPstlwLfxrJQQ2Ai4DV2E78YDuG1lFMrbv8JaiAUHoQPpu9ZCMkAf4Hr0eT4JjLeV4xSJcrRy+whdeI/DL7xtpT3KkJhDwJWs16Ft1SbGOrLCnsBc5C+8Fq+iyhIHoHS0WuBK3K1XKC5FhRtjrYVY0hlNNn4ar/opFNGqaRlq3XcG6oTnpJPN0fixOuD+3P+dwrA78gunurNaodga1cH/2lpIxuiJrvargUWoSqiDqSKnJYxA7qZaYAHKlHEKR2+UdfQQPq36C85F2+lJ1kIyyGDUZyA6oU8mAy39Mkw1+r78Alo8SoB/oF3jAGMtiaIdMBNVjnkaVnEYDfwdbcVeR4Eed1kkh5HIrx8Z4FPw76dYnILXMjTKAHQAziTDNd4JYBxwB9qBLEK7kd6misJmInAXukC+h1bAwRQUGLA9coX6PM0mmIhWBL+zFhIAI9Asrs9QDuWVaLK0U3zaA4cDT6GV2RzUqMddRsVlQ+QXfhRPDlgvp6OD0+vl46E3WoW9iz73p5DbwldlhWcT4ALUb6UO7f4Oxivi4qAclTAvRAUxznooQSW7K4DNjLWERAfgCBRFXou65F1OxrtQxUBn4ChkdOtQgOgyPA0tbq5ELokdrYWkic6oJ+ireCs/C4ahldt7yHjMQ6lwEyxFpYgOaM7Z9ag5U/2dRrDVW4Ycgb6DE62FpJERqJTzDjzPz4oKZFBuQN9FHfASCvCNxctr69MNle3fjHZzdah09qf43EFLxqEYyA3WQtLMgSi6H0R/0IRTf5W3HBma91ED8imogCQ0NkZ52fcBK9Fn8ibaTXjg057+qEfzs/hOpM1MxbcVSaMjsAfwe+Bl9P3Uon64FwH7k71eCO2QX/cE1JQ/Cm5+ijqg/RDNiXOSQRdkgN/BizYKxuXoRN/fWojTIIOB76PWjAuRgapDDYj+jHyj49HJkQZK0HvaH43OuZu8a2Y16o1yCWqy5EUXyaMdqpxbDmxhrKVZpMXH1w71Lp6Iop7P2cpx1sNQYId6txHIzx8F/majYOwruf/PQwZ8bcw6K5HBjW6jUAXiZkDX3GOWA0+g3NNHgceRD9hJLpcDxyPX5p3GWppFWgwxaDX1COq9Ox71TXDSQSUycmPIG7oxQFW9x6wE5gM1qOJvCWp4vxRYnLv/OPfYT1AqUh1Ks6sgn/fcFV24y3LPv+6tD/IdVvPlcvpa4DV0kXghdz87p6euTe/eiZMzUQOxE0lRo/c0GWJQIvbjaJUyAZ2ETnrpjgzi4Nx99O/e5I1mIQakriJv1JeiniY1aCUe3b+FjLGTXg4GbgF+i9q/poa0GWLQSuo/aBLFvqips5NdopVtL5S5UUbe19yJfKnqcpRhU0t+5bwMrayj/zvZZTLwT+QbPoz43VxBMhn1SLgTbxDkOKGzPfLbz8BbhsbOHmg1fBtaJTmOEx5j0M7nMVSR6xjwdZRONB2vvnOc0NgEleE/B/Qw1hI8U5Bv8HJrIY7jxMYQVKzxMj5MIjGciFKMvNmz42Sf/qiU/HW8pWXi+AkyxudbC3Ecp2gMQF0ZFwCDjLU4jXA2MsYXk87UPMdxGmcoyvlegFq1OgnmRJRDeBUewHOcrLAp6qQ2D28rmhq+iwJ4N+N5xo6TdsahlqtzgX7GWpwWcigqbb0TT/J2nLSyNSpLfwafNp5a9kMVeA/gyd6OkzZ2QaXrTxLm4IFMsSdq3j2T7DUrd5ys8k20iJqBTxTPDBNQ85dX8Wir4ySdM1DA/VbcrZg5hqAqnKXATsZaHMf5Ku1QD+E6NDXcs54ySk/gYdQs6HBjLY7j5OmM2ljWormATsZpD9yEtj7n2UpxHAeVKT+D+kbvY6zFiZFS4EK0BbqKfHNxx3HiZRwq1HgbtbR0AuR4lGv8KN48xHHi5iiU0fQsauTjBMwE4F1UuTPJWIvjhEAZcAHakd6Ep6c5Ofqgoo/VwFRjLY6TZfoBs/BzzWmE+lfpm/GrtOMUmh2BhcAiYKKxFifhHAF8AryAF384TiEoAU5Bq+BHgA1t5ThpYQzq/r8cOM5Yi+Okmd5oxH0dMA3PUHJaSFfgenQA/Q1vOuI4LWU3NFfuA9QN0XFazcFoXPcC1A3KcZym6YDiLWuA+/Eewk6BGIRKo9eiGnjfXjlOw4xEecGrUOWq94twCko74BwUcPgvsImtHMdJFKXAyah15RxgrK0cJ+tsB7yBDriz8FFMjrMp8B+0Y7wCqLSV44RCJfKB1aI0t21t5TiOCeWoKONz4E1gd1s5TqiMBZ5GQYlp+DgmJxzG4ce+kyDK0KrgMzTqew9bOY5TVOrvBp8HtrGV4zhfZhNUNVQH3Iin7DjZ4xvAfNQxbSpahDhO4ihBrTWXACuAs4GOpoocp+1sATyEFhn3AkNN1ThOM+mBtm8rgbeAKchIO06aqEJ587XAa6i4yXFSx3A0h6sOeBylvjlO0ilHOcEfovFF56ERY46TavYBXkER5qtx/7GTTEqAA8gfq1ehXt2OkxnKgVNR34rPgN8DfU0VOU6evVDFaB3yB29hqsZxikwXFHH+EPU9vhQ3yI4dE8gH4h4H9jNV4zgxU4V8bx+hDIsLUJDPceJge2AGMsCzUSDOA8pOsPQFLkHuig+Qce5lKcjJNBNRClpkgA/CDbDjfEE/4HJkkD8FrsRHNTmFoQw1Zn8KGeA5wGF4i0rHaZTeaFW8GEWu7wR2tRTkpJbOKA2tBhngmcgF0c5Qk+OkivaoEGQuOomezv3fy0qd9dEXXcyXkr+Yj7cU5DhppxRFsmcig/wOCuxVG2pykkcp2jn9BU3H+Bh1RRtuKcpxssh4YDryIdeiqr0D8FVyyPRHk2Nq0IV6LvBjPAPHcYpOV+A45K6oAxaiVbI3YwmDduRXv6tRY/a/5H7mGRCOY8DWaAu6HI2qeQg4AS9NzRolwA6oAGghugA/C5wIdDfU5ThOPToDx6Dx5bW52wy0cva85HRSgsZw/Q5YgIzve8Af0QXYcZwE0xetih9GUfPVwD3IUPc01OU0jy2BC9HElzqUyjgNmIynnjlOKumFVsUzkeuiFiX2X4D6DHhSvz2dUGbMNPIr3w+A63M/90nhjpMhBiCf4j9Rw6FoqzsdVV5V2UkLihI0ePZMNF5rNfouXgP+gDqhVZipcxwnNjoAuyH/4xxkCGqBx9BqeT/cMBeKUmA08D3gBvLBtk+Au4CT8IyXoPFUFydiELAnsDtyWfRBxuJl4FHk2piFVm1O01SiYNoE1OVse5TZsAY12nkQ+ewfQalnTuC4IXYaYzgyIJExGYGOl0XAE8igvJC7vYaMTIh0R6vd0cDmyOUwFvl1V6Aev4+ii9hjqOLNcb6EG2KnufRClX0TUFR/DPm0uM+Bl5Bxjgz0q6gcOysGujOwMTAKGdzI+A7M/T4asPk8MriP5v5dG7tSJ3W4IXbawobkV4KRYRpFPtC0GmUB1KBUrJp1/r2I5BjqTsioVudug9e5r5+LvYj8biC6+LyEpnY7TotxQ+wUmjLk1hiKjFhkyKpz/+66zuM/RHmySxu5fULej/oh8luvyv0ctNVvj4x/KdAt9/OOKCAJch9UouBjr9x979x9dIseC7o4vEv+gjGv3r/n5PQ6TsFwQ+zETU9klAeiFXVVA7deyFCua7Tbwmq+bOCX1LtFP3sHGdy3kLF3nFj4//EuhWv8SpfsAAAAAElFTkSuQmCC", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d n = do \n", + " x <- bernoulli 0.01\n", + " if x then return $ mconcat (circle <$> [1..n]) else d (n + 1)\n", + " \n", + "sampleIO (diagram <$> d 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4831d732-fb7e-4261-ad30-3260f4e93e5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Functor law
Found:
fmap diagram\n", + " $ fmap mconcat\n", + " $ replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))
Why Not:
fmap\n", + " (diagram . mconcat)\n", + " (replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))
" + ], + "text/plain": [ + "Line 3: Functor law\n", + "Found:\n", + "fmap diagram\n", + " $ fmap mconcat\n", + " $ replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))\n", + "Why not:\n", + "fmap\n", + " (diagram . mconcat)\n", + " (replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fmap head $ sampleIO $ prior $ mh 100 $ fmap diagram $ fmap mconcat $ replicateM 10 $ do\n", + " x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " -- condition (y > 0.01 )\n", + " factor (if 2*y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z) )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb8d259c-a65c-424f-8e9e-9c4d32bfe2ac", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "556f2c35-7561-47a1-9949-87b54513aff0", + "metadata": {}, + "outputs": [], + "source": [ + "getTrace :: Weighted (Density SamplerIO) a -> SamplerIO ([Double], Log Double)\n", + "getTrace m = fmap (\\((x,y),z) -> (z,y) ) $ runWriterT $ weighted $ Weighted.hoist (WriterT . density []) m" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4339a75c-b28a-48fd-a498-15fdd07e6ca3", + "metadata": {}, + "outputs": [], + "source": [ + "program = do\n", + " x <- beta 1 2\n", + " b <- Control.Monad.Bayes.Class.normal (x**2) 1\n", + " factor $ normalPdf 0 ( abs b) x\n", + " return b\n", + "\n", + "-- program = do \n", + "-- y <- gamma 2 2\n", + "-- x <- Control.Monad.Bayes.Class.normal 0 1\n", + " \n", + "-- z <- Control.Monad.Bayes.Class.normal 0 1\n", + "-- factor $ normalPdf x y z\n", + "-- return x\n", + "-- -- factor $ normalPdf 0 1 (x + y)\n", + " -- if y > 0.99 then program else return 2" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "dcdb1f95-1b10-4db4-8a9b-c4fa8762b6bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "traceDiagram :: ([Double], Log Double) -> Diagram C.B\n", + "traceDiagram (trace, weight) = fromVertices [p2 (i,y) | (y,i) <- zip trace [1..]] # opacity (ln $ exp weight) # scaleX 1\n", + "\n", + "sampleIOfixed $ fmap (diagram . mconcat . fmap traceDiagram) $ replicateM 1000 $ getTrace program\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6dad6b23-bf92-4a8b-8fd4-74e91aac1959", + "metadata": {}, + "outputs": [], + "source": [ + "sizedText str = text str <> rect 10 2 # opacity 0 # frame 0.1\n", + "scale = vsep 1 $ map (sizedText . show) [1 :: Float,0.9..0]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "bb057b20-137c-4dde-8829-79b34f42a312", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram scale" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d97a1d91-e09e-4cd9-9e79-08b4fad387a8", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb new file mode 100644 index 00000000..bae377a6 --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/Functional_PPLs-checkpoint.ipynb @@ -0,0 +1,28883 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b06149d6-9cfd-42d3-befb-79e5fa346510", + "metadata": {}, + "source": [ + "# My background\n", + "\n", + "- PhD in computational linguistics, machine learning, Bayesian models\n", + "- currently doing a fellowship on a probabilistic programming library called Monad-Bayes, written in Haskell" + ] + }, + { + "cell_type": "markdown", + "id": "650023e5-a271-48f9-a493-552fb1ed6951", + "metadata": { + "tags": [] + }, + "source": [ + "# Probabilistic programming + functional programming\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5235bfee-1ae7-49d2-9cb8-ba35746c53cf", + "metadata": {}, + "outputs": [], + "source": [ + ":opt no-lint" + ] + }, + { + "cell_type": "markdown", + "id": "19c77d21-e83e-414a-964e-23e411b5bfea", + "metadata": { + "tags": [] + }, + "source": [ + "## Functional programming in Haskell\n", + "\n", + "- purity: all functions are mathematical functions (no hidden side effects, no global state)\n", + "- static types: reason about the behavior of your program by looking at its type\n", + "- lazy evaluation\n", + "- compositionality: meaning of whole program should be a function of the meaning of the parts" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c796d0ec-9eb8-4874-aecf-2a15ddce3710", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- all Haskell programs are mathematical expressions\n", + "True" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f67f9bef-57c6-4057-b1f2-a8ab209c060c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "True :: Bool" + ], + "text/plain": [ + "True :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- all expressions are statically typed\n", + ":t True" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "79a48373-7712-43de-ad5f-7dea84f1aaea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "False :: Bool" + ], + "text/plain": [ + "False :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t False" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f50b7e2b-3012-436f-b30e-cedfc58dce52", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "not :: Bool -> Bool" + ], + "text/plain": [ + "not :: Bool -> Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- functions have types. functions are pure\n", + ":t not" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9774c21d-d398-403c-9f34-f838ddb26df5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "(not True) :: Bool" + ], + "text/plain": [ + "(not True) :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- function application\n", + "not True\n", + ":t (not True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "86179273-86d5-4c04-a762-683d3eaf90cd", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"0f2752cb-6fe8-4954-b05c-f83938286295\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"0f2752cb-6fe8-4954-b05c-f83938286295\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"86179273-86d5-4c04-a762-683d3eaf90cd\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"5b5f6f63-ce73-4550-bab9-391e6bdb2667\"}, mhSessionId = UUID {uuidToString = \"0f2752cb-6fe8-4954-b05c-f83938286295\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"3853f518-08bf-4230-a2cc-81cc7ad780a1\"}, mhSessionId = UUID {uuidToString = \"0f2752cb-6fe8-4954-b05c-f83938286295\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:5: error:\n • Couldn't match expected type ‘Bool’ with actual type ‘Int’\n • In the first argument of ‘not’, namely ‘seven’\n In the expression: not seven\n In an equation for ‘it’: it = not seven" + ] + } + ], + "source": [ + "seven = 7 :: Int \n", + "\n", + "not seven" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", + "metadata": {}, + "outputs": [], + "source": [ + ":e ImportQualifiedPost\n", + ":e FlexibleContexts\n", + ":e BlockArguments\n", + ":e TupleSections\n", + ":e FlexibleContexts\n", + ":e OverloadedStrings\n", + ":e LambdaCase\n", + ":e RankNTypes\n", + "\n", + "import Control.Arrow (first)\n", + "import Data.Text (pack)\n", + "import Control.Monad\n", + "import Numeric.Log\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Integrator\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Density.Free\n", + "\n", + ":l Plotting.hs\n", + "\n", + "type Distribution a = forall m . MonadSample m => m a\n", + "type Measure a = forall m . MonadInfer m => m a\n", + "type Real = Double\n" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", + "metadata": {}, + "outputs": [], + "source": [ + "model :: Distribution Real\n", + "model = do\n", + " p <- bernoulli 0.2\n", + " if p then normal 10 1 else normal (-5) 5" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2.3914293282720003" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "9ad97d59-71a9-40e6-9140-3db494d6b851", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "[True, False, True] :: [Bool]" + ], + "text/plain": [ + "[True, False, True] :: [Bool]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "[seven] :: [Int]" + ], + "text/plain": [ + "[seven] :: [Int]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- types can take types as arguments\n", + ":t [True, False, True]\n", + ":t [seven]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "411a246b-a6b2-4ee8-83e1-6b858a35438a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "id :: forall {a}. a -> a" + ], + "text/plain": [ + "id :: forall {a}. a -> a" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- universal quantification\n", + "id True\n", + ":t id" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b6fd2e7e-0341-407d-b47e-173d8da79ffb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[False,True]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "map not [True, False] :: [Bool]" + ], + "text/plain": [ + "map not [True, False] :: [Bool]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- map applies a function to each element in a list\n", + "map not [True, False]\n", + ":t map not [True, False]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "52570a58-3742-42cb-bd28-f0f2b7d31b3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "map :: forall {a} {b}. (a -> b) -> [a] -> [b]" + ], + "text/plain": [ + "map :: forall {a} {b}. (a -> b) -> [a] -> [b]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- map takes a function as its argument\n", + ":t map" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea93bbfb-711e-41c4-84a2-e2a87946dcdf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,1,1,1,1,1,1,1,1,1]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- things can be defined recursively\n", + "-- Haskell is lazy\n", + "h :: [Int]\n", + "h = 1 : h\n", + "\n", + "take 10 h" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c0ace474-e685-421c-a1c4-710a3ddb148b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,2,3,4,5,6,7,8,9,10]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- here's an example using map\n", + "g :: [Int]\n", + "g = 1 : map (+1) g\n", + "\n", + "\n", + "take 10 g" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b730e0df-7b1c-4f97-a161-791f054512c0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- functions compose\n", + "not (not True) \n", + "(not . not) True\n", + "((> 0) . (+1)) 0" + ] + }, + { + "attachments": { + "406eee2d-492c-4dc3-8488-7fb35e62ebbf.png": { + "image/png": "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" + }, + "ccad8965-7128-4589-9bc9-66d719a33cc4.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "6d955c66-f25a-4362-ad68-58e9aeaf5981", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.04.45 PM.png](attachment:406eee2d-492c-4dc3-8488-7fb35e62ebbf.png)\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d195ae7-a56c-4625-b2e3-5a5b88a83d68", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": { + "dfe52b3a-4345-4743-9470-1151f92509ae.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "61e22652-97b1-49a0-a3bd-129054e9744e", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.07.45 PM.png](attachment:dfe52b3a-4345-4743-9470-1151f92509ae.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c18a6b5e-24c4-4a71-920b-58d28c2978a7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a86adc0f-6691-418e-8633-57a8f6d576a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "(.) :: forall {b} {c} {a}. (b -> c) -> (a -> b) -> a -> c" + ], + "text/plain": [ + "(.) :: forall {b} {c} {a}. (b -> c) -> (a -> b) -> a -> c" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t (.)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2ee6ae5e-c8b4-4e3e-8d91-05b0ce0b3d56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2,4,6,8,10,12,14,16,18,20]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- here's an example \n", + "\n", + "isEven :: Int -> Bool\n", + "isEven x = x `mod` 2 == 0\n", + "\n", + "-- given any list (infinite or otherwise), drop all the odd numbers\n", + "evens :: [Int] -> [Int]\n", + "evens = filter isEven \n", + "\n", + "tenEvens :: [Int] -> [Int]\n", + "tenEvens = take 10 . evens\n", + "\n", + "tenEvens [1..]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "cd81eb26-6874-45fc-a881-091b8f59c9d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "110" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sumOfEvens = foldr1 (+) . take 10 . filter isEven\n", + "\n", + "sumOfEvens [1..]" + ] + }, + { + "attachments": { + "e8e56a78-81d9-4af4-ab5f-adc68e37cd43.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "d5226a7e-cbaa-4f17-853a-fcfccd2ba86d", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.22.06 PM.png](attachment:e8e56a78-81d9-4af4-ab5f-adc68e37cd43.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "77802ea5-40ee-4dd9-b1e1-f68e3170ea0b", + "metadata": {}, + "outputs": [], + "source": [ + "-- diagram $ D.hsep 0 [\n", + "-- boxDiagram \"(foldr1 (+))::\\n[Int] -> Int\",\n", + "-- boxDiagram \"(take 10)::\\n[Int] -> [Int]\", \n", + "-- boxDiagram \"(filter isEven)::\\n[Int] -> [Int]\"] \n" + ] + }, + { + "cell_type": "markdown", + "id": "5736f780-c0f3-4ef3-8fc8-c6d46c0a3209", + "metadata": { + "tags": [] + }, + "source": [ + "## Probability in a functional language" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", + "metadata": {}, + "outputs": [], + "source": [ + ":e ImportQualifiedPost\n", + ":e FlexibleContexts\n", + ":e BlockArguments\n", + ":e TupleSections\n", + ":e FlexibleContexts\n", + ":e OverloadedStrings\n", + ":e LambdaCase\n", + ":e RankNTypes\n", + "{-# LANGUAGE NoMonomorphismRestriction #-}\n", + "{-# LANGUAGE FlexibleContexts #-}\n", + "{-# LANGUAGE TypeFamilies #-}\n", + "\n", + "\n", + "import Control.Arrow (first)\n", + "import Data.Text (pack)\n", + "import qualified Data.Text as T\n", + "import Control.Monad\n", + "import Numeric.Log\n", + "import Control.Monad.Loops\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Integrator\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Traced.Static\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "\n", + "\n", + "import qualified Diagrams.Prelude as D\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "\n", + "\n", + "import qualified Pipes.Prelude as P\n", + "import qualified Pipes as P\n", + "import Pipes (Producer, (>->), MonadTrans (lift))\n", + "import Control.Applicative\n", + "\n", + "import qualified Diagrams.Prelude as D\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "\n", + "\n", + "-- boxDiagram t = D.hsep 0.1 [\n", + "-- D.circle 0.001 # D.named \"in\",\n", + "-- (D.text t # D.scale 0.02 <> D.rect 0.25 0.25) # D.named \"box\",\n", + "-- D.circle 0.001 # D.named \"out\"] \n", + "-- # D.connectOutside \"out\" \"box\" # D.connectOutside \"box\" \"in\"\n", + "\n", + " \n", + "-- diagram $ D.hsep 0 [boxDiagram \"\\tnot::\\nBool -> Bool\", boxDiagram \"\\tnot::\\nBool -> Bool\"] \n", + "\n", + ":l Plotting.hs\n", + "\n", + "\n", + "type Distribution a = forall m . MonadSample m => m a\n", + "type Measure a = forall m . MonadInfer m => m a\n", + "type Real = Double\n", + "\n", + "type Diagram = D.Diagram C.B\n", + "displayDiagram = diagram\n" + ] + }, + { + "cell_type": "markdown", + "id": "c79490d2-8e1f-4500-a732-6f343f308295", + "metadata": {}, + "source": [ + "## An example of a distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8be8e367-ca49-43d2-a089-c8fe68490691", + "metadata": {}, + "outputs": [], + "source": [ + "-- here is a new function bernoulli, along with a new type Distribution\n", + "-- both are from probabilistic programming library monad-bayes \n", + "model :: Distribution Bool\n", + "model = bernoulli 0.7" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a565b715-6f6b-434f-a6c0-f1ef81ecf424", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "sampleIO model :: IO Bool" + ], + "text/plain": [ + "sampleIO model :: IO Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can sample from the model using the sampleIO function from monad-bayes\n", + "sampleIO model\n", + ":t sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d0d29458-60ff-438c-bd9d-5a306925bd8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(True,0.7),(False,0.30000000000000004)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can explore all possible outcomes\n", + "enumerate model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d7cec7f0-f11c-4d1c-8a26-960d8453e278", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 0.7 + }, + { + "X": "False", + "Y": 0.30000000000000004 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcQAAAHOCAYAAAAGxHl5AAAAAXNSR0IArs4c6QAAIABJREFUeF7tnQ9QnlV2/w8EzEJWAjoRWFOlzLrxz7ppd4q0rjMuK9QMm641BUQ0iltQ62YNHYdFpxo3JBiwLjErE42pdUY36WQYO5bdthYSx91CWPwT06xF1oouohUN0xAJQbMh/H73bklDgLyHx/fPc5/388y8I+Y99z7nfM458+Xc9wESJicnJ4ULAhCAAAQgEOcEEhDEOK8AwocABCAAAUsAQaQQIAABCEAAAggiNQABCEAAAhD4HQEmRCoBAhCAAAQggCBSAxCAAAQgAIEoTIhjY2OSkpIiiYmJ8+Ltdd28boIxBCAAAQhA4BQCETkyHR4eloqKCklKSpKBgQGpra2VysrKk7d977335O677z75/2+++aYsX75ctm7desZ1ZA4CEIAABCAQKQIREcTGxkYZHR2VhoYGGRoakuzsbDFTX2pq6ow4jGB+5zvfkZdeekm2bdumXhcpIOwLAQhAAALxSSAiglhVVSWFhYVSXl4u5uf+zZFpf3+/5ObmzqB8ww03yIoVK+S2226T+ayLz3QRNQQgAAEIRIpARASxrKxMzKukpMT6nZmZKT09PZKTkzMtjnfeeUeuvvpqMf9NTk62a+Za19nZKV1dXdPWn3feeXY9FwQg4J3A2u2veF/MSgj4jMCW6jy1R6cPaRERxPr6eklLS5OamhqZmJiQjIwMGRkZmfFwzX333Wc/Z9ywYYMNQLtuKtqmpiapq6tTB48hBCAwk8Cf3bcLLBAIDIGfbrpBFYsZxKIiiG1tbdLS0iLt7e3S2toqzc3N0t3dLX19fZKeni5ZWVnW4WXLlsmOHTvkj/7oj+z/z7VurugQRFXeMYLAGQkgiBRIkAj4ThDHx8eluLhYent7xXzd0dEh+fn59ji0qKhIqqur5eOPP7ZHqZ999pmcddZZNh9zrUMQg1SuxOI3Agii3zKCP5+HgO8EcSqYwcFBOw2azwfnc2nXMSHOhyq2EJidAIJIZQSJgG8FMdKQEcRIE2b/eCCAIMZDluMnRgQxfnJNpBAIOwEEMexI2TCGBBDEGMLn1hBwnQCC6HoG8f9UAggi9QABCHgmgCB6RsdCHxJAEH2YFFyCgCsEEERXMoWfGgIIooYSNhCAwKwEEEQKI0gEEMQgZZNYIBBlAghilIFzu4gSQBAjipfNIRBsAghisPMbb9EhiPGWceKFQBgJIIhhhMlWMSeAIMY8BTgAAXcJIIju5g7PZxJAEKkKCEDAMwEE0TM6FvqQAILow6TgEgRcIYAgupIp/NQQQBA1lLCBAARmJYAgUhhBIoAgBimbxAKBKBNAEKMMnNtFlACCGFG8bA6BYBNAEIOd33iLDkGMt4wTLwTCSABBDCNMtoo5AQQx5inAAQi4SwBBdDd3eD6TAIJIVUAAAp4JIIie0bHQhwQQRB8mBZcg4AoBBNGVTOGnhoBvBXFsbExSUlIkMTFx1jgmJydlZGREMjIyNHHOsGlqapK6ujpPa1kEAQj8jgCCSCUEiYDvBHF4eFgqKiokKSlJBgYGpLa2ViorK6cxb29vl/vuu08uu+wy+eSTT8SIW05OjixZskRWrFhhbZctWyYbNmyYM1cIYpDKmFhiRQBBjBV57hsJAr4TxMbGRhkdHZWGhgYZGhqS7OxsMdNiamrqyfgzMzPltddek6VLl8qbb74pJ06ckAULFsi6detk586dVkxDXQhiKEK8D4HQBBDE0IywcIeA7wSxqqpKCgsLpby8XMyxqDky7e/vl9zcXEv16NGjsmjRIrn++utl9+7dcvPNN8vDDz8sL730kp0sjZjm5eXZqbGgoIAJ0Z1axFMHCSCIDiYNl+ck4DtBLCsrE/MqKSmxTptpsKenxx6Jmuvtt9+Wiy66yAreqlWr5K677pJbbrnFTpL79u2TNWvWyK5du2TTpk3S19cnCQkJswbPhEhXQODzE0AQPz9DdvAPAd8JYn19vaSlpUlNTY1MTEzYh2bMwzNTD9eYzxjNZ4WHDx+2ds8884y8+OKL8uSTT9pjU/My68yx6eDgoD1W7ezslK6urhnUS0tL/ZMJPIGAgwTWbn/FQa9xGQKzE9hSnadGM3VqObUgYdKcaYb5amtrk5aWFjEPzrS2tkpzc7N0d3fbaS89Pd1OjBdccIEVQPMAzR133CH5+fny3nvvycGDB2Xr1q2yd+9eWb16tT1qnetiQgxz4tguLgkwIcZl2gMbtO8mxPHxcSkuLpbe3l4xX3d0dFjBM8eoRUVFUl1dbT87XLt2rX3C9Morr5THH39cPvvsM/vZo5kMzWv9+vWycuVKBDGwpUtgfiCAIPohC/gQLgK+E8SpwMxxZ1ZWliQnJ88aqxlODx06JOecc860982TqWZdqIsJMRQh3odAaAIIYmhGWLhDwLeCGGmECGKkCbN/PBBAEOMhy/ETI4IYP7kmUgiEnQCCGHakbBhDAghiDOFzawi4TgBBdD2D+H8qAQSReoAABDwTQBA9o2OhDwkgiD5MCi5BwBUCCKIrmcJPDQEEUUMJGwhAYFYCCCKFESQCCGKQskksEIgyAQQxysC5XUQJIIgRxcvmEAg2AQQx2PmNt+gQxHjLOPFCIIwEEMQwwmSrmBNAEGOeAhyAgLsEEER3c4fnMwkgiFQFBCDgmQCC6BkdC31IAEH0YVJwCQKuEEAQXckUfmoIIIgaSthAAAKzEkAQKYwgEUAQg5RNYoFAlAkgiFEGzu0iSgBBjCheNodAsAkgiMHOb7xFhyDGW8aJFwJhJIAghhEmW8WcAIIY8xTgAATcJYAgups7PJ9JAEGkKiAAAc8EEETP6FjoQwIIog+TgksQcIUAguhKpvBTQwBB1FDCBgIQmJUAgkhhBImAbwVxbGxMUlJSJDExcVbek5OTMjIyIhkZGdPeD7VuyripqUnq6uqClEtigUDUCSCIUUfODSNIwHeCODw8LBUVFZKUlCQDAwNSW1srlZWV0xC0t7fLfffdJ5dddpl88sknYsTt3HPPDbnu1E0QxAhWFVvHDQEEMW5SHReB+k4QGxsbZXR0VBoaGmRoaEiys7PFTH2pqaknE5KZmSmvvfaaLF26VN588005ceKE/PSnPw25DkGMi5omyCgSQBCjCJtbRZyA7wSxqqpKCgsLpby8XMyxqDky7e/vl9zcXAvj6NGjsmjRIrn++utl9+7dcvPNN8vDDz8sNTU1Z1x3OkkmxIjXFjeIAwIIYhwkOY5C9J0glpWViXmVlJTYNJhpsKenR3Jycuz/v/3223LRRRfZY9JVq1bJXXfdJbfccou0tbXNua6zs1O6urpmpLW0tDSOUk2oEAg/gbXbXwn/puwIgRgR2FKdp77z1JA2tSBh0oxwYb7q6+slLS3NTnwTExP2oRnz8MzUwzXmM8YlS5bI4cOHrd0zzzwjL774op0gz7SOCTHMiWI7CIgIEyJlECQCvpsQzaTX0tIi5sGZ1tZWaW5ulu7ubunr65P09HQ7MV5wwQXy5JNPyooVK+SOO+6Q/Px8K5KzrZsrWRyZBqmMiSVWBBDEWJHnvpEg4DtBHB8fl+LiYunt7RXzdUdHhxU8c4xaVFQk1dXV9rPDtWvX2idMr7zySnn88cftj2jMtg5BjETZsCcEfkcAQaQSgkTAd4I4BXdwcFCysrIkOTl5Vt7mtPbQoUNyzjnnTHs/1LopYybEIJUxscSKAIIYK/LcNxIEfCuIkQj21D0RxEgTZv94IIAgxkOW4ydGBDF+ck2kEAg7AQQx7EjZMIYEEMQYwufWEHCdAILoegbx/1QCCCL1AAEIeCaAIHpGx0IfEkAQfZgUXIKAKwQQRFcyhZ8aAgiihhI2EIDArAQQRAojSAQQxCBlk1ggEGUCCGKUgXO7iBJAECOKl80hEGwCCGKw8xtv0SGI8ZZx4oVAGAkgiGGEyVYxJ4AgxjwFOAABdwkgiO7mDs9nEkAQqQoIQMAzAQTRMzoW+pAAgujDpOASBFwhgCC6kin81BBAEDWUsIEABGYlgCBSGEEigCAGKZvEAoEoE0AQowyc20WUAIIYUbxsDoFgE0AQg53feIsOQYy3jBMvBMJIAEEMI0y2ijkBBDHmKcABCLhLAEF0N3d4PpMAgkhVQAACngkgiJ7RsdCHBBBEHyYFlyDgCgEE0ZVM4aeGgG8FcWxsTFJSUiQxMVETx7xtmpqapK6ubt7rWAABCPwfAQSRaggSAd8J4vDwsFRUVEhSUpIMDAxIbW2tVFZWTmO+ceNGeeGFF+RLX/qS/ff7779fli1bJkuWLJEVK1bYfzP/v2HDhjlzhSAGqYyJJVYEEMRYkee+kSDgO0FsbGyU0dFRaWhokKGhIcnOzhYzLaampp6M/6abbpJ7771XLrnkEiuc5urr65N169bJzp07T/7bmYAhiJEoJ/aMNwIIYrxlPNjx+k4Qq6qqpLCwUMrLy2VyctIemfb390tubu7JTCxfvtyK5fj4uBj7hx56SHbv3m0nSyOmeXl5YgSvoKCACTHY9Ut0MSaAIMY4Adw+rAR8J4hlZWViXiUlJTbQzMxM6enpkZycnJOBf//735c77rhDzj33XLnuuuvsseo555wj+/btkzVr1siuXbtk06ZNdmpMSEiYFRgTYljriM3ilACCGKeJD2jYvhPE+vp6SUtLk5qaGpmYmJCMjAwZGRk5+XDNiRMn5Le//a0sXLjQpmTz5s3y1ltvyZYtW2TBggX2ZdaZo9TBwUFZunSpdHZ2SldX14wUlpaWBjSthAWB6BBYu/2V6NyIu0AgCgS2VOep73LqqaVZlDBpzjTDfLW1tUlLS4u0t7dLa2urNDc3S3d3t5320tPTrRBeeOGFsn//fit2ZpI0nyn29vbKwYMHZevWrbJ3715ZvXq1PWqd62JCDHPi2C4uCTAhxmXaAxu07yZE87lgcXGxFTjzdUdHh+Tn59tj1KKiIqmurpaHH35Ytm3bZpNyzTXXyI9+9CM5cuSI/ezRTIbmtX79elm5ciWCGNjSJTA/EEAQ/ZAFfAgXAd8J4lRg5rgzKytLkpOTZ4316NGj9mj07LPPnva+edjGrAt1MSGGIsT7EAhNAEEMzQgLdwj4VhAjjRBBjDRh9o8HAghiPGQ5fmJEEOMn10QKgbATQBDDjpQNY0gAQYwhfG4NAdcJIIiuZxD/TyWAIFIPEICAZwIIomd0LPQhAQTRh0nBJQi4QgBBdCVT+KkhgCBqKGEDAQjMSgBBpDCCRABBDFI2iQUCUSaAIEYZOLeLKAEEMaJ42RwCwSaAIAY7v/EWHYIYbxknXgiEkQCCGEaYbBVzAghizFOAAxBwlwCC6G7u8HwmAQSRqoAABDwTQBA9o2OhDwkgiD5MCi5BwBUCCKIrmcJPDQEEUUMJGwhAYFYCCCKFESQCCGKQskksEIgyAQQxysC5XUQJIIgRxcvmEAg2AQQx2PmNt+gQxHjLOPFCIIwEEMQwwmSrmBNAEGOeAhyAgLsEEER3c4fnMwkgiFQFBCDgmQCC6BkdC31IAEH0YVJwCQKuEEAQXckUfmoIIIgaSthAAAKzEkAQKYwgEfCtII6NjUlKSookJibOi7d2XVNTk9TV1c1rb4whAIHpBBBEKiJIBHwniMPDw1JRUSFJSUkyMDAgtbW1UllZOY35xo0b5YUXXpAvfelL9t/vv/9++3WodadugiAGqYyJJVYEEMRYkee+kSDgO0FsbGyU0dFRaWhokKGhIcnOzhYz9aWmpp6M/6abbpJ7771XLrnkEiuc5tKsQxAjUULsGc8EEMR4zn7wYvedIFZVVUlhYaGUl5fL5OSkPTLt7++X3Nzck/SXL19uxXJ8fFyM/UMPPSRr1qwJuQ5BDF4BE1FsCSCIseXP3cNLwHeCWFZWJuZVUlJiI83MzJSenh7Jyck5Gfn3v/99ueOOO+Tcc8+V6667zh6rtra2zrmus7NTurq6ZpArLS0NL012g0CcEVi7/ZU4i5hwg0xgS3WeOrxThzSzKGHSjHBhvurr6yUtLU1qampkYmJCMjIyZGRk5OTDNSdOnJDf/va3snDhQnvnzZs3y1tvvWWPVs+07nQ3+QwxzIlju7gkwIQYl2kPbNC+mxDb2tqkpaVF2tvb7dTX3Nws3d3d0tfXJ+np6VYIL7zwQtm/f78sXbrUTpLmM0XzROps6+bKHIIY2JomsCgSQBCjCJtbRZyA7wTRfC5YXFwsvb299jPCjo4Oyc/Pt8ehRUVFUl1dLQ8//LBs27bNwrnmmmvkRz/6kX24ZrZ1CGLEa4gbxDEBBDGOkx/A0H0niFOMBwcHJSsrS5KTk2fFfvToUXukevbZZ097P9S6KWMmxABWMyFFnQCCGHXk3DCCBHwriBGM2W6NIEaaMPvHAwEEMR6yHD8xIojxk2sihUDYCSCIYUfKhjEkgCDGED63hoDrBBBE1zOI/6cSQBCpBwhAwDMBBNEzOhb6kACC6MOk4BIEXCGAILqSKfzUEEAQNZSwgQAEZiWAIFIYQSKAIAYpm8QCgSgTQBCjDJzbRZQAghhRvGwOgWATQBCDnd94iw5BjLeMEy8EwkgAQQwjTLaKOQEEMeYpwAEIuEsAQXQ3d3g+kwCCSFVAAAKeCSCIntGx0IcEEEQfJgWXIOAKAQTRlUzhp4YAgqihhA0EIDArAQSRwggSAQQxSNkkFghEmQCCGGXg3C6iBBDEiOJlcwgEmwCCGOz8xlt0CGK8ZZx4IRBGAghiGGGyVcwJIIgxTwEOQMBdAgiiu7nD85kEEESqAgIQ8EwAQfSMjoU+JIAg+jApuAQBVwggiK5kCj81BHwriGNjY5KSkiKJiYlzxnH8+HE5dOiQLFmyRBPrNJumpiapq6ub9zoWQAAC/0cAQaQagkTAd4I4PDwsFRUVkpSUJAMDA1JbWyuVlZWzMr/nnnvkV7/6lbS3t8tnn31mhXHFihXWdtmyZbJhw4Y5c4UgBqmMiSVWBBDEWJHnvpEg4DtBbGxslNHRUWloaJChoSHJzs4WMy2mpqZOi7+trU2eeOIJMVOiEcS+vj5Zt26d7Ny504ppqAtBDEWI9yEQmgCCGJoRFu4Q8J0gVlVVSWFhoZSXl8vk5KQ9Mu3v75fc3NyTVN955x2588475f7775eNGzdaQfzZz35mJ0sjpnl5eWIEr6CggAnRnVrEUwcJIIgOJg2X5yTgO0EsKysT8yopKbFOZ2ZmSk9Pj+Tk5Nj///TTT63QPfXUUzIyMiI//OEPrSDu2bNH9u3bJ2vWrJFdu3bJpk2b7NSYkJAwa/BMiHQFBD4/AQTx8zNkB/8Q8J0g1tfXS1pamtTU1MjExIRkZGRY4Zt6uMaI37XXXmunwMOHD8tbb70lt99+uzz22GOyYMEC+zLrzLHp4OCgLF26VDo7O6Wrq2sG9dLSUv9kAk8g4CCBtdtfcdBrXIbA7AS2VOep0Zx6amkWJUyaM80wX+azwZaWFjv1tba2SnNzs3R3d9tpLz093YrlBx98YO+6f/9++76x2759uxw8eFC2bt0qe/fuldWrV9uj1rkuJsQwJ47t4pIAE2Jcpj2wQftuQhwfH5fi4mLp7e0V83VHR4fk5+fbY9SioiKprq4+mYyXX37Zfo5oxPPDDz+0nz2aydC81q9fLytXrkQQA1u6BOYHAgiiH7KAD+Ei4DtBnArMHHdmZWVJcnLyvGI1T6aadaEuJsRQhHgfAqEJIIihGWHhDgHfCmKkESKIkSbM/vFAAEGMhyzHT4wIYvzkmkghEHYCCGLYkbJhDAkgiDGEz60h4DoBBNH1DOL/qQQQROoBAhDwTABB9IyOhT4kgCD6MCm4BAFXCCCIrmQKPzUEEEQNJWwgAIFZCSCIFEaQCCCIQcomsUAgygQQxCgD53YRJYAgRhQvm0Mg2AQQxGDnN96iQxDjLePEC4EwEkAQwwiTrWJOAEGMeQpwAALuEkAQ3c0dns8kgCBSFRCAgGcCCKJndCz0IQEE0YdJwSUIuEIAQXQlU/ipIYAgaihhAwEIzEoAQaQwgkQAQQxSNokFAlEmgCBGGTi3iygBBDGieNkcAsEmgCAGO7/xFh2CGG8ZJ14IhJEAghhGmGwVcwIIYsxTgAMQcJcAguhu7vB8JgEEkaqAAAQ8E0AQPaNjoQ8JIIg+TAouQcAVAgiiK5nCTw0BBFFDCRsIQGBWAggihREkAr4VxLGxMUlJSZHExMQ5eR8/flwOHTokS5YsOWmjWWeMm5qapK6uLki5JBYIRJ0Aghh15NwwggR8J4jDw8NSUVEhSUlJMjAwILW1tVJZWTkrgnvuuUd+9atfSXt7u8xnHYIYwYpi67gigCDGVboDH6zvBLGxsVFGR0eloaFBhoaGJDs7W8zUl5qaOi0ZbW1t8sQTT4iZEo0gatdNbcKEGPjaJsAoEEAQowCZW0SNgO8EsaqqSgoLC6W8vFwmJyftkWl/f7/k5uaehPLOO+/InXfeKffff79s3LjRCqJm3alUEcSo1Rg3CjABBDHAyY3D0HwniGVlZWJeJSUlNh2ZmZnS09MjOTk59v8//fRTKSgokKeeekpGRkbkhz/8oRXEM63r7OyUrq6uGektLS2Nw5QTMgTCR2Dt9lfCtxk7QSDGBLZU56k9OHVIM4sSJs0IF+arvr5e0tLSpKamRiYmJiQjI8MK39TDNUb8rr32WsnLy5PDhw/LW2+9Jbfffrucf/75Z1x3uptMiGFOHNvFJQEmxLhMe2CD9t2EaD4bbGlpsVNfa2urNDc3S3d3t/T19Ul6eroVvQ8++MAmZP/+/fZ9Y7dv375Z182VOQQxsDVNYFEkgCBGETa3ijgB3wni+Pi4FBcXS29vr5ivOzo6JD8/3x6JFhUVSXV19UkoL7/8sv0c0YjnXOsQxIjXEDeIYwIIYhwnP4Ch+04QpxgPDg5KVlaWJCcnzwu7dh0T4rywYgyBWQkgiBRGkAj4VhAjDRlBjDRh9o8HAghiPGQ5fmJEEOMn10QKgbATQBDDjpQNY0gAQYwhfG4NAdcJIIiuZxD/TyWAIFIPEICAZwIIomd0LPQhAQTRh0nBJQi4QgBBdCVT+KkhgCBqKGEDAQjMSgBBpDCCRABBDFI2iQUCUSaAIEYZOLeLKAEEMaJ42RwCwSaAIAY7v/EWHYIYbxknXgiEkQCCGEaYbBVzAghizFOAAxBwlwCC6G7u8HwmAQSRqoAABDwTQBA9o2OhDwkgiD5MCi5BwBUCCKIrmcJPDQEEUUMJGwhAYFYCCCKFESQCCGKQskksEIgyAQQxysC5XUQJIIgRxcvmEAg2AQQx2PmNt+gQxHjLOPFCIIwEEMQwwmSrmBNAEGOeAhyAgLsEEER3c4fnMwkgiFQFBCDgmQCC6BkdC31IAEH0YVJwCQKuEEAQXckUfmoIIIgaSthAAAKzEkAQKYwgEYiYIB4/flySkpI8sxobG5OUlBRJTEycdY9jx46JuUdqaqqnezQ1NUldXZ2ntSyCAAR+RwBBpBKCRCBigrhs2TJZv369lJaWyoIFC9TMhoeHpaKiworpwMCA1NbWSmVl5bT19957r7z44oty6aWXysjIiOzYscPaL1myRFasWGFtzf03bNgw530RRHVKMITAnAQQRIojSAQiJogJCQmW09e+9jUx4jMlVKHgNTY2yujoqDQ0NMjQ0JBkZ2eLmRanJkHzdUFBgbz88st2q6uuukp+8IMfyFe+8hVZt26d7Ny5UzWZIoihMsH7EAhNAEEMzQgLdwhETBDff/99aWlpsWJorm9+85vyF3/xFzIllNXV1XLWWWfNIFVVVSWFhYVSXl4uk5OT9si0v79fcnNzp9m+8cYb8vTTT8tPfvIT6evrk66uLjtZGjHNy8uz9zXCOdeFILpTpHjqXwIIon9zg2fzJxAxQZxy5Re/+IVcffXVMzw7fPiwpKWlzfj3srIyMa+SkhL7XmZmpvT09EhOTs402wMHDsjjjz9uj0uff/55K5779u2TNWvWyK5du2TTpk1WKI0Ad3Z2WsE8/TLHuVwQgIB3Amu3v+J9MSsh4DMCW6rz1B6dPqQlTBoVmuP65S9/Keb485/+6Z+sxXe/+11ZtWrVSetrr7121qPN+vp6K5Q1NTUyMTEhGRkZ9nPCqYdrPvjgA3n11Vfluuuus3s98MADYj533LJli/2s0rzMOvOZ4uDgoCxdunRWD5kQ1XnHEAJzEmBCpDiCRCBiE+LU0WhRUZH87d/+rSxfvlzFra2tzR61tre3S2trqzQ3N0t3d7ed9tLT02XhwoVy8cUXy+uvvy5ZWVmyevVqO4EaoTx48KBs3bpV9u7da//dHLXOdSGIqnRgBIEzEkAQKZAgEYiYIBoBnM/DNFNQx8fHpbi4WHp7e8V83dHRIfn5+fYY1Yir+ezRTJGPPPKILF682Arts88+K59++qn97NFMhuZlnnBduXIlghikaiUW3xFAEH2XEhz6HAQiJojmNHVqSvTinznuNBNgcnLyrMuNWBoRNEeqp17myVSzLtTFhBiKEO9DIDQBBDE0IyzcIRAxQfQ7AgTR7xnCPxcIIIguZAkftQQQRC0p7CAAgRkEEESKIkgEEMQgZZNYIBBlAghilIFzu4gSQBAjipfNIRBsAghisPMbb9EhiPGWceKFQBgJIIhhhMlWMSeAIMY8BTgAAXcJIIju5g7PZxJAEKkKCEDAMwEE0TM6FvqQAILow6TgEgRcIYAgupIp/NQQQBA1lLCBAARmJYAgUhhBIoAgBimbxAKBKBNAEKMMnNtFlACCGFG8bA6BYBNAEIOd33iLDkGMt4wTLwTCSABBDCNMtoo5AQQx5inAAQi4SwBBdDd3eD6TAIJIVUAAAp4JIIie0bHQhwQQRB8mBZcg4AoBBNGVTOGnhgCCqKGEDQQgMCsBBJHCCBIBBDFI2SQWCESZAIIYZeDcLqIEEMSI4mVzCASbAIIY7PzGW3QIYrxlnHghEEYCCGIYYbJVzAltrtyUAAAgAElEQVT4VhDHxsYkJSVFEhMTZ4V07NgxOX78uKSmpk57P9S6KeOmpiapq6uLeQJwAAIuE0AQXc4evp9OwHeCODw8LBUVFZKUlCQDAwNSW1srlZWV0/y+99575cUXX5RLL71URkZGZMeOHTI+Ph5y3ambIIg0AwQ+PwEE8fMzZAf/EPCdIDY2Nsro6Kg0NDTI0NCQZGdni5n6piZB83VBQYG8/PLLluJVV10lP/jBD6S3t/eM605HjiD6pwjxxF0CCKK7ucPzmQR8J4hVVVVSWFgo5eXlMjk5aY9M+/v7JTc3d5r3b7zxhjz99NPyk5/8RPr6+uwkqVnHkSltAIHwEUAQw8eSnWJPwHeCWFZWJuZVUlJi6WRmZkpPT4/k5ORMo3XgwAF5/PHH7XHp888/L0888YRq3XwF8ad7/yv2WcIDCISJwJ9deVGYdvrdNghiWHGyWYwJ+E4Q6+vrJS0tTWpqamRiYkIyMjLs54RTD9d88MEH8uqrr8p1111n0T3wwANiPnc0R6tzrevs7JSurq4ZqEtLS0PiX7v9lZA2GEDAFQJbqvPC6ir9EVacbBZjAvPpj9NPLRMmzZlmmK+2tjZpaWmR9vZ2aW1tlebmZunu7rbHounp6bJw4UK5+OKL5fXXX5esrCxZvXq1XH311fbr2dbN5Z72M0S+Aw5zgtkupgS03wFrnaQ/tKSwc4GAtj/eeeedGR/jRUQQzdOixcXF9iEZ83VHR4fk5+fb49CioiKprq4WM0U+8sgjsnjxYlm+fLk8++yz8oUvfGHWdQiiC2WIj9EioG14rT8IopYUdi4Q0PZH1ARxCtrg4KCd+pKTk2flaMTy008/tUeqp16h1k3ZMiG6UJ74GG4C2obX3hdB1JLCzgUC2v6IuiBGGh6CGGnC7O9HAtqG1/qOIGpJYecCAW1/IIguZBMfIRCCgLbhtSARRC0p7FwgoO0PBNGFbOIjBBBEagACngkgiCHQ8R2w59pioQ8JaBte6zr9oSWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMBBJEJ0XPxsNA9AtqG10bGhKglhZ0LBLT9wYToQjbxEQJMiNQABDwTQBCZED0XDwvdI6BteG1kTIhaUti5QEDbH0yILmQTHyHAhEgNQMAzAQSRCdFz8bDQPQLahtdGxoSoJYWdCwS0/cGE6EI28RECTIjUAAQ8E0AQmRA9Fw8L3SOgbXhtZEyIWlLYuUBA2x9MiC5kEx8hwIRIDUDAMwEEkQnRc/Gw0D0C2obXRsaEqCWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMBBJEJ0XPxsNA9AtqG10bGhKglhZ0LBLT9EfUJcWxsTFJSUiQxMXFWjsePH5cjR45Ienq6J85NTU1SV1cXci0NHxIRBg4R0Da8NiT6Q0sKOxcIaPsjaoI4PDwsFRUVkpSUJAMDA1JbWyuVlZXTWDY3N8u2bdskPz9fPvnkEzHilpOTI0uWLJEVK1ZY22XLlsmGDRvmzAGC6EJ54mO4CWgbXntfBFFLCjsXCGj7I2qC2NjYKKOjo9LQ0CBDQ0OSnZ0tZlpMTU21PI8dOyYLFy600+GiRYtk48aN8tFHH8n3vvc9WbdunezcudOKaagLQQxFiPeDSEDb8NrYEUQtKexcIKDtj6gJYlVVlRQWFkp5eblMTk7aI9P+/n7Jzc09yfPQoUOSkZEhR48elWuuuUbWrl0rX/ziF+1kacQ0Ly/PTo0FBQVMiC5UIT5GjYC24bUOIYhaUti5QEDbH1ETxLKyMjGvkpISyy8zM1N6enrskeip1759++S2226Tr371q/LUU09JV1eXmH9bs2aN7Nq1SzZt2iR9fX2SkJAgnZ2d9v3Tr9LS0pA5Wrv9lZA2GEDAFQJbqvPC6ir9EVacbBZjAvPpj1OHNON2wqQZ4cJ81dfXS1pamtTU1MjExISdBEdGRqY9XLNnzx47Df74xz+WG264wXpgjlIXLFhgX2adOTYdHByUpUuXzuohR6ZhThzbOUFA+x2wNhgmRC0p7FwgoO2PqE2IbW1t0tLSIu3t7dLa2irmAZru7m477ZknSs3EuHjxYtm9e7dcccUVJxk/+OCDcvDgQdm6davs3btXVq9ebY9a57oQRBfKEx/DTUDb8Nr7IohaUti5QEDbH1ETxPHxcSkuLpbe3l4xX3d0dNinSc0xalFRkf1c8KKLLprG9tZbb7VHpOazRzMZmtf69etl5cqVCKILVYiPUSOgbXitQwiilhR2LhDQ9kfUBHEKmjnuzMrKkuTk5HlxNE+mmnWhLibEUIR4P4gEtA2vjR1B1JLCzgUC2v6IuiBGGh6CGGnC7O9HAtqG1/qOIGpJYecCAW1/IIguZBMfIRCCgLbhtSARRC0p7FwgoO0PBNGFbOIjBBBEagACngkgiCHQ8R2w59pioQ8JaBte6zr9oSWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMBBJEJ0XPxsNA9AtqG10bGhKglhZ0LBLT9wYToQjbxEQJMiNQABDwTQBCZED0XDwvdI6BteG1kTIhaUti5QEDbH0yILmQTHyHAhEgNQMAzAQSRCdFz8bDQPQLahtdGxoSoJYWdCwS0/cGE6EI28RECTIjUAAQ8E0AQmRA9Fw8L3SOgbXhtZEyIWlLYuUBA2x9MiC5kEx8hwIRIDUDAMwEEkQnRc/Gw0D0C2obXRsaEqCWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMB3wri2NiYpKSkSGJi4qzBHT9+XI4cOSLp6enT3g+1bsq4qalJ6urqQoLjO+CQiDBwiIC24bUh0R9aUti5QEDbH1GbEIeHh6WiokKSkpJkYGBAamtrpbKychrL5uZm2bZtm+Tn58snn3wiRtzOPffckOtO3QRBdKE88THcBLQNr70vgqglhZ0LBLT9ETVBbGxslNHRUWloaJChoSHJzs4WM/WlpqZanseOHZOFCxfa6XDRokWyceNG+eijj+T8888/47rTk4EgulCe+BhuAtqG194XQdSSws4FAtr+iJogVlVVSWFhoZSXl8vk5KQ9Mu3v75fc3NyTPA8dOiQZGRly9OhRueaaa2Tt2rWye/fukOuYEF0oSXyMJAFtw2t9QBC1pLBzgYC2P6ImiGVlZWJeJSUlll9mZqb09PRITk7ONJ779u2T2267Tb761a/KU089Jbfccotq3dQmTIgulCc+hpuAtuG190UQtaSwc4GAtj+iJoj19fWSlpYmNTU1MjExYSfBkZGRaQ/X7Nmzx35e+OMf/1huuOEGy/lM6zo7O6Wrq2tGPkpLS0PmaO32V0LaYAABVwhsqc4Lq6v0R1hxslmMCcynP049tTRuJ0yaM80wX21tbdLS0iLt7e3S2toq5gGa7u5u6evrs0+Umolx8eLF9oj0iiuuOHn3udbN5R4TYpgTx3ZOENB+B6wNhglRSwo7Fwho+yNqE+L4+LgUFxdLb2+vmK87Ojrs06TmGLWoqEgKCgrkoosumsb21ltvlccff3zWdQiiC2WIj9EioG14rT8IopYUdi4Q0PZH1ARxCtrg4KBkZWVJcnLyvDhq1zEhzgsrxgEhoG14bbgIopYUdi4Q0PZH1AUx0vAQxEgTZn8/EtA2vNZ3BFFLCjsXCGj7A0F0IZv4CIEQBLQNrwWJIGpJYecCAW1/IIguZBMfIYAgUgMQ8EwAQQyBju+APdcWC31IQNvwWtfpDy0p7FwgoO0PJkQXsomPEGBCpAYg4JkAgsiE6Ll4WOgeAW3DayNjQtSSws4FAtr+YEJ0IZv4CAEmRGoAAp4JIIhMiJ6Lh4XuEdA2vDYyJkQtKexcIKDtDyZEF7KJjxBgQqQGIOCZAILIhOi5eFjoHgFtw2sjY0LUksLOBQLa/mBCdCGb+AgBJkRqAAKeCSCITIiei4eF7hHQNrw2MiZELSnsXCCg7Q8mRBeyiY8QYEKkBiDgmQCCyITouXhY6B4BbcNrI2NC1JLCzgUC2v5gQnQhm/gIASZEagACngkgiEyInouHhe4R0Da8NjImRC0p7FwgoO0PJkQXsomPEGBCpAYg4JkAgsiE6Ll4WOgeAW3DayNjQtSSws4FAtr+YEJ0IZv4CAEmRGoAAp4JIIhMiJ6Lh4XuEdA2vDYyJkQtKexcIKDtj6hPiGNjY5KSkiKJiYlzcjxy5IgsWrRIEhIS5s26qalJ6urqQq6j4UMiwsAhAtqG14ZEf2hJYecCAW1/RE0Qh4eHpaKiQpKSkmRgYEBqa2ulsrJyGsuPP/5YDhw4IKtWrZK3335bzjvvPPnss89kyZIlsmLFCmu7bNky2bBhw5w5QBBdKE98DDcBbcNr74sgaklh5wIBbX9ETRAbGxtldHRUGhoaZGhoSLKzs8VMi6mpqSd5Pvfcc9LV1SWbN2+Wjz76yApiX1+frFu3Tnbu3GnFNNSFIIYixPtBJKBteG3sCKKWFHYuEND2R9QEsaqqSgoLC6W8vFwmJyftkWl/f7/k5ubO4GmOSqcE8Wc/+5mdLI2Y5uXliRG8goICJkQXqhAfo0ZA2/BahxBELSnsXCCg7Y+oCWJZWZmYV0lJieWXmZkpPT09kpOTc0ZB3LNnj+zbt0/WrFkju3btkk2bNtmp0YhmZ2ennShPv0pLS0PmaO32V0LaYAABVwhsqc4Lq6v0R1hxslmMCcynP04f0hImzQgX5qu+vl7S0tKkpqZGJiYmJCMjQ0ZGRmZ9uObUCfHYsWOyYMEC+zLrzLHp4OCgLF26dFYPOTINc+LYzgkC2u+AtcEwIWpJYecCAW1/RG1CbGtrk5aWFmlvb5fW1lZpbm6W7u5uO+2lp6dLVlbWSa6nCuKDDz4oBw8elK1bt8revXtl9erV9qh1rgtBdKE88THcBLQNr70vgqglhZ0LBLT9ETVBHB8fl+LiYunt7RXzdUdHh+Tn59tj1KKiIqmurp4miOaJU/N06Ycffmg/ezSToXmtX79eVq5ciSC6UIX4GDUC2obXOoQgaklh5wIBbX9ETRCnoJnjTjMNJicnz4ujeTL11CmSCXFe+DAOOAFtw2sxIIhaUti5QEDbH1EXxEjD48g00oTZ348EtA2v9R1B1JLCzgUC2v5AEF3IJj5CIAQBbcNrQSKIWlLYuUBA2x8IogvZxEcIIIjUAAQ8E0AQQ6DjO2DPtcVCHxLQNrzWdfpDSwo7Fwho+4MJ0YVs4iMEmBCpAQh4JoAgMiF6Lh4WukdA2/DayJgQtaSwc4GAtj+YEF3IJj5CgAmRGoCAZwIIIhOi5+JhoXsEtA2vjYwJUUsKOxcIaPuDCdGFbOIjBJgQqQEIeCaAIDIhei4eFrpHQNvw2siYELWksHOBgLY/mBBdyCY+QoAJkRqAgGcCCCIToufiYaF7BLQNr42MCVFLCjsXCGj7gwnRhWziIwSYEKkBCHgmgCAyIXouHha6R0Db8NrImBC1pLBzgYC2P5gQXcgmPkKACZEagIBnAggiE6Ln4mGhewS0Da+NjAlRSwo7Fwho+4MJ0YVs4iMEmBCpAQh4JoAgMiF6Lh4WukdA2/DayJgQtaSwc4GAtj+YEF3IJj5CgAmRGoCAZwK+FcSxsTFJSUmRxMTEOYM7cuSILFq0SBISEk7aaNYZ46amJqmrqwsJju+AQyLCwCEC2obXhkR/aElh5wIBbX9EbUIcHh6WiooKSUpKkoGBAamtrZXKysppLD/++GM5cOCArFq1St5++20577zzRLPu1E0QRBfKEx/DTUDb8Nr7IohaUti5QEDbH1ETxMbGRhkdHZWGhgYZGhqS7OxsMVNfamrqSZ7PPfecdHV1yebNm+Wjjz6ygqhZhyC6UJL4GEkC2obX+oAgaklh5wIBbX9ETRCrqqqksLBQysvLZXJy0h6Z9vf3S25u7gye5qh0ShDns44jUxdKEx8jQUDb8Np7I4haUti5QEDbH1ETxLKyMjGvkpISyy8zM1N6enokJyfnjII4n3UIoguliY+RIKBteO29EUQtKexcIKDtj6gJYn19vaSlpUlNTY1MTExIRkaGjIyMzPpwzakT4pnWdXZ22iPW06/S0tKQOVq7/ZWQNhhAwBUCW6rzwuoq/RFWnGwWYwLz6Y/TTy0TJs2ZZpivtrY2aWlpkfb2dmltbZXm5mbp7u6Wvr4+SU9Pl6ysrJN3PFUQ51o3l3s8VBPmxLGdEwS03wFrg2FC1JLCzgUC2v6I2oQ4Pj4uxcXF0tvbK+brjo4Oyc/Pt8eoRUVFUl1dPU0QzROnS5YssbazrUMQXShDfIwWAW3Da/1BELWksHOBgLY/oiaIU9AGBwftNJicnDwvjtp1TIjzwopxQAhoG14bLoKoJYWdCwS0/RF1QYw0PAQx0oTZ348EtA2v9R1B1JLCzgUC2v5AEF3IJj5CIAQBbcNrQSKIWlLYuUBA2x8IogvZxEcIIIjUAAQ8E0AQQ6DjO2DPtcVCHxLQNrzWdfpDSwo7Fwho+4MJ0YVs4iMEmBCpAQh4JoAgMiF6Lh4WukdA2/DayJgQtaSwc4GAtj+YEF3IJj5CgAmRGoCAZwIIIhOi5+JhoXsEtA2vjYwJUUsKOxcIaPuDCdGFbOIjBJgQqQEIeCaAIDIhei4eFrpHQNvw2siYELWksHOBgLY/mBBdyCY+QoAJkRqAgGcCCCIToufiYaF7BLQNr42MCVFLCjsXCGj7gwnRhWziIwSYEKkBCHgmgCAyIXouHha6R0Db8NrImBC1pLBzgYC2P5gQXcgmPkKACZEagIBnAggiE6Ln4mGhewS0Da+NjAlRSwo7Fwho+4MJ0YVs4iMEmBCpAQh4JoAgMiF6Lh4WukdA2/DayJgQtaSwc4GAtj+YEF3IJj5CgAmRGoCAZwIIIhOi5+JhoXsEtA2vjYwJUUsKOxcIaPsj6hPi2NiYpKSkSGJi4qwcT5w4IePj47Jo0SJPnJuamqSuri7kWho+JCIMHCKgbXhtSPSHlhR2LhDQ9kfUBHF4eFgqKiokKSlJBgYGpLa2ViorK6exfPrpp+XRRx+V888/X44fPy47duyQtLQ0WbJkiaxYscLaLlu2TDZs2DBnDhBEF8oTH8NNQNvw2vsiiFpS2LlAQNsfURPExsZGGR0dlYaGBhkaGpLs7Gwx02JqaqrlaQQwOTlZRkZGZPHixXL33Xdbm+uvv17WrVsnO3futGIa6kIQQxHi/SAS0Da8NnYEUUsKOxcIaPsjaoJYVVUlhYWFUl5eLpOTk/bItL+/X3Jzcy3Pd999175v/s1cjz32mOzfv98KopksjZjm5eWJEbyCggImRBeqEB+jRkDb8FqHEEQtKexcIKDtj6gJYllZmZhXSUmJ5ZeZmSk9PT2Sk5Nj///AgQNSWloqv/71r+3/P/vss/Lzn/9cbrzxRtm3b5+sWbNGdu3aJZs2bZK+vj5JSEiQzs5O6erqmpEPs0+oa+32V0KZ8D4EnCGwpTovrL7SH2HFyWYxJjCf/pga0qZcTpg0I1yYr/r6evt5YE1NjUxMTEhGRoY9Hp16uMY8SGOOT81DNUbsNm/ebD343ve+JwsWLLAvs84cmw4ODsrSpUtn9ZAj0zAnju2cIKD9DlgbDBOilhR2LhDQ9kfUJsS2tjZpaWmR9vZ2aW1tlebmZunu7rbTXnp6umRlZcny5ctl69atcvnll8u1114r69evtxPgwYMH7b/v3btXVq9effJYdbZEIIgulCc+hpuAtuG190UQtaSwc4GAtj+iJohmAiwuLpbe3l77YxUdHR2Sn59vj1GLioqkurpajGjefPPNlu+3v/1t+yCNeQDHfLZoJkPzMiK5cuXKOXOAILpQnvgYbgLahtfeF0HUksLOBQLa/oiaIE5BM8edZho0T5TOdh09elQOHz5snzA99TLCaNaFuhDEUIR4P4gEtA2vjR1B1JLCzgUC2v6IuiBGGh6CGGnC7O9HAtqG1/qOIGpJYecCAW1/IIguZBMfIRCCgLbhtSARRC0p7FwgoO0PBNGFbOIjBBBEagACngkgiCHQ8R2w59pioQ8JaBte6zr9oSWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMBBJEJ0XPxsNA9AtqG10bGhKglhZ0LBLT9wYToQjbxEQJMiNQABDwTQBCZED0XDwvdI6BteG1kTIhaUti5QEDbH0yILmQTHyHAhEgNQMAzAQSRCdFz8bDQPQLahtdGxoSoJYWdCwS0/cGE6EI28RECTIjUAAQ8E0AQmRA9Fw8L3SOgbXhtZEyIWlLYuUBA2x9MiC5kEx8hwIRIDUDAMwEEkQnRc/Gw0D0C2obXRsaEqCWFnQsEtP3BhOhCNvERAkyI1AAEPBNAEJkQPRcPC90joG14bWRMiFpS2LlAQNsfTIguZBMfIcCESA1AwDMBBJEJ0XPxsNA9AtqG10bGhKglhZ0LBLT9EfUJcWxsTFJSUiQxMXFWjidOnJDx8XFZtGjRtPdDrZsybmpqkrq6upA5ouFDIsLAIQLahteGRH9oSWHnAgFtf0RNEIeHh6WiokKSkpJkYGBAamtrpbKychrLp59+Wh599FE5//zz5fjx47Jjxw5JSEgIue7UTRBEF8oTH8NNQNvw2vsiiFpS2LlAQNsfURPExsZGGR0dlYaGBhkaGpLs7GwxU19qaqrlaQQwOTlZRkZGZPHixXL33XdbGyOIZ1p3ejIQRBfKEx/DTUDb8Nr7IohaUti5QEDbH1ETxKqqKiksLJTy8nKZnJy0R6b9/f2Sm5treb777rv2ffNv5nrsscdk//79VhDPtA5BdKEc8THSBLQNr/UDQdSSws4FAtr+iJoglpWViXmVlJRYfpmZmdLT0yM5OTn2/w8cOCClpaXy61//2v7/s88+Kz//+c/lk08+mXNdZ2endHV1TcuH+ezRTJ5cEIAABCAAgfkQuOyyy2TlypXTliRMmhEuzFd9fb2kpaVJTU2NTExMSEZGhj0enXq4xjxIY45PzUM1ZircvHmz9cAcl55pXZjdZLswE9AeYYf5tmwHAScI0B/+T1NEBLGtrU1aWlqkvb1dWltbpbm5Wbq7u6Wvr0/S09MlKytLli9fLlu3bpXLL79crr32Wlm/fr18+umns67zP0Y8NARoeOoAAnMToD/8Xx0REUQzARYXF0tvb6/9sYqOjg7Jz8+3x6FFRUVSXV0tRjRvvvlmS+jb3/627Ny50wribOv8jxEPEURqAAJnJoAg+r9CIiKIU2EPDg7aadA8UTrbdfToUTl8+LB9wvTUK9Q6/2ONTw9p+PjMO1HrCNAfOk6xtIqoIMYyMO4dfQLmwaerrroq+jfmjhBwgAD94f8kIYj+zxEeQgACEIBAFAggiFGAHA+3eO+99+TYsWP2iPyLX/xiPIRMjBBQE6A/1KhiaoggxhS/+zc3P1Zjfk3fv/7rv8o3v/lN+xTx7//+79unhrkgEO8E6A+3KgBBdCtfvvP23//93+XOO++UPXv2yO233y67du2yv4Dhtddek6VLl/rOXxyCQDQJ0B/RpP3574Ugfn6Gcb3D3r175cknn5RHHnlEvvvd79ofp7niiivsj9F8+ctfjms2BA8B+sOtGkAQ3cqXL739kz/5E7ngggvs76P9+te/bn+U5l/+5V986StOQSDaBOiPaBP3fj8E0Ts7Vv4vAfPzpLt375Zf/OIXUlBQYH9B+8KFC+EDAQiICP3hThkgiO7kyreeml/RZz4vPHTokGzbts3+BqI//dM/9a2/OAaBaBF4//337ccIp1/mt3XN9QtLouUb95lJAEGkKj4XAfMXS77zne/Yp0yvvvpqeeCBB2TLli3y+uuvy1lnnfW59mYxBFwnYP7E3TPPPGPDMH+Zx/zFnv/5n/+RN954A0H0YXIRRB8mxSWX/uEf/sH+Ga9Vq1bJ6tWr5T/+4z/sn/0yP3Zh/rwKFwQg8H8EzF/4+eM//mN58cUX+XldHxYGgujDpLjkkjkSuuaaa2TJkiX2F7NfeeWVVhh/85vfyIIFC1wKBV8hEHYC5g8WfPTRRyf3HR4etp+z/+d//qf83u/9Xtjvx4afjwCC+Pn4sfp//+CzmQxvvPFGefrpp+VrX/ua/esmXBCIdwLmxy7MN4hTl/ktTuXl5XLffffFOxpfxo8g+jIt/nfq4MGD8s///M9zOmoerElKSvJ/IHgIgQgSMH+5x0yFf/iHfxjBu7B1uAggiOEiGWf7mEZ/7LHH5ox6w4YN/OhFnNUE4c4k8Oqrr8pNN91k/zh6QkICiHxOAEH0eYJccM/8vsb//u//Punq3//939tf55aZmemC+/gIgYgRMEJofnOT+Zuv5mOExMREe68nnnhCvvCFL0TsvmzsjQCC6I0bq/6XwMjIiHzjG98QMzGaa3R0VL7yla/Y32XKX72gTOKVgPmZ3DfffNP2wi9/+csZGFasWMFHCj4sDgTRh0lxyaUXXnhBzA/mm2Ohv/u7v5O77rpL/vIv/1LMwwR8huhSJvE1nAReeeUVefDBB/kVhuGEGoW9EMQoQA7yLcyvbNuxY4c8+uij8q1vfctOhuYH9R9++GG5+OKLgxw6sUFgTgIIopvFgSC6mTffeG1+T+Mtt9wif/7nfy7/+I//aH++yvzbu+++y4TomyzhSLQJGEE0nx2effbZs976ww8/lEWLFkXbLe4XggCCSImEhYB5sGZyctJ+XvIHf/AHfH4YFqps4ioBI4h//dd/LU899dSsIZsZJJMAAAK2SURBVFx00UUnH7BxNcYg+o0gBjGrUYjJ/K5S8+vZnn/+eftLvc3RaWlpaRTuzC0g4H8CHJn6P0ezeYggupm3mHttGv7ee++VPXv22N9lah6k6ezsjLlfOAABPxB47733xDxwdvvtt/vBHXxQEkAQlaAwm04AQaQiIACBoBFAEIOW0SjFgyBGCTS3gQAEokYAQYwa6mDd6NSn6MwP45vr1CfqeIouWPkmGgjEAwEEMR6yHIEYP/vss2m/ru30W+Tk5PC7GyPAnS0hAIHIEUAQI8eWnSEAAQhAwCECCKJDycJVCEAAAhCIHAEEMXJs2RkCEIAABBwigCA6lCxchQAEIACByBFAECPHlp0hAAEIQMAhAgiiQ8nCVQiEIlBQUCAvvfSSPPfcc7Jq1Sr7h2j/6q/+yr62bt0aajnvQyCuCSCIcZ1+gg8agd7eXrnssstO/mHaCy+80Ib4m9/8Rs4555yghUs8EAgrAQQxrDjZDAKxJ/A3f/M38tBDD8mll14qRiB37twpN954Y+wdwwMI+JwAgujzBOEeBOZLwPw9ymXLlsn7778vRUVF8m//9m/8koT5QsQ+LgkgiHGZdoIOMoEjR47IJZdcYgXx61//uvT09PDHmoOccGILGwEEMWwo2QgC/iBg/jDto48+evLI9JFHHpF77rnHH87hBQR8TABB9HFycA0C8yWwd+9e+cY3viF5eXnS3t5uj04//vhj+a//+i/58pe/PN/tsIdAXBFAEOMq3QQbZALHjh2Tyy+/XN566y157bXX7HHpM888I7feeqt861vfsn/MmQsCEJibAIJIdUAAAhCAAAREBEGkDCAAAQhAAAIIIjUAAQhAAAIQ+B0BJkQqAQIQgAAEIIAgUgMQgAAEIAABJkRqAAIQgAAEIHCSAEemFAMEIAABCEDg/xP4f0Dcc8IFIe/BAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- and plot it of course\n", + "plotVega (first (pack . show) <$> (enumerate model))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "015d8ab5-6ce0-4f45-a34a-e6872eacdf65", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "False", + "Y": 0.7 + }, + { + "X": "True", + "Y": 0.30000000000000004 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can map a function over a distribution (using a variant called fmap)\n", + "model :: Distribution Bool\n", + "model = fmap not (bernoulli 0.7)\n", + "\n", + "plotVega (first (pack . show) <$> (enumerate model))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "7877d473-926b-4c24-89bf-1ef732a28670", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 1 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- mapping has non-trivial effects on the distribution if the function is not injective\n", + "model :: Distribution Bool\n", + "model = fmap (const True) (bernoulli 0.7)\n", + "\n", + "plotVega (first (pack . show) <$> (enumerate model))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "eaf6ff86-c09d-4f60-b108-e2c4b9dfb6ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- in fact, we can construct many distributions as functions of the uniform distribution\n", + "model :: Distribution Bool\n", + "model = fmap (< 0.7) random\n", + "\n", + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5d4932d4-98dd-4dee-be2a-c02c50e89185", + "metadata": {}, + "outputs": [], + "source": [ + "model :: Distribution Real\n", + "model = normal 0 1" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ea9e9811-b8ba-495b-beba-6afaf0437457", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.5257777734399034" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "359a90c7-5194-4add-b078-4d4ed61cf02c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.3140142600862594e-18" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "expectation model" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "52e85a5d-be42-498c-80b4-66950a83b6ed", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -4.99, + "Y": 3.7492945813980024e-08 + }, + { + "X": -4.98, + "Y": 0 + }, + { + "X": -4.97, + "Y": 0 + }, + { + "X": -4.96, + "Y": 4.191279455801877e-08 + }, + { + "X": -4.95, + "Y": 0 + }, + { + "X": -4.94, + "Y": 4.681133344988765e-08 + }, + { + "X": -4.93, + "Y": 0 + }, + { + "X": -4.92, + "Y": 5.223551673645684e-08 + }, + { + "X": -4.91, + "Y": 0 + }, + { + "X": -4.9, + "Y": 5.8236382936997086e-08 + }, + { + "X": -4.89, + "Y": 0 + }, + { + "X": -4.88, + "Y": 0 + }, + { + "X": -4.87, + "Y": 6.486935928323849e-08 + }, + { + "X": -4.86, + "Y": 0 + }, + { + "X": -4.8500000000000005, + "Y": 7.219458437453132e-08 + }, + { + "X": -4.84, + "Y": 0 + }, + { + "X": -4.83, + "Y": 8.027724978490287e-08 + }, + { + "X": -4.82, + "Y": 0 + }, + { + "X": -4.8100000000000005, + "Y": 8.918796136342631e-08 + }, + { + "X": -4.8, + "Y": 0 + }, + { + "X": -4.79, + "Y": 0 + }, + { + "X": -4.78, + "Y": 9.900312097207504e-08 + }, + { + "X": -4.7700000000000005, + "Y": 0 + }, + { + "X": -4.76, + "Y": 1.098053294060209e-07 + }, + { + "X": -4.75, + "Y": 0 + }, + { + "X": -4.74, + "Y": 1.2168381124003788e-07 + }, + { + "X": -4.73, + "Y": 0 + }, + { + "X": -4.72, + "Y": 1.347348623411902e-07 + }, + { + "X": -4.71, + "Y": 0 + }, + { + "X": -4.7, + "Y": 0 + }, + { + "X": -4.69, + "Y": 1.4906232078221646e-07 + }, + { + "X": -4.68, + "Y": 0 + }, + { + "X": -4.67, + "Y": 1.6477806188187277e-07 + }, + { + "X": -4.66, + "Y": 0 + }, + { + "X": -4.65, + "Y": 1.820025180878775e-07 + }, + { + "X": -4.64, + "Y": 0 + }, + { + "X": -4.63, + "Y": 2.008652244049259e-07 + }, + { + "X": -4.62, + "Y": 0 + }, + { + "X": -4.61, + "Y": 2.2150539005443487e-07 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.59, + "Y": 0 + }, + { + "X": -4.58, + "Y": 2.440724970341672e-07 + }, + { + "X": -4.57, + "Y": 0 + }, + { + "X": -4.5600000000000005, + "Y": 2.6872692622460684e-07 + }, + { + "X": -4.55, + "Y": 0 + }, + { + "X": -4.54, + "Y": 2.956406116648623e-07 + }, + { + "X": -4.53, + "Y": 0 + }, + { + "X": -4.5200000000000005, + "Y": 3.249977235939066e-07 + }, + { + "X": -4.51, + "Y": 0 + }, + { + "X": -4.5, + "Y": 3.569953808231019e-07 + }, + { + "X": -4.49, + "Y": 0 + }, + { + "X": -4.48, + "Y": 3.9184439297315837e-07 + }, + { + "X": -4.47, + "Y": 0 + }, + { + "X": -4.46, + "Y": 0 + }, + { + "X": -4.45, + "Y": 4.297700330729365e-07 + }, + { + "X": -4.44, + "Y": 0 + }, + { + "X": -4.43, + "Y": 4.710128409788093e-07 + }, + { + "X": -4.42, + "Y": 0 + }, + { + "X": -4.41, + "Y": 5.15829458031662e-07 + }, + { + "X": -4.4, + "Y": 0 + }, + { + "X": -4.39, + "Y": 5.644934933240318e-07 + }, + { + "X": -4.38, + "Y": 0 + }, + { + "X": -4.37, + "Y": 6.17296421902417e-07 + }, + { + "X": -4.36, + "Y": 0 + }, + { + "X": -4.3500000000000005, + "Y": 6.745485151794403e-07 + }, + { + "X": -4.34, + "Y": 0 + }, + { + "X": -4.33, + "Y": 7.365798037773881e-07 + }, + { + "X": -4.32, + "Y": 0 + }, + { + "X": -4.3100000000000005, + "Y": 8.037410729687387e-07 + }, + { + "X": -4.3, + "Y": 0 + }, + { + "X": -4.29, + "Y": 0 + }, + { + "X": -4.28, + "Y": 8.764048908206843e-07 + }, + { + "X": -4.2700000000000005, + "Y": 0 + }, + { + "X": -4.26, + "Y": 9.549666690894618e-07 + }, + { + "X": -4.25, + "Y": 0 + }, + { + "X": -4.24, + "Y": 1.0398457568465956e-06 + }, + { + "X": -4.23, + "Y": 0 + }, + { + "X": -4.22, + "Y": 1.1314865667530636e-06 + }, + { + "X": -4.21, + "Y": 0 + }, + { + "X": -4.2, + "Y": 1.2303597338290064e-06 + }, + { + "X": -4.19, + "Y": 0 + }, + { + "X": -4.18, + "Y": 1.3369633064960612e-06 + }, + { + "X": -4.17, + "Y": 0 + }, + { + "X": -4.16, + "Y": 1.4518239695968504e-06 + }, + { + "X": -4.15, + "Y": 0 + }, + { + "X": -4.14, + "Y": 1.5754982990217125e-06 + }, + { + "X": -4.13, + "Y": 0 + }, + { + "X": -4.12, + "Y": 1.7085740474966241e-06 + }, + { + "X": -4.11, + "Y": 0 + }, + { + "X": -4.1, + "Y": 1.8516714610085458e-06 + }, + { + "X": -4.09, + "Y": 0 + }, + { + "X": -4.08, + "Y": 2.0054446252653342e-06 + }, + { + "X": -4.07, + "Y": 0 + }, + { + "X": -4.0600000000000005, + "Y": 2.170582841507069e-06 + }, + { + "X": -4.05, + "Y": 0 + }, + { + "X": -4.04, + "Y": 2.347812030904298e-06 + }, + { + "X": -4.03, + "Y": 0 + }, + { + "X": -4.0200000000000005, + "Y": 2.5378961666965564e-06 + }, + { + "X": -4.01, + "Y": 0 + }, + { + "X": -4, + "Y": 2.74163873314169e-06 + }, + { + "X": -3.99, + "Y": 0 + }, + { + "X": -3.98, + "Y": 2.95988421026325e-06 + }, + { + "X": -3.97, + "Y": 0 + }, + { + "X": -3.96, + "Y": 3.1935195832997277e-06 + }, + { + "X": -3.95, + "Y": 0 + }, + { + "X": -3.94, + "Y": 3.4434758756758133e-06 + }, + { + "X": -3.93, + "Y": 0 + }, + { + "X": -3.92, + "Y": 3.7107297042324602e-06 + }, + { + "X": -3.91, + "Y": 0 + }, + { + "X": -3.9, + "Y": 3.996304855369474e-06 + }, + { + "X": -3.89, + "Y": 0 + }, + { + "X": -3.88, + "Y": 4.301273880671821e-06 + }, + { + "X": -3.87, + "Y": 0 + }, + { + "X": -3.86, + "Y": 4.6267597105090965e-06 + }, + { + "X": -3.85, + "Y": 0 + }, + { + "X": -3.84, + "Y": 4.9739372840167705e-06 + }, + { + "X": -3.83, + "Y": 0 + }, + { + "X": -3.8200000000000003, + "Y": 5.344035193788137e-06 + }, + { + "X": -3.81, + "Y": 0 + }, + { + "X": -3.8000000000000003, + "Y": 5.73833734352751e-06 + }, + { + "X": -3.79, + "Y": 0 + }, + { + "X": -3.7800000000000002, + "Y": 6.158184616838376e-06 + }, + { + "X": -3.77, + "Y": 0 + }, + { + "X": -3.7600000000000002, + "Y": 6.604976555244972e-06 + }, + { + "X": -3.75, + "Y": 0 + }, + { + "X": -3.74, + "Y": 7.080173043472433e-06 + }, + { + "X": -3.73, + "Y": 0 + }, + { + "X": -3.72, + "Y": 7.585295999939264e-06 + }, + { + "X": -3.71, + "Y": 8.121931070346704e-06 + }, + { + "X": -3.7, + "Y": 0 + }, + { + "X": -3.69, + "Y": 8.691729322182574e-06 + }, + { + "X": -3.68, + "Y": 0 + }, + { + "X": -3.67, + "Y": 9.29640893789274e-06 + }, + { + "X": -3.66, + "Y": 0 + }, + { + "X": -3.65, + "Y": 9.937756904411262e-06 + }, + { + "X": -3.64, + "Y": 0 + }, + { + "X": -3.63, + "Y": 1.0617630696681032e-05 + }, + { + "X": -3.62, + "Y": 0 + }, + { + "X": -3.61, + "Y": 1.1337959952739998e-05 + }, + { + "X": -3.6, + "Y": 0 + }, + { + "X": -3.59, + "Y": 1.2100748137894354e-05 + }, + { + "X": -3.58, + "Y": 0 + }, + { + "X": -3.5700000000000003, + "Y": 1.2908074195449115e-05 + }, + { + "X": -3.56, + "Y": 0 + }, + { + "X": -3.5500000000000003, + "Y": 1.3762094181418511e-05 + }, + { + "X": -3.54, + "Y": 1.4665042880593739e-05 + }, + { + "X": -3.5300000000000002, + "Y": 0 + }, + { + "X": -3.52, + "Y": 1.5619235401303533e-05 + }, + { + "X": -3.5100000000000002, + "Y": 0 + }, + { + "X": -3.5, + "Y": 1.6627068746164226e-05 + }, + { + "X": -3.49, + "Y": 0 + }, + { + "X": -3.48, + "Y": 1.769102335608002e-05 + }, + { + "X": -3.47, + "Y": 0 + }, + { + "X": -3.46, + "Y": 1.8813664624721372e-05 + }, + { + "X": -3.45, + "Y": 0 + }, + { + "X": -3.44, + "Y": 1.9997644380679704e-05 + }, + { + "X": -3.43, + "Y": 0 + }, + { + "X": -3.42, + "Y": 2.1245702334469666e-05 + }, + { + "X": -3.41, + "Y": 2.256066748752656e-05 + }, + { + "X": -3.4, + "Y": 0 + }, + { + "X": -3.39, + "Y": 2.3945459500325375e-05 + }, + { + "X": -3.38, + "Y": 0 + }, + { + "X": -3.37, + "Y": 2.5403090016729927e-05 + }, + { + "X": -3.36, + "Y": 0 + }, + { + "X": -3.35, + "Y": 2.693666394166524e-05 + }, + { + "X": -3.34, + "Y": 0 + }, + { + "X": -3.33, + "Y": 2.8549380669193613e-05 + }, + { + "X": -3.3200000000000003, + "Y": 0 + }, + { + "X": -3.31, + "Y": 3.0244535258064753e-05 + }, + { + "X": -3.3000000000000003, + "Y": 3.202551955180295e-05 + }, + { + "X": -3.29, + "Y": 0 + }, + { + "X": -3.2800000000000002, + "Y": 3.38958232403889e-05 + }, + { + "X": -3.27, + "Y": 0 + }, + { + "X": -3.2600000000000002, + "Y": 3.5859034860591014e-05 + }, + { + "X": -3.25, + "Y": 0 + }, + { + "X": -3.24, + "Y": 3.791884273200043e-05 + }, + { + "X": -3.23, + "Y": 0 + }, + { + "X": -3.22, + "Y": 4.007903582582505e-05 + }, + { + "X": -3.21, + "Y": 4.234350456350147e-05 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3.19, + "Y": 4.471624154218849e-05 + }, + { + "X": -3.18, + "Y": 0 + }, + { + "X": -3.17, + "Y": 4.72013421842128e-05 + }, + { + "X": -3.16, + "Y": 0 + }, + { + "X": -3.15, + "Y": 4.980300530754576e-05 + }, + { + "X": -3.14, + "Y": 5.2525533614399666e-05 + }, + { + "X": -3.13, + "Y": 0 + }, + { + "X": -3.12, + "Y": 5.5373334095043257e-05 + }, + { + "X": -3.11, + "Y": 0 + }, + { + "X": -3.1, + "Y": 5.8350918343948347e-05 + }, + { + "X": -3.09, + "Y": 0 + }, + { + "X": -3.08, + "Y": 6.146290278539249e-05 + }, + { + "X": -3.0700000000000003, + "Y": 6.471400880565739e-05 + }, + { + "X": -3.06, + "Y": 0 + }, + { + "X": -3.0500000000000003, + "Y": 6.810906278897741e-05 + }, + { + "X": -3.04, + "Y": 0 + }, + { + "X": -3.0300000000000002, + "Y": 7.165299605440874e-05 + }, + { + "X": -3.02, + "Y": 0 + }, + { + "X": -3.0100000000000002, + "Y": 7.53508446908064e-05 + }, + { + "X": -3, + "Y": 7.920774928711329e-05 + }, + { + "X": -2.99, + "Y": 0 + }, + { + "X": -2.98, + "Y": 8.322895455518356e-05 + }, + { + "X": -2.97, + "Y": 0 + }, + { + "X": -2.96, + "Y": 8.741980884238064e-05 + }, + { + "X": -2.95, + "Y": 0 + }, + { + "X": -2.94, + "Y": 9.178576353120915e-05 + }, + { + "X": -2.93, + "Y": 9.633237232325919e-05 + }, + { + "X": -2.92, + "Y": 0 + }, + { + "X": -2.91, + "Y": 0.0001010652904047608 + }, + { + "X": -2.9, + "Y": 0 + }, + { + "X": -2.89, + "Y": 0.00010599027349106711 + }, + { + "X": -2.88, + "Y": 0 + }, + { + "X": -2.87, + "Y": 0.00011111317674740418 + }, + { + "X": -2.86, + "Y": 0.00011643995358324773 + }, + { + "X": -2.85, + "Y": 0 + }, + { + "X": -2.84, + "Y": 0.0001219766543177074 + }, + { + "X": -2.83, + "Y": 0 + }, + { + "X": -2.82, + "Y": 0.00012772942471332206 + }, + { + "X": -2.81, + "Y": 0.00013370450437569212 + }, + { + "X": -2.8000000000000003, + "Y": 0 + }, + { + "X": -2.79, + "Y": 0.00013990822501639837 + }, + { + "X": -2.7800000000000002, + "Y": 0 + }, + { + "X": -2.77, + "Y": 0.00014634700857668202 + }, + { + "X": -2.7600000000000002, + "Y": 0.00015302736520938465 + }, + { + "X": -2.75, + "Y": 0 + }, + { + "X": -2.74, + "Y": 0.0001599558911166761 + }, + { + "X": -2.73, + "Y": 0 + }, + { + "X": -2.72, + "Y": 0.00016713926624112316 + }, + { + "X": -2.71, + "Y": 0.00017458425180768541 + }, + { + "X": -2.7, + "Y": 0 + }, + { + "X": -2.69, + "Y": 0.00018229768771425248 + }, + { + "X": -2.68, + "Y": 0 + }, + { + "X": -2.67, + "Y": 0.0001902864897683732 + }, + { + "X": -2.66, + "Y": 0.000198557646767862 + }, + { + "X": -2.65, + "Y": 0 + }, + { + "X": -2.64, + "Y": 0.00020711821742300577 + }, + { + "X": -2.63, + "Y": 0 + }, + { + "X": -2.62, + "Y": 0.00021597532711813662 + }, + { + "X": -2.61, + "Y": 0.00022513616451037979 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.59, + "Y": 0.0002346079779634332 + }, + { + "X": -2.58, + "Y": 0 + }, + { + "X": -2.57, + "Y": 0.00024439807181428835 + }, + { + "X": -2.56, + "Y": 0.00025451380247085555 + }, + { + "X": -2.5500000000000003, + "Y": 0 + }, + { + "X": -2.54, + "Y": 0.00026496257433851917 + }, + { + "X": -2.5300000000000002, + "Y": 0 + }, + { + "X": -2.52, + "Y": 0.00027575183557371116 + }, + { + "X": -2.5100000000000002, + "Y": 0.0002868890736626639 + }, + { + "X": -2.5, + "Y": 0 + }, + { + "X": -2.49, + "Y": 0.0002983818108235766 + }, + { + "X": -2.48, + "Y": 0 + }, + { + "X": -2.47, + "Y": 0.00031023759923051405 + }, + { + "X": -2.46, + "Y": 0.00032246401605744266 + }, + { + "X": -2.45, + "Y": 0 + }, + { + "X": -2.44, + "Y": 0.0003350686583409059 + }, + { + "X": -2.43, + "Y": 0 + }, + { + "X": -2.42, + "Y": 0.00034805913765994265 + }, + { + "X": -2.41, + "Y": 0.0003614430746319628 + }, + { + "X": -2.4, + "Y": 0 + }, + { + "X": -2.39, + "Y": 0.0003752280932234126 + }, + { + "X": -2.38, + "Y": 0.000389421814874191 + }, + { + "X": -2.37, + "Y": 0 + }, + { + "X": -2.36, + "Y": 0.0004040318524349117 + }, + { + "X": -2.35, + "Y": 0 + }, + { + "X": -2.34, + "Y": 0.00041906580391625424 + }, + { + "X": -2.33, + "Y": 0.0004345312460498021 + }, + { + "X": -2.32, + "Y": 0 + }, + { + "X": -2.31, + "Y": 0.000450435727659931 + }, + { + "X": -2.3000000000000003, + "Y": 0 + }, + { + "X": -2.29, + "Y": 0.0004667867628464887 + }, + { + "X": -2.2800000000000002, + "Y": 0.00048359182397819656 + }, + { + "X": -2.27, + "Y": 0 + }, + { + "X": -2.2600000000000002, + "Y": 0.0005008583344969005 + }, + { + "X": -2.25, + "Y": 0.0005185936615330127 + }, + { + "X": -2.24, + "Y": 0 + }, + { + "X": -2.23, + "Y": 0.0005368051083327097 + }, + { + "X": -2.22, + "Y": 0 + }, + { + "X": -2.21, + "Y": 0.0005554999064976874 + }, + { + "X": -2.2, + "Y": 0.0005746852080385286 + }, + { + "X": -2.19, + "Y": 0 + }, + { + "X": -2.18, + "Y": 0.0005943680772429933 + }, + { + "X": -2.17, + "Y": 0.0006145554823608319 + }, + { + "X": -2.16, + "Y": 0 + }, + { + "X": -2.15, + "Y": 0.0006352542871069976 + }, + { + "X": -2.14, + "Y": 0 + }, + { + "X": -2.13, + "Y": 0.0006564712419854548 + }, + { + "X": -2.12, + "Y": 0.0006782129754360892 + }, + { + "X": -2.11, + "Y": 0 + }, + { + "X": -2.1, + "Y": 0.0007004859848075628 + }, + { + "X": -2.09, + "Y": 0.0007232966271593107 + }, + { + "X": -2.08, + "Y": 0 + }, + { + "X": -2.07, + "Y": 0.0007466511098962335 + }, + { + "X": -2.06, + "Y": 0.0007705554812400225 + }, + { + "X": -2.05, + "Y": 0 + }, + { + "X": -2.04, + "Y": 0.0007950156205414475 + }, + { + "X": -2.0300000000000002, + "Y": 0 + }, + { + "X": -2.02, + "Y": 0.0008200372284383462 + }, + { + "X": -2.0100000000000002, + "Y": 0.0008456258168644748 + }, + { + "X": -2, + "Y": 0 + }, + { + "X": -1.99, + "Y": 0.0008717866989148212 + }, + { + "X": -1.98, + "Y": 0.0008985249785734322 + }, + { + "X": -1.97, + "Y": 0 + }, + { + "X": -1.96, + "Y": 0.0009258455403102705 + }, + { + "X": -1.95, + "Y": 0.0009537530385541035 + }, + { + "X": -1.94, + "Y": 0 + }, + { + "X": -1.93, + "Y": 0.0009822518870489113 + }, + { + "X": -1.92, + "Y": 0 + }, + { + "X": -1.9100000000000001, + "Y": 0.0010113462481018153 + }, + { + "X": -1.9000000000000001, + "Y": 0.001041040021731042 + }, + { + "X": -1.8900000000000001, + "Y": 0 + }, + { + "X": -1.8800000000000001, + "Y": 0.0010713368347229687 + }, + { + "X": -1.87, + "Y": 0.001102240029607845 + }, + { + "X": -1.86, + "Y": 0 + }, + { + "X": -1.85, + "Y": 0.0011337526535643231 + }, + { + "X": -1.84, + "Y": 0.0011658774472635075 + }, + { + "X": -1.83, + "Y": 0 + }, + { + "X": -1.82, + "Y": 0.00119861683366379 + }, + { + "X": -1.81, + "Y": 0 + }, + { + "X": -1.8, + "Y": 0.0012319729067683273 + }, + { + "X": -1.79, + "Y": 0.0012659474203575896 + }, + { + "X": -1.78, + "Y": 0 + }, + { + "X": -1.77, + "Y": 0.0013005417767100087 + }, + { + "X": -1.76, + "Y": 0.0013357570153243424 + }, + { + "X": -1.75, + "Y": 0 + }, + { + "X": -1.74, + "Y": 0.0013715938016579706 + }, + { + "X": -1.73, + "Y": 0.0014080524158959346 + }, + { + "X": -1.72, + "Y": 0 + }, + { + "X": -1.71, + "Y": 0.0014451327417661325 + }, + { + "X": -1.7, + "Y": 0.0014828342554166721 + }, + { + "X": -1.69, + "Y": 0 + }, + { + "X": -1.68, + "Y": 0.0015211560143719878 + }, + { + "X": -1.67, + "Y": 0 + }, + { + "X": -1.6600000000000001, + "Y": 0.0015600966465849002 + }, + { + "X": -1.6500000000000001, + "Y": 0.0015996543396023881 + }, + { + "X": -1.6400000000000001, + "Y": 0 + }, + { + "X": -1.6300000000000001, + "Y": 0.0016398268298634126 + }, + { + "X": -1.62, + "Y": 0.0016806113921476861 + }, + { + "X": -1.61, + "Y": 0 + }, + { + "X": -1.6, + "Y": 0.0017220048291948333 + }, + { + "X": -1.59, + "Y": 0.0017640034615139237 + }, + { + "X": -1.58, + "Y": 0 + }, + { + "X": -1.57, + "Y": 0.0018066031174038585 + }, + { + "X": -1.56, + "Y": 0.0018497991232056035 + }, + { + "X": -1.55, + "Y": 0 + }, + { + "X": -1.54, + "Y": 0.0018935862938077202 + }, + { + "X": -1.53, + "Y": 0.0019379589234271005 + }, + { + "X": -1.52, + "Y": 0 + }, + { + "X": -1.51, + "Y": 0.0019829107766872267 + }, + { + "X": -1.5, + "Y": 0 + }, + { + "X": -1.49, + "Y": 0.0020284350800166755 + }, + { + "X": -1.48, + "Y": 0.0020745245133909256 + }, + { + "X": -1.47, + "Y": 0 + }, + { + "X": -1.46, + "Y": 0.002121171202440884 + }, + { + "X": -1.45, + "Y": 0.002168366710951787 + }, + { + "X": -1.44, + "Y": 0 + }, + { + "X": -1.43, + "Y": 0.002216102033776419 + }, + { + "X": -1.42, + "Y": 0.0022643675901867686 + }, + { + "X": -1.41, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0.0023131532176884086 + }, + { + "X": -1.3900000000000001, + "Y": 0.0023624481663219914 + }, + { + "X": -1.3800000000000001, + "Y": 0 + }, + { + "X": -1.37, + "Y": 0.002412241093476311 + }, + { + "X": -1.36, + "Y": 0.002462520059237387 + }, + { + "X": -1.35, + "Y": 0 + }, + { + "X": -1.34, + "Y": 0.002513272522297972 + }, + { + "X": -1.33, + "Y": 0.002564485336451781 + }, + { + "X": -1.32, + "Y": 0 + }, + { + "X": -1.31, + "Y": 0.0026161447476965626 + }, + { + "X": -1.3, + "Y": 0 + }, + { + "X": -1.29, + "Y": 0.002668236391969896 + }, + { + "X": -1.28, + "Y": 0.002720745293541317 + }, + { + "X": -1.27, + "Y": 0 + }, + { + "X": -1.26, + "Y": 0.0027736558640839835 + }, + { + "X": -1.25, + "Y": 0.002826951902448678 + }, + { + "X": -1.24, + "Y": 0 + }, + { + "X": -1.23, + "Y": 0.002880616595162421 + }, + { + "X": -1.22, + "Y": 0.002934632517673396 + }, + { + "X": -1.21, + "Y": 0 + }, + { + "X": -1.2, + "Y": 0.002988981636363239 + }, + { + "X": -1.19, + "Y": 0.003043645311346999 + }, + { + "X": -1.18, + "Y": 0 + }, + { + "X": -1.17, + "Y": 0.0030986043000802775 + }, + { + "X": -1.16, + "Y": 0.0031538387617921796 + }, + { + "X": -1.1500000000000001, + "Y": 0 + }, + { + "X": -1.1400000000000001, + "Y": 0.0032093282627617195 + }, + { + "X": -1.1300000000000001, + "Y": 0.00326505178245431 + }, + { + "X": -1.12, + "Y": 0 + }, + { + "X": -1.11, + "Y": 0.0033209877205338163 + }, + { + "X": -1.1, + "Y": 0.0033771139047644783 + }, + { + "X": -1.09, + "Y": 0 + }, + { + "X": -1.08, + "Y": 0.003433407599815704 + }, + { + "X": -1.07, + "Y": 0 + }, + { + "X": -1.06, + "Y": 0.0034898455169813853 + }, + { + "X": -1.05, + "Y": 0.0035464038248239635 + }, + { + "X": -1.04, + "Y": 0 + }, + { + "X": -1.03, + "Y": 0.003603058160751934 + }, + { + "X": -1.02, + "Y": 0.0036597836435379237 + }, + { + "X": -1.01, + "Y": 0 + }, + { + "X": -1, + "Y": 0.0037165548867827886 + }, + { + "X": -0.99, + "Y": 0.003773346013329465 + }, + { + "X": -0.98, + "Y": 0 + }, + { + "X": -0.97, + "Y": 0.0038301306706285056 + }, + { + "X": -0.96, + "Y": 0.0038868820470553743 + }, + { + "X": -0.9500000000000001, + "Y": 0 + }, + { + "X": -0.9400000000000001, + "Y": 0.003943572889177631 + }, + { + "X": -0.93, + "Y": 0.004000175519968187 + }, + { + "X": -0.92, + "Y": 0 + }, + { + "X": -0.91, + "Y": 0.00405666185795874 + }, + { + "X": -0.9, + "Y": 0.0041130034373254385 + }, + { + "X": -0.89, + "Y": 0 + }, + { + "X": -0.88, + "Y": 0.00416917142889668 + }, + { + "X": -0.87, + "Y": 0.004225136662070771 + }, + { + "X": -0.86, + "Y": 0 + }, + { + "X": -0.85, + "Y": 0.004280869647628983 + }, + { + "X": -0.84, + "Y": 0 + }, + { + "X": -0.8300000000000001, + "Y": 0.004336340601427298 + }, + { + "X": -0.8200000000000001, + "Y": 0.004391519468947859 + }, + { + "X": -0.81, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0.004446375950688885 + }, + { + "X": -0.79, + "Y": 0.004500879528369521 + }, + { + "X": -0.78, + "Y": 0 + }, + { + "X": -0.77, + "Y": 0.00455499949192377 + }, + { + "X": -0.76, + "Y": 0.004608704967255409 + }, + { + "X": -0.75, + "Y": 0 + }, + { + "X": -0.74, + "Y": 0.0046619649447234715 + }, + { + "X": -0.73, + "Y": 0.004714748308325627 + }, + { + "X": -0.72, + "Y": 0 + }, + { + "X": -0.71, + "Y": 0.004767023865544575 + }, + { + "X": -0.7000000000000001, + "Y": 0.004818760377820313 + }, + { + "X": -0.6900000000000001, + "Y": 0 + }, + { + "X": -0.68, + "Y": 0.00486992659160903 + }, + { + "X": -0.67, + "Y": 0.004920491269987208 + }, + { + "X": -0.66, + "Y": 0 + }, + { + "X": -0.65, + "Y": 0.004970423224757491 + }, + { + "X": -0.64, + "Y": 0.005019691349010871 + }, + { + "X": -0.63, + "Y": 0 + }, + { + "X": -0.62, + "Y": 0.00506826465009779 + }, + { + "X": -0.61, + "Y": 0 + }, + { + "X": -0.6, + "Y": 0.00511611228295897 + }, + { + "X": -0.59, + "Y": 0.005163203583764962 + }, + { + "X": -0.58, + "Y": 0 + }, + { + "X": -0.5700000000000001, + "Y": 0.005209508103811773 + }, + { + "X": -0.56, + "Y": 0.0052549956436183974 + }, + { + "X": -0.55, + "Y": 0 + }, + { + "X": -0.54, + "Y": 0.005299636287170563 + }, + { + "X": -0.53, + "Y": 0.0053434004362537335 + }, + { + "X": -0.52, + "Y": 0 + }, + { + "X": -0.51, + "Y": 0.005386258844817177 + }, + { + "X": -0.5, + "Y": 0.00542818265330983 + }, + { + "X": -0.49, + "Y": 0 + }, + { + "X": -0.48, + "Y": 0.0054691434229277545 + }, + { + "X": -0.47000000000000003, + "Y": 0.005509113169712187 + }, + { + "X": -0.46, + "Y": 0 + }, + { + "X": -0.45, + "Y": 0.005548064398436534 + }, + { + "X": -0.44, + "Y": 0.005585970136220163 + }, + { + "X": -0.43, + "Y": 0 + }, + { + "X": -0.42, + "Y": 0.005622803965806521 + }, + { + "X": -0.41000000000000003, + "Y": 0 + }, + { + "X": -0.4, + "Y": 0.005658540058442911 + }, + { + "X": -0.39, + "Y": 0.005693153206299264 + }, + { + "X": -0.38, + "Y": 0 + }, + { + "X": -0.37, + "Y": 0.005726618854363395 + }, + { + "X": -0.36, + "Y": 0.00575891313175056 + }, + { + "X": -0.35000000000000003, + "Y": 0 + }, + { + "X": -0.34, + "Y": 0.0057900128823656334 + }, + { + "X": -0.33, + "Y": 0.0058198956948568815 + }, + { + "X": -0.32, + "Y": 0 + }, + { + "X": -0.31, + "Y": 0.005848539931801176 + }, + { + "X": -0.3, + "Y": 0.005875924758061493 + }, + { + "X": -0.29, + "Y": 0 + }, + { + "X": -0.28, + "Y": 0.0059020301682587316 + }, + { + "X": -0.27, + "Y": 0.0059268370133012515 + }, + { + "X": -0.26, + "Y": 0 + }, + { + "X": -0.25, + "Y": 0.005950327025917075 + }, + { + "X": -0.24, + "Y": 0.00597248284513534 + }, + { + "X": -0.23, + "Y": 0 + }, + { + "X": -0.22, + "Y": 0.005993288039665507 + }, + { + "X": -0.21, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0.006012727130124799 + }, + { + "X": -0.19, + "Y": 0.006030785610066508 + }, + { + "X": -0.18, + "Y": 0 + }, + { + "X": -0.17, + "Y": 0.006047449965764158 + }, + { + "X": -0.16, + "Y": 0.006062707694708904 + }, + { + "X": -0.15, + "Y": 0 + }, + { + "X": -0.14, + "Y": 0.006076547322780186 + }, + { + "X": -0.13, + "Y": 0.006088958420052334 + }, + { + "X": -0.12, + "Y": 0 + }, + { + "X": -0.11, + "Y": 0.0060999316152026495 + }, + { + "X": -0.1, + "Y": 0.006109458608489452 + }, + { + "X": -0.09, + "Y": 0 + }, + { + "X": -0.08, + "Y": 0.006117532183271598 + }, + { + "X": -0.07, + "Y": 0.006124146216044101 + }, + { + "X": -0.06, + "Y": 0 + }, + { + "X": -0.05, + "Y": 0.006129295684967723 + }, + { + "X": -0.04, + "Y": 0.006132976676873676 + }, + { + "X": -0.03, + "Y": 0 + }, + { + "X": -0.02, + "Y": 0.006135186392727903 + }, + { + "X": -0.01, + "Y": 0 + }, + { + "X": 0, + "Y": 0.00613592315154283 + }, + { + "X": 0.01, + "Y": 0.006135186392727903 + }, + { + "X": 0.02, + "Y": 0 + }, + { + "X": 0.03, + "Y": 0.006132976676873676 + }, + { + "X": 0.04, + "Y": 0.006129295684967723 + }, + { + "X": 0.05, + "Y": 0 + }, + { + "X": 0.06, + "Y": 0.006124146216044101 + }, + { + "X": 0.07, + "Y": 0.006117532183271598 + }, + { + "X": 0.08, + "Y": 0 + }, + { + "X": 0.09, + "Y": 0.006109458608489452 + }, + { + "X": 0.1, + "Y": 0.0060999316152026495 + }, + { + "X": 0.11, + "Y": 0 + }, + { + "X": 0.12, + "Y": 0.006088958420052334 + }, + { + "X": 0.13, + "Y": 0.006076547322780186 + }, + { + "X": 0.14, + "Y": 0 + }, + { + "X": 0.15, + "Y": 0.006062707694708904 + }, + { + "X": 0.16, + "Y": 0.006047449965764158 + }, + { + "X": 0.17, + "Y": 0 + }, + { + "X": 0.18, + "Y": 0.006030785610066508 + }, + { + "X": 0.19, + "Y": 0.006012727130124799 + }, + { + "X": 0.2, + "Y": 0 + }, + { + "X": 0.21, + "Y": 0.005993288039665507 + }, + { + "X": 0.22, + "Y": 0 + }, + { + "X": 0.23, + "Y": 0.00597248284513534 + }, + { + "X": 0.24, + "Y": 0.005950327025917075 + }, + { + "X": 0.25, + "Y": 0 + }, + { + "X": 0.26, + "Y": 0.0059268370133012515 + }, + { + "X": 0.27, + "Y": 0.0059020301682587316 + }, + { + "X": 0.28, + "Y": 0 + }, + { + "X": 0.29, + "Y": 0.005875924758061493 + }, + { + "X": 0.3, + "Y": 0.005848539931801176 + }, + { + "X": 0.31, + "Y": 0 + }, + { + "X": 0.32, + "Y": 0.0058198956948568815 + }, + { + "X": 0.33, + "Y": 0.0057900128823656334 + }, + { + "X": 0.34, + "Y": 0 + }, + { + "X": 0.35000000000000003, + "Y": 0.00575891313175056 + }, + { + "X": 0.36, + "Y": 0.005726618854363395 + }, + { + "X": 0.37, + "Y": 0 + }, + { + "X": 0.38, + "Y": 0.005693153206299264 + }, + { + "X": 0.39, + "Y": 0.005658540058442911 + }, + { + "X": 0.4, + "Y": 0 + }, + { + "X": 0.41000000000000003, + "Y": 0.005622803965806521 + }, + { + "X": 0.42, + "Y": 0 + }, + { + "X": 0.43, + "Y": 0.005585970136220163 + }, + { + "X": 0.44, + "Y": 0.005548064398436534 + }, + { + "X": 0.45, + "Y": 0 + }, + { + "X": 0.46, + "Y": 0.005509113169712187 + }, + { + "X": 0.47000000000000003, + "Y": 0.0054691434229277545 + }, + { + "X": 0.48, + "Y": 0 + }, + { + "X": 0.49, + "Y": 0.00542818265330983 + }, + { + "X": 0.5, + "Y": 0.005386258844817177 + }, + { + "X": 0.51, + "Y": 0 + }, + { + "X": 0.52, + "Y": 0.0053434004362537335 + }, + { + "X": 0.53, + "Y": 0.005299636287170563 + }, + { + "X": 0.54, + "Y": 0 + }, + { + "X": 0.55, + "Y": 0.0052549956436183974 + }, + { + "X": 0.56, + "Y": 0.005209508103811773 + }, + { + "X": 0.5700000000000001, + "Y": 0 + }, + { + "X": 0.58, + "Y": 0.005163203583764962 + }, + { + "X": 0.59, + "Y": 0.00511611228295897 + }, + { + "X": 0.6, + "Y": 0 + }, + { + "X": 0.61, + "Y": 0.00506826465009779 + }, + { + "X": 0.62, + "Y": 0 + }, + { + "X": 0.63, + "Y": 0.005019691349010871 + }, + { + "X": 0.64, + "Y": 0.004970423224757491 + }, + { + "X": 0.65, + "Y": 0 + }, + { + "X": 0.66, + "Y": 0.004920491269987208 + }, + { + "X": 0.67, + "Y": 0.00486992659160903 + }, + { + "X": 0.68, + "Y": 0 + }, + { + "X": 0.6900000000000001, + "Y": 0.004818760377820313 + }, + { + "X": 0.7000000000000001, + "Y": 0.004767023865544575 + }, + { + "X": 0.71, + "Y": 0 + }, + { + "X": 0.72, + "Y": 0.004714748308325627 + }, + { + "X": 0.73, + "Y": 0.0046619649447234715 + }, + { + "X": 0.74, + "Y": 0 + }, + { + "X": 0.75, + "Y": 0.004608704967255409 + }, + { + "X": 0.76, + "Y": 0.00455499949192377 + }, + { + "X": 0.77, + "Y": 0 + }, + { + "X": 0.78, + "Y": 0.004500879528369521 + }, + { + "X": 0.79, + "Y": 0.004446375950688885 + }, + { + "X": 0.8, + "Y": 0 + }, + { + "X": 0.81, + "Y": 0.004391519468947859 + }, + { + "X": 0.8200000000000001, + "Y": 0.004336340601427298 + }, + { + "X": 0.8300000000000001, + "Y": 0 + }, + { + "X": 0.84, + "Y": 0.004280869647628983 + }, + { + "X": 0.85, + "Y": 0 + }, + { + "X": 0.86, + "Y": 0.004225136662070771 + }, + { + "X": 0.87, + "Y": 0.00416917142889668 + }, + { + "X": 0.88, + "Y": 0 + }, + { + "X": 0.89, + "Y": 0.0041130034373254385 + }, + { + "X": 0.9, + "Y": 0.00405666185795874 + }, + { + "X": 0.91, + "Y": 0 + }, + { + "X": 0.92, + "Y": 0.004000175519968187 + }, + { + "X": 0.93, + "Y": 0.003943572889177631 + }, + { + "X": 0.9400000000000001, + "Y": 0 + }, + { + "X": 0.9500000000000001, + "Y": 0.0038868820470553743 + }, + { + "X": 0.96, + "Y": 0.0038301306706285056 + }, + { + "X": 0.97, + "Y": 0 + }, + { + "X": 0.98, + "Y": 0.003773346013329465 + }, + { + "X": 0.99, + "Y": 0.0037165548867827886 + }, + { + "X": 1, + "Y": 0 + }, + { + "X": 1.01, + "Y": 0.0036597836435379237 + }, + { + "X": 1.02, + "Y": 0.003603058160751934 + }, + { + "X": 1.03, + "Y": 0 + }, + { + "X": 1.04, + "Y": 0.0035464038248239635 + }, + { + "X": 1.05, + "Y": 0.0034898455169813853 + }, + { + "X": 1.06, + "Y": 0 + }, + { + "X": 1.07, + "Y": 0.003433407599815704 + }, + { + "X": 1.08, + "Y": 0 + }, + { + "X": 1.09, + "Y": 0.0033771139047644783 + }, + { + "X": 1.1, + "Y": 0.0033209877205338163 + }, + { + "X": 1.11, + "Y": 0 + }, + { + "X": 1.12, + "Y": 0.00326505178245431 + }, + { + "X": 1.1300000000000001, + "Y": 0.0032093282627617195 + }, + { + "X": 1.1400000000000001, + "Y": 0 + }, + { + "X": 1.1500000000000001, + "Y": 0.0031538387617921796 + }, + { + "X": 1.16, + "Y": 0.0030986043000802775 + }, + { + "X": 1.17, + "Y": 0 + }, + { + "X": 1.18, + "Y": 0.003043645311346999 + }, + { + "X": 1.19, + "Y": 0.002988981636363239 + }, + { + "X": 1.2, + "Y": 0 + }, + { + "X": 1.21, + "Y": 0.002934632517673396 + }, + { + "X": 1.22, + "Y": 0.002880616595162421 + }, + { + "X": 1.23, + "Y": 0 + }, + { + "X": 1.24, + "Y": 0.002826951902448678 + }, + { + "X": 1.25, + "Y": 0.0027736558640839835 + }, + { + "X": 1.26, + "Y": 0 + }, + { + "X": 1.27, + "Y": 0.002720745293541317 + }, + { + "X": 1.28, + "Y": 0.002668236391969896 + }, + { + "X": 1.29, + "Y": 0 + }, + { + "X": 1.3, + "Y": 0.0026161447476965626 + }, + { + "X": 1.31, + "Y": 0 + }, + { + "X": 1.32, + "Y": 0.002564485336451781 + }, + { + "X": 1.33, + "Y": 0.002513272522297972 + }, + { + "X": 1.34, + "Y": 0 + }, + { + "X": 1.35, + "Y": 0.002462520059237387 + }, + { + "X": 1.36, + "Y": 0.002412241093476311 + }, + { + "X": 1.37, + "Y": 0 + }, + { + "X": 1.3800000000000001, + "Y": 0.0023624481663219914 + }, + { + "X": 1.3900000000000001, + "Y": 0.0023131532176884086 + }, + { + "X": 1.4000000000000001, + "Y": 0 + }, + { + "X": 1.41, + "Y": 0.0022643675901867686 + }, + { + "X": 1.42, + "Y": 0.002216102033776419 + }, + { + "X": 1.43, + "Y": 0 + }, + { + "X": 1.44, + "Y": 0.002168366710951787 + }, + { + "X": 1.45, + "Y": 0.002121171202440884 + }, + { + "X": 1.46, + "Y": 0 + }, + { + "X": 1.47, + "Y": 0.0020745245133909256 + }, + { + "X": 1.48, + "Y": 0.0020284350800166755 + }, + { + "X": 1.49, + "Y": 0 + }, + { + "X": 1.5, + "Y": 0.0019829107766872267 + }, + { + "X": 1.51, + "Y": 0 + }, + { + "X": 1.52, + "Y": 0.0019379589234271005 + }, + { + "X": 1.53, + "Y": 0.0018935862938077202 + }, + { + "X": 1.54, + "Y": 0 + }, + { + "X": 1.55, + "Y": 0.0018497991232056035 + }, + { + "X": 1.56, + "Y": 0.0018066031174038585 + }, + { + "X": 1.57, + "Y": 0 + }, + { + "X": 1.58, + "Y": 0.0017640034615139237 + }, + { + "X": 1.59, + "Y": 0.0017220048291948333 + }, + { + "X": 1.6, + "Y": 0 + }, + { + "X": 1.61, + "Y": 0.0016806113921476861 + }, + { + "X": 1.62, + "Y": 0.0016398268298634126 + }, + { + "X": 1.6300000000000001, + "Y": 0 + }, + { + "X": 1.6400000000000001, + "Y": 0.0015996543396023881 + }, + { + "X": 1.6500000000000001, + "Y": 0.0015600966465849002 + }, + { + "X": 1.6600000000000001, + "Y": 0 + }, + { + "X": 1.67, + "Y": 0.0015211560143719878 + }, + { + "X": 1.68, + "Y": 0 + }, + { + "X": 1.69, + "Y": 0.0014828342554166721 + }, + { + "X": 1.7, + "Y": 0.0014451327417661325 + }, + { + "X": 1.71, + "Y": 0 + }, + { + "X": 1.72, + "Y": 0.0014080524158959346 + }, + { + "X": 1.73, + "Y": 0.0013715938016579706 + }, + { + "X": 1.74, + "Y": 0 + }, + { + "X": 1.75, + "Y": 0.0013357570153243424 + }, + { + "X": 1.76, + "Y": 0.0013005417767100087 + }, + { + "X": 1.77, + "Y": 0 + }, + { + "X": 1.78, + "Y": 0.0012659474203575896 + }, + { + "X": 1.79, + "Y": 0.0012319729067683273 + }, + { + "X": 1.8, + "Y": 0 + }, + { + "X": 1.81, + "Y": 0.00119861683366379 + }, + { + "X": 1.82, + "Y": 0 + }, + { + "X": 1.83, + "Y": 0.0011658774472635075 + }, + { + "X": 1.84, + "Y": 0.0011337526535643231 + }, + { + "X": 1.85, + "Y": 0 + }, + { + "X": 1.86, + "Y": 0.001102240029607845 + }, + { + "X": 1.87, + "Y": 0.0010713368347229687 + }, + { + "X": 1.8800000000000001, + "Y": 0 + }, + { + "X": 1.8900000000000001, + "Y": 0.001041040021731042 + }, + { + "X": 1.9000000000000001, + "Y": 0.0010113462481018153 + }, + { + "X": 1.9100000000000001, + "Y": 0 + }, + { + "X": 1.92, + "Y": 0.0009822518870489113 + }, + { + "X": 1.93, + "Y": 0 + }, + { + "X": 1.94, + "Y": 0.0009537530385541035 + }, + { + "X": 1.95, + "Y": 0.0009258455403102705 + }, + { + "X": 1.96, + "Y": 0 + }, + { + "X": 1.97, + "Y": 0.0008985249785734322 + }, + { + "X": 1.98, + "Y": 0.0008717866989148212 + }, + { + "X": 1.99, + "Y": 0 + }, + { + "X": 2, + "Y": 0.0008456258168644748 + }, + { + "X": 2.0100000000000002, + "Y": 0.0008200372284383462 + }, + { + "X": 2.02, + "Y": 0 + }, + { + "X": 2.0300000000000002, + "Y": 0.0007950156205414475 + }, + { + "X": 2.04, + "Y": 0 + }, + { + "X": 2.05, + "Y": 0.0007705554812400225 + }, + { + "X": 2.06, + "Y": 0.0007466511098962335 + }, + { + "X": 2.07, + "Y": 0 + }, + { + "X": 2.08, + "Y": 0.0007232966271593107 + }, + { + "X": 2.09, + "Y": 0.0007004859848075628 + }, + { + "X": 2.1, + "Y": 0 + }, + { + "X": 2.11, + "Y": 0.0006782129754360892 + }, + { + "X": 2.12, + "Y": 0.0006564712419854548 + }, + { + "X": 2.13, + "Y": 0 + }, + { + "X": 2.14, + "Y": 0.0006352542871069976 + }, + { + "X": 2.15, + "Y": 0 + }, + { + "X": 2.16, + "Y": 0.0006145554823608319 + }, + { + "X": 2.17, + "Y": 0.0005943680772429933 + }, + { + "X": 2.18, + "Y": 0 + }, + { + "X": 2.19, + "Y": 0.0005746852080385286 + }, + { + "X": 2.2, + "Y": 0.0005554999064976874 + }, + { + "X": 2.21, + "Y": 0 + }, + { + "X": 2.22, + "Y": 0.0005368051083327097 + }, + { + "X": 2.23, + "Y": 0 + }, + { + "X": 2.24, + "Y": 0.0005185936615330127 + }, + { + "X": 2.25, + "Y": 0.0005008583344969005 + }, + { + "X": 2.2600000000000002, + "Y": 0 + }, + { + "X": 2.27, + "Y": 0.00048359182397819656 + }, + { + "X": 2.2800000000000002, + "Y": 0.0004667867628464887 + }, + { + "X": 2.29, + "Y": 0 + }, + { + "X": 2.3000000000000003, + "Y": 0.000450435727659931 + }, + { + "X": 2.31, + "Y": 0 + }, + { + "X": 2.32, + "Y": 0.0004345312460498021 + }, + { + "X": 2.33, + "Y": 0.00041906580391625424 + }, + { + "X": 2.34, + "Y": 0 + }, + { + "X": 2.35, + "Y": 0.0004040318524349117 + }, + { + "X": 2.36, + "Y": 0 + }, + { + "X": 2.37, + "Y": 0.000389421814874191 + }, + { + "X": 2.38, + "Y": 0.0003752280932234126 + }, + { + "X": 2.39, + "Y": 0 + }, + { + "X": 2.4, + "Y": 0.0003614430746319628 + }, + { + "X": 2.41, + "Y": 0.00034805913765994265 + }, + { + "X": 2.42, + "Y": 0 + }, + { + "X": 2.43, + "Y": 0.0003350686583409059 + }, + { + "X": 2.44, + "Y": 0 + }, + { + "X": 2.45, + "Y": 0.00032246401605744266 + }, + { + "X": 2.46, + "Y": 0.00031023759923051405 + }, + { + "X": 2.47, + "Y": 0 + }, + { + "X": 2.48, + "Y": 0.0002983818108235766 + }, + { + "X": 2.49, + "Y": 0 + }, + { + "X": 2.5, + "Y": 0.0002868890736626639 + }, + { + "X": 2.5100000000000002, + "Y": 0.00027575183557371116 + }, + { + "X": 2.52, + "Y": 0 + }, + { + "X": 2.5300000000000002, + "Y": 0.00026496257433851917 + }, + { + "X": 2.54, + "Y": 0 + }, + { + "X": 2.5500000000000003, + "Y": 0.00025451380247085555 + }, + { + "X": 2.56, + "Y": 0.00024439807181428835 + }, + { + "X": 2.57, + "Y": 0 + }, + { + "X": 2.58, + "Y": 0.0002346079779634332 + }, + { + "X": 2.59, + "Y": 0 + }, + { + "X": 2.6, + "Y": 0.00022513616451037979 + }, + { + "X": 2.61, + "Y": 0.00021597532711813662 + }, + { + "X": 2.62, + "Y": 0 + }, + { + "X": 2.63, + "Y": 0.00020711821742300577 + }, + { + "X": 2.64, + "Y": 0 + }, + { + "X": 2.65, + "Y": 0.000198557646767862 + }, + { + "X": 2.66, + "Y": 0.0001902864897683732 + }, + { + "X": 2.67, + "Y": 0 + }, + { + "X": 2.68, + "Y": 0.00018229768771425248 + }, + { + "X": 2.69, + "Y": 0 + }, + { + "X": 2.7, + "Y": 0.00017458425180768541 + }, + { + "X": 2.71, + "Y": 0.00016713926624112316 + }, + { + "X": 2.72, + "Y": 0 + }, + { + "X": 2.73, + "Y": 0.0001599558911166761 + }, + { + "X": 2.74, + "Y": 0 + }, + { + "X": 2.75, + "Y": 0.00015302736520938465 + }, + { + "X": 2.7600000000000002, + "Y": 0.00014634700857668202 + }, + { + "X": 2.77, + "Y": 0 + }, + { + "X": 2.7800000000000002, + "Y": 0.00013990822501639837 + }, + { + "X": 2.79, + "Y": 0 + }, + { + "X": 2.8000000000000003, + "Y": 0.00013370450437569212 + }, + { + "X": 2.81, + "Y": 0.00012772942471332206 + }, + { + "X": 2.82, + "Y": 0 + }, + { + "X": 2.83, + "Y": 0.0001219766543177074 + }, + { + "X": 2.84, + "Y": 0 + }, + { + "X": 2.85, + "Y": 0.00011643995358324773 + }, + { + "X": 2.86, + "Y": 0.00011111317674740418 + }, + { + "X": 2.87, + "Y": 0 + }, + { + "X": 2.88, + "Y": 0.00010599027349106711 + }, + { + "X": 2.89, + "Y": 0 + }, + { + "X": 2.9, + "Y": 0.0001010652904047608 + }, + { + "X": 2.91, + "Y": 0 + }, + { + "X": 2.92, + "Y": 9.633237232325919e-05 + }, + { + "X": 2.93, + "Y": 9.178576353120915e-05 + }, + { + "X": 2.94, + "Y": 0 + }, + { + "X": 2.95, + "Y": 8.741980884238064e-05 + }, + { + "X": 2.96, + "Y": 0 + }, + { + "X": 2.97, + "Y": 8.322895455518356e-05 + }, + { + "X": 2.98, + "Y": 0 + }, + { + "X": 2.99, + "Y": 7.920774928711329e-05 + }, + { + "X": 3, + "Y": 7.53508446908064e-05 + }, + { + "X": 3.0100000000000002, + "Y": 0 + }, + { + "X": 3.02, + "Y": 7.165299605440874e-05 + }, + { + "X": 3.0300000000000002, + "Y": 0 + }, + { + "X": 3.04, + "Y": 6.810906278897741e-05 + }, + { + "X": 3.0500000000000003, + "Y": 0 + }, + { + "X": 3.06, + "Y": 6.471400880565739e-05 + }, + { + "X": 3.0700000000000003, + "Y": 6.146290278539249e-05 + }, + { + "X": 3.08, + "Y": 0 + }, + { + "X": 3.09, + "Y": 5.8350918343948347e-05 + }, + { + "X": 3.1, + "Y": 0 + }, + { + "X": 3.11, + "Y": 5.5373334095043257e-05 + }, + { + "X": 3.12, + "Y": 0 + }, + { + "X": 3.13, + "Y": 5.2525533614399666e-05 + }, + { + "X": 3.14, + "Y": 4.980300530754576e-05 + }, + { + "X": 3.15, + "Y": 0 + }, + { + "X": 3.16, + "Y": 4.72013421842128e-05 + }, + { + "X": 3.17, + "Y": 0 + }, + { + "X": 3.18, + "Y": 4.471624154218849e-05 + }, + { + "X": 3.19, + "Y": 0 + }, + { + "X": 3.2, + "Y": 4.234350456350147e-05 + }, + { + "X": 3.21, + "Y": 4.007903582582505e-05 + }, + { + "X": 3.22, + "Y": 0 + }, + { + "X": 3.23, + "Y": 3.791884273200043e-05 + }, + { + "X": 3.24, + "Y": 0 + }, + { + "X": 3.25, + "Y": 3.5859034860591014e-05 + }, + { + "X": 3.2600000000000002, + "Y": 0 + }, + { + "X": 3.27, + "Y": 3.38958232403889e-05 + }, + { + "X": 3.2800000000000002, + "Y": 0 + }, + { + "X": 3.29, + "Y": 3.202551955180295e-05 + }, + { + "X": 3.3000000000000003, + "Y": 3.0244535258064753e-05 + }, + { + "X": 3.31, + "Y": 0 + }, + { + "X": 3.3200000000000003, + "Y": 2.8549380669193613e-05 + }, + { + "X": 3.33, + "Y": 0 + }, + { + "X": 3.34, + "Y": 2.693666394166524e-05 + }, + { + "X": 3.35, + "Y": 0 + }, + { + "X": 3.36, + "Y": 2.5403090016729927e-05 + }, + { + "X": 3.37, + "Y": 0 + }, + { + "X": 3.38, + "Y": 2.3945459500325375e-05 + }, + { + "X": 3.39, + "Y": 0 + }, + { + "X": 3.4, + "Y": 2.256066748752656e-05 + }, + { + "X": 3.41, + "Y": 2.1245702334469666e-05 + }, + { + "X": 3.42, + "Y": 0 + }, + { + "X": 3.43, + "Y": 1.9997644380679704e-05 + }, + { + "X": 3.44, + "Y": 0 + }, + { + "X": 3.45, + "Y": 1.8813664624721372e-05 + }, + { + "X": 3.46, + "Y": 0 + }, + { + "X": 3.47, + "Y": 1.769102335608002e-05 + }, + { + "X": 3.48, + "Y": 0 + }, + { + "X": 3.49, + "Y": 1.6627068746164226e-05 + }, + { + "X": 3.5, + "Y": 0 + }, + { + "X": 3.5100000000000002, + "Y": 1.5619235401303533e-05 + }, + { + "X": 3.52, + "Y": 0 + }, + { + "X": 3.5300000000000002, + "Y": 1.4665042880593739e-05 + }, + { + "X": 3.54, + "Y": 1.3762094181418511e-05 + }, + { + "X": 3.5500000000000003, + "Y": 0 + }, + { + "X": 3.56, + "Y": 1.2908074195449115e-05 + }, + { + "X": 3.5700000000000003, + "Y": 0 + }, + { + "X": 3.58, + "Y": 1.2100748137894354e-05 + }, + { + "X": 3.59, + "Y": 0 + }, + { + "X": 3.6, + "Y": 1.1337959952739998e-05 + }, + { + "X": 3.61, + "Y": 0 + }, + { + "X": 3.62, + "Y": 1.0617630696681032e-05 + }, + { + "X": 3.63, + "Y": 0 + }, + { + "X": 3.64, + "Y": 9.937756904411262e-06 + }, + { + "X": 3.65, + "Y": 0 + }, + { + "X": 3.66, + "Y": 9.29640893789274e-06 + }, + { + "X": 3.67, + "Y": 0 + }, + { + "X": 3.68, + "Y": 8.691729322182574e-06 + }, + { + "X": 3.69, + "Y": 0 + }, + { + "X": 3.7, + "Y": 8.121931070346704e-06 + }, + { + "X": 3.71, + "Y": 7.585295999939264e-06 + }, + { + "X": 3.72, + "Y": 0 + }, + { + "X": 3.73, + "Y": 7.080173043472433e-06 + }, + { + "X": 3.74, + "Y": 0 + }, + { + "X": 3.75, + "Y": 6.604976555244972e-06 + }, + { + "X": 3.7600000000000002, + "Y": 0 + }, + { + "X": 3.77, + "Y": 6.158184616838376e-06 + }, + { + "X": 3.7800000000000002, + "Y": 0 + }, + { + "X": 3.79, + "Y": 5.73833734352751e-06 + }, + { + "X": 3.8000000000000003, + "Y": 0 + }, + { + "X": 3.81, + "Y": 5.344035193788137e-06 + }, + { + "X": 3.8200000000000003, + "Y": 0 + }, + { + "X": 3.83, + "Y": 4.9739372840167705e-06 + }, + { + "X": 3.84, + "Y": 0 + }, + { + "X": 3.85, + "Y": 4.6267597105090965e-06 + }, + { + "X": 3.86, + "Y": 0 + }, + { + "X": 3.87, + "Y": 4.301273880671821e-06 + }, + { + "X": 3.88, + "Y": 0 + }, + { + "X": 3.89, + "Y": 3.996304855369474e-06 + }, + { + "X": 3.9, + "Y": 0 + }, + { + "X": 3.91, + "Y": 3.7107297042324602e-06 + }, + { + "X": 3.92, + "Y": 0 + }, + { + "X": 3.93, + "Y": 3.4434758756758133e-06 + }, + { + "X": 3.94, + "Y": 0 + }, + { + "X": 3.95, + "Y": 3.1935195832997277e-06 + }, + { + "X": 3.96, + "Y": 0 + }, + { + "X": 3.97, + "Y": 2.95988421026325e-06 + }, + { + "X": 3.98, + "Y": 0 + }, + { + "X": 3.99, + "Y": 2.74163873314169e-06 + }, + { + "X": 4, + "Y": 0 + }, + { + "X": 4.01, + "Y": 2.5378961666965564e-06 + }, + { + "X": 4.0200000000000005, + "Y": 0 + }, + { + "X": 4.03, + "Y": 2.347812030904298e-06 + }, + { + "X": 4.04, + "Y": 0 + }, + { + "X": 4.05, + "Y": 2.170582841507069e-06 + }, + { + "X": 4.0600000000000005, + "Y": 0 + }, + { + "X": 4.07, + "Y": 2.0054446252653342e-06 + }, + { + "X": 4.08, + "Y": 0 + }, + { + "X": 4.09, + "Y": 1.8516714610085458e-06 + }, + { + "X": 4.1, + "Y": 0 + }, + { + "X": 4.11, + "Y": 1.7085740474966241e-06 + }, + { + "X": 4.12, + "Y": 0 + }, + { + "X": 4.13, + "Y": 1.5754982990217125e-06 + }, + { + "X": 4.14, + "Y": 0 + }, + { + "X": 4.15, + "Y": 1.4518239695968504e-06 + }, + { + "X": 4.16, + "Y": 0 + }, + { + "X": 4.17, + "Y": 1.3369633064960612e-06 + }, + { + "X": 4.18, + "Y": 0 + }, + { + "X": 4.19, + "Y": 1.2303597338290064e-06 + }, + { + "X": 4.2, + "Y": 0 + }, + { + "X": 4.21, + "Y": 1.1314865667530636e-06 + }, + { + "X": 4.22, + "Y": 0 + }, + { + "X": 4.23, + "Y": 1.0398457568465956e-06 + }, + { + "X": 4.24, + "Y": 0 + }, + { + "X": 4.25, + "Y": 9.549666690894618e-07 + }, + { + "X": 4.26, + "Y": 0 + }, + { + "X": 4.2700000000000005, + "Y": 8.764048908206843e-07 + }, + { + "X": 4.28, + "Y": 0 + }, + { + "X": 4.29, + "Y": 0 + }, + { + "X": 4.3, + "Y": 8.037410729687387e-07 + }, + { + "X": 4.3100000000000005, + "Y": 0 + }, + { + "X": 4.32, + "Y": 7.365798037773881e-07 + }, + { + "X": 4.33, + "Y": 0 + }, + { + "X": 4.34, + "Y": 6.745485151794403e-07 + }, + { + "X": 4.3500000000000005, + "Y": 0 + }, + { + "X": 4.36, + "Y": 6.17296421902417e-07 + }, + { + "X": 4.37, + "Y": 0 + }, + { + "X": 4.38, + "Y": 5.644934933240318e-07 + }, + { + "X": 4.39, + "Y": 0 + }, + { + "X": 4.4, + "Y": 5.15829458031662e-07 + }, + { + "X": 4.41, + "Y": 0 + }, + { + "X": 4.42, + "Y": 4.710128409788093e-07 + }, + { + "X": 4.43, + "Y": 0 + }, + { + "X": 4.44, + "Y": 4.297700330729365e-07 + }, + { + "X": 4.45, + "Y": 0 + }, + { + "X": 4.46, + "Y": 0 + }, + { + "X": 4.47, + "Y": 3.9184439297315837e-07 + }, + { + "X": 4.48, + "Y": 0 + }, + { + "X": 4.49, + "Y": 3.569953808231019e-07 + }, + { + "X": 4.5, + "Y": 0 + }, + { + "X": 4.51, + "Y": 3.249977235939066e-07 + }, + { + "X": 4.5200000000000005, + "Y": 0 + }, + { + "X": 4.53, + "Y": 2.956406116648623e-07 + }, + { + "X": 4.54, + "Y": 0 + }, + { + "X": 4.55, + "Y": 2.6872692622460684e-07 + }, + { + "X": 4.5600000000000005, + "Y": 0 + }, + { + "X": 4.57, + "Y": 2.440724970341672e-07 + }, + { + "X": 4.58, + "Y": 0 + }, + { + "X": 4.59, + "Y": 0 + }, + { + "X": 4.6000000000000005, + "Y": 2.2150539005443487e-07 + }, + { + "X": 4.61, + "Y": 0 + }, + { + "X": 4.62, + "Y": 2.008652244049259e-07 + }, + { + "X": 4.63, + "Y": 0 + }, + { + "X": 4.64, + "Y": 1.820025180878775e-07 + }, + { + "X": 4.65, + "Y": 0 + }, + { + "X": 4.66, + "Y": 1.6477806188187277e-07 + }, + { + "X": 4.67, + "Y": 0 + }, + { + "X": 4.68, + "Y": 1.4906232078221646e-07 + }, + { + "X": 4.69, + "Y": 0 + }, + { + "X": 4.7, + "Y": 0 + }, + { + "X": 4.71, + "Y": 1.347348623411902e-07 + }, + { + "X": 4.72, + "Y": 0 + }, + { + "X": 4.73, + "Y": 1.2168381124003788e-07 + }, + { + "X": 4.74, + "Y": 0 + }, + { + "X": 4.75, + "Y": 1.098053294060209e-07 + }, + { + "X": 4.76, + "Y": 0 + }, + { + "X": 4.7700000000000005, + "Y": 9.900312097207504e-08 + }, + { + "X": 4.78, + "Y": 0 + }, + { + "X": 4.79, + "Y": 0 + }, + { + "X": 4.8, + "Y": 8.918796136342631e-08 + }, + { + "X": 4.8100000000000005, + "Y": 0 + }, + { + "X": 4.82, + "Y": 8.027724978490287e-08 + }, + { + "X": 4.83, + "Y": 0 + }, + { + "X": 4.84, + "Y": 7.219458437453132e-08 + }, + { + "X": 4.8500000000000005, + "Y": 0 + }, + { + "X": 4.86, + "Y": 6.486935928323849e-08 + }, + { + "X": 4.87, + "Y": 0 + }, + { + "X": 4.88, + "Y": 0 + }, + { + "X": 4.89, + "Y": 5.8236382936997086e-08 + }, + { + "X": 4.9, + "Y": 0 + }, + { + "X": 4.91, + "Y": 5.223551673645684e-08 + }, + { + "X": 4.92, + "Y": 0 + }, + { + "X": 4.93, + "Y": 4.681133344988765e-08 + }, + { + "X": 4.94, + "Y": 0 + }, + { + "X": 4.95, + "Y": 4.191279455801877e-08 + }, + { + "X": 4.96, + "Y": 0 + }, + { + "X": 4.97, + "Y": 0 + }, + { + "X": 4.98, + "Y": 3.7492945813980024e-08 + }, + { + "X": 4.99, + "Y": 0 + }, + { + "X": 5, + "Y": 3.350863028792296e-08 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ histogram 1000 0.01 model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4721d92c-bccc-4222-a49b-bac7260f8d72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.8416212335729143,[0.2])" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ runWith [0.2] model" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3d48f5fc-47e2-457e-9907-c6bb7e6111ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[8.761213301165592e-2,-0.5358674009545494,-1.016534293454599,1.2096956346375245,-1.8239953572749856,-0.6309238899747698,-6.246458172643844e-3,0.7827771921125714,-0.7670781016187258,0.3594039678041086,-0.4730996425625426]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ prior $ mh 10 $ model" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", + "metadata": {}, + "outputs": [], + "source": [ + "-- we can hand the result of one distribution to a Markov kernel, and thus construct more complex distributions\n", + "-- distributions as programs, hence: probabilistic programming\n", + "model :: Distribution Real\n", + "model = do\n", + " c <- bernoulli 0.2\n", + " if c then normal 10 1 else normal (-5) 5" + ] + }, + { + "cell_type": "markdown", + "id": "2dc02aea-beed-4430-acf5-55891f03e270", + "metadata": {}, + "source": [ + "View this as an abstract description of a distribution. It is composed from simpler distributions, and can itself be a piece in larger distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10.936448959211399" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "5a317c45-3f98-4022-a267-2b2d7bff53ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1.999999999999914" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "expectation model" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0e9b8be9-4f2f-4f3a-92c3-0fe725f9283f", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -24.8, + "Y": 5.3095963671804324e-06 + }, + { + "X": -24.6, + "Y": 6.165627647681546e-06 + }, + { + "X": -24.400000000000002, + "Y": 7.142426872944732e-06 + }, + { + "X": -24.200000000000003, + "Y": 8.254377982243924e-06 + }, + { + "X": -24, + "Y": 9.517217568292708e-06 + }, + { + "X": -23.8, + "Y": 1.0948119678973923e-05 + }, + { + "X": -23.6, + "Y": 1.951916511397483e-05 + }, + { + "X": -23.400000000000002, + "Y": 1.53873326738432e-05 + }, + { + "X": -23.200000000000003, + "Y": 1.756447251953682e-05 + }, + { + "X": -23, + "Y": 2.0007057866674773e-05 + }, + { + "X": -22.8, + "Y": 2.2741709649609795e-05 + }, + { + "X": -22.6, + "Y": 2.5797043317974205e-05 + }, + { + "X": -22.400000000000002, + "Y": 2.920375038464111e-05 + }, + { + "X": -22.200000000000003, + "Y": 5.1043211362140733e-05 + }, + { + "X": -22, + "Y": 3.947883961364423e-05 + }, + { + "X": -21.8, + "Y": 4.438883568868708e-05 + }, + { + "X": -21.6, + "Y": 4.981604384789415e-05 + }, + { + "X": -21.400000000000002, + "Y": 5.5803886480783915e-05 + }, + { + "X": -21.200000000000003, + "Y": 9.627310649706154e-05 + }, + { + "X": -21, + "Y": 7.353406698112101e-05 + }, + { + "X": -20.8, + "Y": 8.186283113755633e-05 + }, + { + "X": -20.6, + "Y": 9.097940195119327e-05 + }, + { + "X": -20.400000000000002, + "Y": 0.00015542877950402179 + }, + { + "X": -20.200000000000003, + "Y": 0.0001176030725961721 + }, + { + "X": -20, + "Y": 0.00012994936307383746 + }, + { + "X": -19.8, + "Y": 0.00022043035575747914 + }, + { + "X": -19.6, + "Y": 0.0001656444511166623 + }, + { + "X": -19.400000000000002, + "Y": 0.00018204250426452149 + }, + { + "X": -19.200000000000003, + "Y": 0.00030672846672537724 + }, + { + "X": -19, + "Y": 0.00022900418687446427 + }, + { + "X": -18.8, + "Y": 0.00025038660506084855 + }, + { + "X": -18.6, + "Y": 0.0004192169646104488 + }, + { + "X": -18.400000000000002, + "Y": 0.00031107530922898813 + }, + { + "X": -18.2, + "Y": 0.0005185837672412176 + }, + { + "X": -18, + "Y": 0.0003832048398221772 + }, + { + "X": -17.8, + "Y": 0.00041558110144749964 + }, + { + "X": -17.6, + "Y": 0.0006888181760479613 + }, + { + "X": -17.400000000000002, + "Y": 0.0005061612922303652 + }, + { + "X": -17.2, + "Y": 0.000835656696506249 + }, + { + "X": -17, + "Y": 0.0006117199264780828 + }, + { + "X": -16.8, + "Y": 0.001006103121920774 + }, + { + "X": -16.6, + "Y": 0.0007337779924051356 + }, + { + "X": -16.400000000000002, + "Y": 0.0012024350560064876 + }, + { + "X": -16.2, + "Y": 0.0008738440118643176 + }, + { + "X": -16, + "Y": 0.0014268870141138828 + }, + { + "X": -15.8, + "Y": 0.0010333804232739619 + }, + { + "X": -15.600000000000001, + "Y": 0.0016815964699223697 + }, + { + "X": -15.4, + "Y": 0.0012137652729090045 + }, + { + "X": -15.200000000000001, + "Y": 0.0019685429326754145 + }, + { + "X": -15, + "Y": 0.0014162493419906026 + }, + { + "X": -14.8, + "Y": 0.0022894803727306276 + }, + { + "X": -14.600000000000001, + "Y": 0.0016419090158662855 + }, + { + "X": -14.4, + "Y": 0.002645863614316109 + }, + { + "X": -14.200000000000001, + "Y": 0.0018915954247418377 + }, + { + "X": -14, + "Y": 0.0030387696830687394 + }, + { + "X": -13.8, + "Y": 0.003292322586302597 + }, + { + "X": -13.600000000000001, + "Y": 0.002342373597746243 + }, + { + "X": -13.4, + "Y": 0.00374472560044742 + }, + { + "X": -13.200000000000001, + "Y": 0.0026563505776088787 + }, + { + "X": -13, + "Y": 0.004234089126490092 + }, + { + "X": -12.8, + "Y": 0.004545075472352339 + }, + { + "X": -12.600000000000001, + "Y": 0.003209076685363121 + }, + { + "X": -12.4, + "Y": 0.0050912499414268765 + }, + { + "X": -12.200000000000001, + "Y": 0.0035843756991705495 + }, + { + "X": -12, + "Y": 0.005670273981989368 + }, + { + "X": -11.8, + "Y": 0.006032222334389711 + }, + { + "X": -11.600000000000001, + "Y": 0.004227504911733166 + }, + { + "X": -11.4, + "Y": 0.006657082448059182 + }, + { + "X": -11.200000000000001, + "Y": 0.004652199290268652 + }, + { + "X": -11, + "Y": 0.007304984998232411 + }, + { + "X": -10.8, + "Y": 0.007702575045606567 + }, + { + "X": -10.600000000000001, + "Y": 0.005358481300238634 + }, + { + "X": -10.4, + "Y": 0.008375725553296841 + }, + { + "X": -10.200000000000001, + "Y": 0.005810273443431885 + }, + { + "X": -10, + "Y": 0.009056025256592605 + }, + { + "X": -9.8, + "Y": 0.009464504364960952 + }, + { + "X": -9.600000000000001, + "Y": 0.0065357322362273405 + }, + { + "X": -9.4, + "Y": 0.010140142190877145 + }, + { + "X": -9.200000000000001, + "Y": 0.006982288056300124 + }, + { + "X": -9, + "Y": 0.010801803976785741 + }, + { + "X": -8.8, + "Y": 0.011188334576243604 + }, + { + "X": -8.6, + "Y": 0.007668627394691908 + }, + { + "X": -8.4, + "Y": 0.011808672869082982 + }, + { + "X": -8.200000000000001, + "Y": 0.008070364799286928 + }, + { + "X": -8, + "Y": 0.012391059176428562 + }, + { + "X": -7.800000000000001, + "Y": 0.012718425893634153 + }, + { + "X": -7.6000000000000005, + "Y": 0.008651553198501605 + }, + { + "X": -7.4, + "Y": 0.013221056792861181 + }, + { + "X": -7.2, + "Y": 0.008967019281621344 + }, + { + "X": -7, + "Y": 0.013662649695284454 + }, + { + "X": -6.800000000000001, + "Y": 0.013895057367178457 + }, + { + "X": -6.6000000000000005, + "Y": 0.009379571751890135 + }, + { + "X": -6.4, + "Y": 0.014223355365981644 + }, + { + "X": -6.2, + "Y": 0.009572616707840676 + }, + { + "X": -6, + "Y": 0.014472770164764372 + }, + { + "X": -5.800000000000001, + "Y": 0.014582570750033136 + }, + { + "X": -5.6000000000000005, + "Y": 0.009767512178953679 + }, + { + "X": -5.4, + "Y": 0.014696779267426735 + }, + { + "X": -5.2, + "Y": 0.009814530455681262 + }, + { + "X": -5, + "Y": 0.014723268976915527 + }, + { + "X": -4.800000000000001, + "Y": 0.014696779267426735 + }, + { + "X": -4.6000000000000005, + "Y": 0.009767512178953679 + }, + { + "X": -4.4, + "Y": 0.014582570750033136 + }, + { + "X": -4.2, + "Y": 0.014472770164764372 + }, + { + "X": -4, + "Y": 0.009572616707840676 + }, + { + "X": -3.8000000000000003, + "Y": 0.014223355365981644 + }, + { + "X": -3.6, + "Y": 0.009379571751890135 + }, + { + "X": -3.4000000000000004, + "Y": 0.013895057367178457 + }, + { + "X": -3.2, + "Y": 0.013662649695284454 + }, + { + "X": -3, + "Y": 0.008967019281621344 + }, + { + "X": -2.8000000000000003, + "Y": 0.013221056792861181 + }, + { + "X": -2.6, + "Y": 0.008651553198501605 + }, + { + "X": -2.4000000000000004, + "Y": 0.012718425893634153 + }, + { + "X": -2.2, + "Y": 0.012391059176428562 + }, + { + "X": -2, + "Y": 0.008070364799286928 + }, + { + "X": -1.8, + "Y": 0.011808672869082982 + }, + { + "X": -1.6, + "Y": 0.007668627394691908 + }, + { + "X": -1.4000000000000001, + "Y": 0.011188334576243604 + }, + { + "X": -1.2000000000000002, + "Y": 0.010801803976785741 + }, + { + "X": -1, + "Y": 0.006982288056300124 + }, + { + "X": -0.8, + "Y": 0.010140142190877145 + }, + { + "X": -0.6000000000000001, + "Y": 0.0065357322362273405 + }, + { + "X": -0.4, + "Y": 0.009464504364960952 + }, + { + "X": -0.2, + "Y": 0.009056025256592605 + }, + { + "X": 0, + "Y": 0.005810273443431885 + }, + { + "X": 0.2, + "Y": 0.008375725553296841 + }, + { + "X": 0.4, + "Y": 0.005358481300238634 + }, + { + "X": 0.6000000000000001, + "Y": 0.007702575045606567 + }, + { + "X": 0.8, + "Y": 0.007304984998232411 + }, + { + "X": 1, + "Y": 0.004652199290268652 + }, + { + "X": 1.2000000000000002, + "Y": 0.006657082448059182 + }, + { + "X": 1.4000000000000001, + "Y": 0.004227504911733166 + }, + { + "X": 1.6, + "Y": 0.006032222334389711 + }, + { + "X": 1.8, + "Y": 0.005670273981989368 + }, + { + "X": 2, + "Y": 0.0035843756991705495 + }, + { + "X": 2.2, + "Y": 0.0050912499414268765 + }, + { + "X": 2.4000000000000004, + "Y": 0.0032090766853715828 + }, + { + "X": 2.6, + "Y": 0.004545075472404506 + }, + { + "X": 2.8000000000000003, + "Y": 0.004234089126669467 + }, + { + "X": 3, + "Y": 0.002656350578426903 + }, + { + "X": 3.2, + "Y": 0.0037447256036590893 + }, + { + "X": 3.4000000000000004, + "Y": 0.0023423736094486908 + }, + { + "X": 3.6, + "Y": 0.0032923226260335938 + }, + { + "X": 3.8000000000000003, + "Y": 0.0030387698092297524 + }, + { + "X": 4, + "Y": 0.0018915958944567674 + }, + { + "X": 4.2, + "Y": 0.0026458651255221624 + }, + { + "X": 4.4, + "Y": 0.0016419135353878634 + }, + { + "X": 4.6000000000000005, + "Y": 0.0022894929933032497 + }, + { + "X": 4.800000000000001, + "Y": 0.0014162890889872167 + }, + { + "X": 5, + "Y": 0.0019686515763010747 + }, + { + "X": 5.2, + "Y": 0.0012140419610368388 + }, + { + "X": 5.4, + "Y": 0.001682256247895249 + }, + { + "X": 5.6000000000000005, + "Y": 0.0010348602959120942 + }, + { + "X": 5.800000000000001, + "Y": 0.0014305303394102473 + }, + { + "X": 6, + "Y": 0.0008817023236705112 + }, + { + "X": 6.2, + "Y": 0.001220669132895143 + }, + { + "X": 6.4, + "Y": 0.0007709761855503958 + }, + { + "X": 6.6000000000000005, + "Y": 0.0010775432999527918 + }, + { + "X": 6.800000000000001, + "Y": 0.0007415719645205989 + }, + { + "X": 7, + "Y": 0.0010868554817407183 + }, + { + "X": 7.2, + "Y": 0.0009382280004843571 + }, + { + "X": 7.4, + "Y": 0.0013961737025615243 + }, + { + "X": 7.6000000000000005, + "Y": 0.001522551128616199 + }, + { + "X": 7.800000000000001, + "Y": 0.0022142478680458356 + }, + { + "X": 8, + "Y": 0.0029898582096525832 + }, + { + "X": 8.200000000000001, + "Y": 0.0040797108205224576 + }, + { + "X": 8.4, + "Y": 0.005585183695811193 + }, + { + "X": 8.6, + "Y": 0.007060207346670868 + }, + { + "X": 8.8, + "Y": 0.008867014272076047 + }, + { + "X": 9, + "Y": 0.01085140149296492 + }, + { + "X": 9.200000000000001, + "Y": 0.012566493408287312 + }, + { + "X": 9.4, + "Y": 0.014152923036878371 + }, + { + "X": 9.600000000000001, + "Y": 0.01540374307780132 + }, + { + "X": 9.8, + "Y": 0.015963490067288637 + }, + { + "X": 10, + "Y": 0.017178328407119536 + }, + { + "X": 10.200000000000001, + "Y": 0.015338741501547862 + }, + { + "X": 10.4, + "Y": 0.014078257987712901 + }, + { + "X": 10.600000000000001, + "Y": 0.012466313735160347 + }, + { + "X": 10.8, + "Y": 0.010618207093220663 + }, + { + "X": 11, + "Y": 0.008734283191698645 + }, + { + "X": 11.200000000000001, + "Y": 0.006865624628090803 + }, + { + "X": 11.4, + "Y": 0.0052157827750486385 + }, + { + "X": 11.600000000000001, + "Y": 0.0038130243469821565 + }, + { + "X": 11.8, + "Y": 0.00251075328202501 + }, + { + "X": 12, + "Y": 0.0018820862395857992 + }, + { + "X": 12.200000000000001, + "Y": 0.0011361737775533406 + }, + { + "X": 12.4, + "Y": 0.0007331525698315374 + }, + { + "X": 12.600000000000001, + "Y": 0.0004548084179036016 + }, + { + "X": 12.8, + "Y": 0.0002712058431011442 + }, + { + "X": 13, + "Y": 0.00014741651056205293 + }, + { + "X": 13.200000000000001, + "Y": 8.682751070586094e-05 + }, + { + "X": 13.4, + "Y": 5.671735825923499e-05 + }, + { + "X": 13.600000000000001, + "Y": 2.918219656762929e-05 + }, + { + "X": 13.8, + "Y": 1.7375529374486354e-05 + }, + { + "X": 14, + "Y": 1.1897703278608336e-05 + }, + { + "X": 14.200000000000001, + "Y": 8.622299511077096e-06 + }, + { + "X": 14.4, + "Y": 6.825405620560989e-06 + }, + { + "X": 14.600000000000001, + "Y": 5.586284495014563e-06 + }, + { + "X": 14.8, + "Y": 4.669861980384239e-06 + }, + { + "X": 15, + "Y": 3.948313554694825e-06 + }, + { + "X": 15.200000000000001, + "Y": 3.3534425460400294e-06 + }, + { + "X": 15.4, + "Y": 2.8527159283821076e-06 + }, + { + "X": 15.600000000000001, + "Y": 2.4233690209484857e-06 + }, + { + "X": 15.8, + "Y": 2.054328147189825e-06 + }, + { + "X": 16, + "Y": 1.7371920198927467e-06 + }, + { + "X": 16.2, + "Y": 1.46513697892469e-06 + }, + { + "X": 16.400000000000002, + "Y": 6.430045608227638e-07 + }, + { + "X": 16.6, + "Y": 1.1289058668345064e-06 + }, + { + "X": 16.8, + "Y": 9.45432750205755e-07 + }, + { + "X": 17, + "Y": 7.894740185842172e-07 + }, + { + "X": 17.2, + "Y": 6.572915930046536e-07 + }, + { + "X": 17.400000000000002, + "Y": 5.455944919957147e-07 + }, + { + "X": 17.6, + "Y": 4.5149403031157523e-07 + }, + { + "X": 17.8, + "Y": 1.9525799762733373e-07 + }, + { + "X": 18, + "Y": 3.378964915674886e-07 + }, + { + "X": 18.2, + "Y": 2.774244639758001e-07 + }, + { + "X": 18.400000000000002, + "Y": 2.270377464987253e-07 + }, + { + "X": 18.6, + "Y": 1.8519131251684698e-07 + }, + { + "X": 18.8, + "Y": 7.920249677766002e-08 + }, + { + "X": 19, + "Y": 1.3557216891866329e-07 + }, + { + "X": 19.200000000000003, + "Y": 1.0965115492621583e-07 + }, + { + "X": 19.400000000000002, + "Y": 8.837751973876313e-08 + }, + { + "X": 19.6, + "Y": 7.097930240632512e-08 + }, + { + "X": 19.8, + "Y": 2.999435665118401e-08 + }, + { + "X": 20, + "Y": 5.074307876946539e-08 + }, + { + "X": 20.200000000000003, + "Y": 4.03840509672416e-08 + }, + { + "X": 20.400000000000002, + "Y": 1.6945424661950835e-08 + }, + { + "X": 20.6, + "Y": 2.8470764678943016e-08 + }, + { + "X": 20.8, + "Y": 2.244466737896972e-08 + }, + { + "X": 21, + "Y": 9.348942461918773e-09 + }, + { + "X": 21.200000000000003, + "Y": 1.5595477957054267e-08 + }, + { + "X": 21.400000000000002, + "Y": 1.2173775578461567e-08 + }, + { + "X": 21.6, + "Y": 5.032087529533858e-09 + }, + { + "X": 21.8, + "Y": 8.332006961460162e-09 + }, + { + "X": 22, + "Y": 6.437450105521275e-09 + }, + { + "X": 22.200000000000003, + "Y": 2.6398048870269847e-09 + }, + { + "X": 22.400000000000002, + "Y": 4.337201860213885e-09 + }, + { + "X": 22.6, + "Y": 1.7697821375641629e-09 + }, + { + "X": 22.8, + "Y": 2.8938473215601114e-09 + }, + { + "X": 23, + "Y": 2.197451537277538e-09 + }, + { + "X": 23.200000000000003, + "Y": 8.890601143487822e-10 + }, + { + "X": 23.400000000000002, + "Y": 1.4418071583810853e-09 + }, + { + "X": 23.6, + "Y": 5.802653553133105e-10 + }, + { + "X": 23.8, + "Y": 9.362400492222958e-10 + }, + { + "X": 24, + "Y": 3.747638369657277e-10 + }, + { + "X": 24.200000000000003, + "Y": 6.015208610865836e-10 + }, + { + "X": 24.400000000000002, + "Y": 2.3944960617131523e-10 + }, + { + "X": 24.6, + "Y": 3.822842156214353e-10 + }, + { + "X": 24.8, + "Y": 2.8084119923931763e-10 + }, + { + "X": 25, + "Y": 1.1073367866069837e-10 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ histogram 250 0.2 model" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "e88d5c67-938f-4708-9487-75b63cd397b1", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -24.8, + "Y": 0 + }, + { + "X": -24.6, + "Y": 0 + }, + { + "X": -24.400000000000002, + "Y": 0 + }, + { + "X": -24.200000000000003, + "Y": 0 + }, + { + "X": -24, + "Y": 0 + }, + { + "X": -23.8, + "Y": 0 + }, + { + "X": -23.6, + "Y": 0 + }, + { + "X": -23.400000000000002, + "Y": 0 + }, + { + "X": -23.200000000000003, + "Y": 0 + }, + { + "X": -23, + "Y": 0 + }, + { + "X": -22.8, + "Y": 0 + }, + { + "X": -22.6, + "Y": 0 + }, + { + "X": -22.400000000000002, + "Y": 0 + }, + { + "X": -22.200000000000003, + "Y": 0 + }, + { + "X": -22, + "Y": 0 + }, + { + "X": -21.8, + "Y": 0 + }, + { + "X": -21.6, + "Y": 0 + }, + { + "X": -21.400000000000002, + "Y": 0 + }, + { + "X": -21.200000000000003, + "Y": 0 + }, + { + "X": -21, + "Y": 0 + }, + { + "X": -20.8, + "Y": 0 + }, + { + "X": -20.6, + "Y": 0 + }, + { + "X": -20.400000000000002, + "Y": 0 + }, + { + "X": -20.200000000000003, + "Y": 0 + }, + { + "X": -20, + "Y": 0 + }, + { + "X": -19.8, + "Y": 0 + }, + { + "X": -19.6, + "Y": 0 + }, + { + "X": -19.400000000000002, + "Y": 0 + }, + { + "X": -19.200000000000003, + "Y": 0 + }, + { + "X": -19, + "Y": 0 + }, + { + "X": -18.8, + "Y": 0 + }, + { + "X": -18.6, + "Y": 0 + }, + { + "X": -18.400000000000002, + "Y": 0 + }, + { + "X": -18.2, + "Y": 0 + }, + { + "X": -18, + "Y": 0 + }, + { + "X": -17.8, + "Y": 0 + }, + { + "X": -17.6, + "Y": 0 + }, + { + "X": -17.400000000000002, + "Y": 0 + }, + { + "X": -17.2, + "Y": 0 + }, + { + "X": -17, + "Y": 0 + }, + { + "X": -16.8, + "Y": 0 + }, + { + "X": -16.6, + "Y": 0 + }, + { + "X": -16.400000000000002, + "Y": 0 + }, + { + "X": -16.2, + "Y": 0 + }, + { + "X": -16, + "Y": 0 + }, + { + "X": -15.8, + "Y": 0 + }, + { + "X": -15.600000000000001, + "Y": 0 + }, + { + "X": -15.4, + "Y": 0 + }, + { + "X": -15.200000000000001, + "Y": 0 + }, + { + "X": -15, + "Y": 0 + }, + { + "X": -14.8, + "Y": 0 + }, + { + "X": -14.600000000000001, + "Y": 0 + }, + { + "X": -14.4, + "Y": 0 + }, + { + "X": -14.200000000000001, + "Y": 0 + }, + { + "X": -14, + "Y": 0 + }, + { + "X": -13.8, + "Y": 0 + }, + { + "X": -13.600000000000001, + "Y": 0 + }, + { + "X": -13.4, + "Y": 0 + }, + { + "X": -13.200000000000001, + "Y": 0 + }, + { + "X": -13, + "Y": 0 + }, + { + "X": -12.8, + "Y": 0 + }, + { + "X": -12.600000000000001, + "Y": 0 + }, + { + "X": -12.4, + "Y": 0 + }, + { + "X": -12.200000000000001, + "Y": 0 + }, + { + "X": -12, + "Y": 0 + }, + { + "X": -11.8, + "Y": 0 + }, + { + "X": -11.600000000000001, + "Y": 0 + }, + { + "X": -11.4, + "Y": 0 + }, + { + "X": -11.200000000000001, + "Y": 0 + }, + { + "X": -11, + "Y": 0 + }, + { + "X": -10.8, + "Y": 0 + }, + { + "X": -10.600000000000001, + "Y": 0 + }, + { + "X": -10.4, + "Y": 0 + }, + { + "X": -10.200000000000001, + "Y": 0 + }, + { + "X": -10, + "Y": 0 + }, + { + "X": -9.8, + "Y": 0 + }, + { + "X": -9.600000000000001, + "Y": 0 + }, + { + "X": -9.4, + "Y": 0 + }, + { + "X": -9.200000000000001, + "Y": 0 + }, + { + "X": -9, + "Y": 0 + }, + { + "X": -8.8, + "Y": 0 + }, + { + "X": -8.6, + "Y": 0 + }, + { + "X": -8.4, + "Y": 0 + }, + { + "X": -8.200000000000001, + "Y": 0 + }, + { + "X": -8, + "Y": 0 + }, + { + "X": -7.800000000000001, + "Y": 0 + }, + { + "X": -7.6000000000000005, + "Y": 0 + }, + { + "X": -7.4, + "Y": 0 + }, + { + "X": -7.2, + "Y": 0 + }, + { + "X": -7, + "Y": 0 + }, + { + "X": -6.800000000000001, + "Y": 0 + }, + { + "X": -6.6000000000000005, + "Y": 0 + }, + { + "X": -6.4, + "Y": 0 + }, + { + "X": -6.2, + "Y": 0 + }, + { + "X": -6, + "Y": 0 + }, + { + "X": -5.800000000000001, + "Y": 0 + }, + { + "X": -5.6000000000000005, + "Y": 0 + }, + { + "X": -5.4, + "Y": 0 + }, + { + "X": -5.2, + "Y": 0 + }, + { + "X": -5, + "Y": 0 + }, + { + "X": -4.800000000000001, + "Y": 0 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.4, + "Y": 0 + }, + { + "X": -4.2, + "Y": 0 + }, + { + "X": -4, + "Y": 0 + }, + { + "X": -3.8000000000000003, + "Y": 0 + }, + { + "X": -3.6, + "Y": 0 + }, + { + "X": -3.4000000000000004, + "Y": 0 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3, + "Y": 0 + }, + { + "X": -2.8000000000000003, + "Y": 0 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.4000000000000004, + "Y": 0 + }, + { + "X": -2.2, + "Y": 0 + }, + { + "X": -2, + "Y": 0 + }, + { + "X": -1.8, + "Y": 0 + }, + { + "X": -1.6, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0 + }, + { + "X": -1.2000000000000002, + "Y": 0 + }, + { + "X": -1, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0 + }, + { + "X": -0.6000000000000001, + "Y": 0 + }, + { + "X": -0.4, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0 + }, + { + "X": 0, + "Y": 0.01783317563264943 + }, + { + "X": 0.2, + "Y": 0.025707186812637894 + }, + { + "X": 0.4, + "Y": 0.01644651307408704 + }, + { + "X": 0.6000000000000001, + "Y": 0.02364112032751955 + }, + { + "X": 0.8, + "Y": 0.02242081749433159 + }, + { + "X": 1, + "Y": 0.014278757760571909 + }, + { + "X": 1.2000000000000002, + "Y": 0.02043224327616948 + }, + { + "X": 1.4000000000000001, + "Y": 0.012975264987579664 + }, + { + "X": 1.6, + "Y": 0.018514392031921813 + }, + { + "X": 1.8, + "Y": 0.017403482433407138 + }, + { + "X": 2, + "Y": 0.011001341330839957 + }, + { + "X": 2.2, + "Y": 0.015626313508156322 + }, + { + "X": 2.4000000000000004, + "Y": 0.009849455228921155 + }, + { + "X": 2.6, + "Y": 0.01394996809567743 + }, + { + "X": 2.8000000000000003, + "Y": 0.012995473582322293 + }, + { + "X": 3, + "Y": 0.008153001208665437 + }, + { + "X": 3.2, + "Y": 0.011493495105918341 + }, + { + "X": 3.4000000000000004, + "Y": 0.007189327728078239 + }, + { + "X": 3.6, + "Y": 0.010104957744419617 + }, + { + "X": 3.8000000000000003, + "Y": 0.009326741029106966 + }, + { + "X": 4, + "Y": 0.005805778702201898 + }, + { + "X": 4.2, + "Y": 0.008120818743406512 + }, + { + "X": 4.4, + "Y": 0.005039441385206362 + }, + { + "X": 4.6000000000000005, + "Y": 0.0070270239527971635 + }, + { + "X": 4.800000000000001, + "Y": 0.0043469437912711855 + }, + { + "X": 5, + "Y": 0.006042281772358858 + }, + { + "X": 5.2, + "Y": 0.0037261970073112763 + }, + { + "X": 5.4, + "Y": 0.00516326321298195 + }, + { + "X": 5.6000000000000005, + "Y": 0.0031762438707799317 + }, + { + "X": 5.800000000000001, + "Y": 0.004390653734098324 + }, + { + "X": 6, + "Y": 0.0027061639261583698 + }, + { + "X": 6.2, + "Y": 0.0037465374475414166 + }, + { + "X": 6.4, + "Y": 0.0023663178436210373 + }, + { + "X": 6.6000000000000005, + "Y": 0.0033072486358736125 + }, + { + "X": 6.800000000000001, + "Y": 0.002276068969265843 + }, + { + "X": 7, + "Y": 0.0033358300399958193 + }, + { + "X": 7.2, + "Y": 0.0028796553000480446 + }, + { + "X": 7.4, + "Y": 0.004285204662718899 + }, + { + "X": 7.6000000000000005, + "Y": 0.004673088444227124 + }, + { + "X": 7.800000000000001, + "Y": 0.006796077931533215 + }, + { + "X": 8, + "Y": 0.009176619153738174 + }, + { + "X": 8.200000000000001, + "Y": 0.012521648129149743 + }, + { + "X": 8.4, + "Y": 0.01714231916238017 + }, + { + "X": 8.6, + "Y": 0.021669533945675376 + }, + { + "X": 8.8, + "Y": 0.027215074194122998 + }, + { + "X": 9, + "Y": 0.03330565257702165 + }, + { + "X": 9.200000000000001, + "Y": 0.038569696627591445 + }, + { + "X": 9.4, + "Y": 0.04343884409043321 + }, + { + "X": 9.600000000000001, + "Y": 0.047277922180610214 + }, + { + "X": 9.8, + "Y": 0.04899592503719832 + }, + { + "X": 10, + "Y": 0.052724566329282574 + }, + { + "X": 10.200000000000001, + "Y": 0.04707841616131307 + }, + { + "X": 10.4, + "Y": 0.04320967846710211 + }, + { + "X": 10.600000000000001, + "Y": 0.038262220271600984 + }, + { + "X": 10.8, + "Y": 0.03258992091177781 + }, + { + "X": 11, + "Y": 0.026807689465791963 + }, + { + "X": 11.200000000000001, + "Y": 0.021072311142084382 + }, + { + "X": 11.4, + "Y": 0.016008535776287067 + }, + { + "X": 11.600000000000001, + "Y": 0.011703120951763232 + }, + { + "X": 11.8, + "Y": 0.007706126860383431 + }, + { + "X": 12, + "Y": 0.005776591204028027 + }, + { + "X": 12.200000000000001, + "Y": 0.0034872001673559466 + }, + { + "X": 12.4, + "Y": 0.002250227751004358 + }, + { + "X": 12.600000000000001, + "Y": 0.0013959202565330055 + }, + { + "X": 12.8, + "Y": 0.0008323982476402647 + }, + { + "X": 13, + "Y": 0.00045245796942262775 + }, + { + "X": 13.200000000000001, + "Y": 0.00026649524557467046 + }, + { + "X": 13.4, + "Y": 0.00017407969196358777 + }, + { + "X": 13.600000000000001, + "Y": 8.956742600906703e-05 + }, + { + "X": 13.8, + "Y": 5.3329825190198376e-05 + }, + { + "X": 14, + "Y": 3.651701322808125e-05 + }, + { + "X": 14.200000000000001, + "Y": 2.6463983672259628e-05 + }, + { + "X": 14.4, + "Y": 2.0948868995680614e-05 + }, + { + "X": 14.600000000000001, + "Y": 1.7145697789173058e-05 + }, + { + "X": 14.8, + "Y": 1.4332968953563589e-05 + }, + { + "X": 15, + "Y": 1.2118357209717551e-05 + }, + { + "X": 15.200000000000001, + "Y": 1.0292549994378243e-05 + }, + { + "X": 15.4, + "Y": 8.755695351722748e-06 + }, + { + "X": 15.600000000000001, + "Y": 7.437922809321333e-06 + }, + { + "X": 15.8, + "Y": 6.305244497114846e-06 + }, + { + "X": 16, + "Y": 5.331874773192428e-06 + }, + { + "X": 16.2, + "Y": 4.496870125895596e-06 + }, + { + "X": 16.400000000000002, + "Y": 1.9735410695187505e-06 + }, + { + "X": 16.6, + "Y": 3.464893140054521e-06 + }, + { + "X": 16.8, + "Y": 2.901768470524765e-06 + }, + { + "X": 17, + "Y": 2.4230922981328926e-06 + }, + { + "X": 17.2, + "Y": 2.0173915279609384e-06 + }, + { + "X": 17.400000000000002, + "Y": 1.6745653186020808e-06 + }, + { + "X": 17.6, + "Y": 1.3857475759150052e-06 + }, + { + "X": 17.8, + "Y": 5.992954030939676e-07 + }, + { + "X": 18, + "Y": 1.0370884500437385e-06 + }, + { + "X": 18.2, + "Y": 8.514847431951276e-07 + }, + { + "X": 18.400000000000002, + "Y": 6.96835363769256e-07 + }, + { + "X": 18.6, + "Y": 5.683982404454829e-07 + }, + { + "X": 18.8, + "Y": 2.4309217962487093e-07 + }, + { + "X": 19, + "Y": 4.161047363371104e-07 + }, + { + "X": 19.200000000000003, + "Y": 3.36546691504259e-07 + }, + { + "X": 19.400000000000002, + "Y": 2.712526091626415e-07 + }, + { + "X": 19.6, + "Y": 2.178531489814505e-07 + }, + { + "X": 19.8, + "Y": 9.206014748816213e-08 + }, + { + "X": 20, + "Y": 1.55743140946349e-07 + }, + { + "X": 20.200000000000003, + "Y": 1.2394870579986121e-07 + }, + { + "X": 20.400000000000002, + "Y": 5.2009726755287936e-08 + }, + { + "X": 20.6, + "Y": 8.738386443573836e-08 + }, + { + "X": 20.8, + "Y": 6.888827165923324e-08 + }, + { + "X": 21, + "Y": 2.8694231782051223e-08 + }, + { + "X": 21.200000000000003, + "Y": 4.786640425635277e-08 + }, + { + "X": 21.400000000000002, + "Y": 3.7364347842970595e-08 + }, + { + "X": 21.6, + "Y": 1.5444729337908356e-08 + }, + { + "X": 21.8, + "Y": 2.5573003570794616e-08 + }, + { + "X": 22, + "Y": 1.975813694068946e-08 + }, + { + "X": 22.200000000000003, + "Y": 8.102218362802664e-09 + }, + { + "X": 22.400000000000002, + "Y": 1.3311952230902738e-08 + }, + { + "X": 22.6, + "Y": 5.431901957451728e-09 + }, + { + "X": 22.8, + "Y": 8.881937836814063e-09 + }, + { + "X": 23, + "Y": 6.744525811053632e-09 + }, + { + "X": 23.200000000000003, + "Y": 2.7287468174304156e-09 + }, + { + "X": 23.400000000000002, + "Y": 4.425265098820216e-09 + }, + { + "X": 23.6, + "Y": 1.7809788292393815e-09 + }, + { + "X": 23.8, + "Y": 2.873553782735541e-09 + }, + { + "X": 24, + "Y": 1.1502435109883426e-09 + }, + { + "X": 24.200000000000003, + "Y": 1.8462172678956669e-09 + }, + { + "X": 24.400000000000002, + "Y": 7.349304509667973e-10 + }, + { + "X": 24.6, + "Y": 1.1733254252384999e-09 + }, + { + "X": 24.8, + "Y": 8.619715542958084e-10 + }, + { + "X": 25, + "Y": 3.3986922633355545e-10 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- distributions need not be normalized\n", + "model2 :: Measure Real\n", + "model2 = do\n", + " c <- bernoulli 0.2\n", + " x <- if c then normal 10 1 else normal (-5) 5\n", + " condition (x > 0)\n", + " return x\n", + "\n", + "plotVega $ histogram 250 0.2 model2" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "d55ebfc2-0afd-44c1-802a-b437e02e9ce2", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -39.900000000000006, + "Y": 0 + }, + { + "X": -39.800000000000004, + "Y": 1.4864252812999445e-06 + }, + { + "X": -39.7, + "Y": 0 + }, + { + "X": -39.6, + "Y": 1.930199728857593e-06 + }, + { + "X": -39.5, + "Y": 0 + }, + { + "X": -39.400000000000006, + "Y": 2.5300653536327066e-06 + }, + { + "X": -39.300000000000004, + "Y": 0 + }, + { + "X": -39.2, + "Y": 3.321845667866042e-06 + }, + { + "X": -39.1, + "Y": 0 + }, + { + "X": -39, + "Y": 4.335144145714251e-06 + }, + { + "X": -38.900000000000006, + "Y": 0 + }, + { + "X": -38.800000000000004, + "Y": 5.5821520018374805e-06 + }, + { + "X": -38.7, + "Y": 0 + }, + { + "X": -38.6, + "Y": 7.0441961985872e-06 + }, + { + "X": -38.5, + "Y": 0 + }, + { + "X": -38.400000000000006, + "Y": 8.6600019430947e-06 + }, + { + "X": -38.300000000000004, + "Y": 0 + }, + { + "X": -38.2, + "Y": 1.0321540492653226e-05 + }, + { + "X": -38.1, + "Y": 0 + }, + { + "X": -38, + "Y": 1.1882926742821027e-05 + }, + { + "X": -37.9, + "Y": 0 + }, + { + "X": -37.800000000000004, + "Y": 1.3183949119028812e-05 + }, + { + "X": -37.7, + "Y": 0 + }, + { + "X": -37.6, + "Y": 1.4083366707640533e-05 + }, + { + "X": -37.5, + "Y": 0 + }, + { + "X": -37.4, + "Y": 1.449139034665015e-05 + }, + { + "X": -37.300000000000004, + "Y": 0 + }, + { + "X": -37.2, + "Y": 1.4389597268634804e-05 + }, + { + "X": -37.1, + "Y": 1.3831294178255329e-05 + }, + { + "X": -37, + "Y": 0 + }, + { + "X": -36.9, + "Y": 1.2923547917735554e-05 + }, + { + "X": -36.800000000000004, + "Y": 0 + }, + { + "X": -36.7, + "Y": 1.179905832428253e-05 + }, + { + "X": -36.6, + "Y": 0 + }, + { + "X": -36.5, + "Y": 1.0588277185663588e-05 + }, + { + "X": -36.4, + "Y": 0 + }, + { + "X": -36.300000000000004, + "Y": 9.399544195824811e-06 + }, + { + "X": -36.2, + "Y": 0 + }, + { + "X": -36.1, + "Y": 8.310065717278733e-06 + }, + { + "X": -36, + "Y": 0 + }, + { + "X": -35.9, + "Y": 7.366252625750508e-06 + }, + { + "X": -35.800000000000004, + "Y": 0 + }, + { + "X": -35.7, + "Y": 6.589819020740074e-06 + }, + { + "X": -35.6, + "Y": 0 + }, + { + "X": -35.5, + "Y": 5.986033213007671e-06 + }, + { + "X": -35.4, + "Y": 5.551649912804907e-06 + }, + { + "X": -35.300000000000004, + "Y": 0 + }, + { + "X": -35.2, + "Y": 5.2813858707310315e-06 + }, + { + "X": -35.1, + "Y": 0 + }, + { + "X": -35, + "Y": 5.172800326910869e-06 + }, + { + "X": -34.9, + "Y": 0 + }, + { + "X": -34.800000000000004, + "Y": 5.229986411188415e-06 + }, + { + "X": -34.7, + "Y": 0 + }, + { + "X": -34.6, + "Y": 5.466669398735563e-06 + }, + { + "X": -34.5, + "Y": 0 + }, + { + "X": -34.4, + "Y": 5.909287670814894e-06 + }, + { + "X": -34.300000000000004, + "Y": 0 + }, + { + "X": -34.2, + "Y": 6.60050176067867e-06 + }, + { + "X": -34.1, + "Y": 7.6033635941362975e-06 + }, + { + "X": -34, + "Y": 0 + }, + { + "X": -33.9, + "Y": 9.006044352752509e-06 + }, + { + "X": -33.800000000000004, + "Y": 0 + }, + { + "X": -33.7, + "Y": 1.092648370302253e-05 + }, + { + "X": -33.6, + "Y": 0 + }, + { + "X": -33.5, + "Y": 1.3515499615132994e-05 + }, + { + "X": -33.4, + "Y": 0 + }, + { + "X": -33.300000000000004, + "Y": 1.6955773267985623e-05 + }, + { + "X": -33.2, + "Y": 0 + }, + { + "X": -33.1, + "Y": 2.1452885574142172e-05 + }, + { + "X": -33, + "Y": 2.721377892398448e-05 + }, + { + "X": -32.9, + "Y": 0 + }, + { + "X": -32.800000000000004, + "Y": 3.4408641667943504e-05 + }, + { + "X": -32.7, + "Y": 0 + }, + { + "X": -32.6, + "Y": 4.3115497901275164e-05 + }, + { + "X": -32.5, + "Y": 0 + }, + { + "X": -32.4, + "Y": 5.325350281168712e-05 + }, + { + "X": -32.300000000000004, + "Y": 0 + }, + { + "X": -32.2, + "Y": 6.452023379829568e-05 + }, + { + "X": -32.1, + "Y": 7.635664277871499e-05 + }, + { + "X": -32, + "Y": 0 + }, + { + "X": -31.900000000000002, + "Y": 8.796508658355505e-05 + }, + { + "X": -31.8, + "Y": 0 + }, + { + "X": -31.700000000000003, + "Y": 9.83958194036935e-05 + }, + { + "X": -31.6, + "Y": 0 + }, + { + "X": -31.5, + "Y": 0.0001066952829333724 + }, + { + "X": -31.400000000000002, + "Y": 0.00011208305442781912 + }, + { + "X": -31.3, + "Y": 0 + }, + { + "X": -31.200000000000003, + "Y": 0.00011410663108856008 + }, + { + "X": -31.1, + "Y": 0 + }, + { + "X": -31, + "Y": 0.00011272561066955021 + }, + { + "X": -30.900000000000002, + "Y": 0 + }, + { + "X": -30.8, + "Y": 0.00010830044030316877 + }, + { + "X": -30.700000000000003, + "Y": 0.00010149482443057843 + }, + { + "X": -30.6, + "Y": 0 + }, + { + "X": -30.5, + "Y": 9.312861997440869e-05 + }, + { + "X": -30.400000000000002, + "Y": 0 + }, + { + "X": -30.3, + "Y": 8.402778960742652e-05 + }, + { + "X": -30.200000000000003, + "Y": 0 + }, + { + "X": -30.1, + "Y": 7.490879444586231e-05 + }, + { + "X": -30, + "Y": 6.631499830617251e-05 + }, + { + "X": -29.900000000000002, + "Y": 0 + }, + { + "X": -29.8, + "Y": 5.860306481536567e-05 + }, + { + "X": -29.700000000000003, + "Y": 0 + }, + { + "X": -29.6, + "Y": 5.196515408430608e-05 + }, + { + "X": -29.5, + "Y": 0 + }, + { + "X": -29.400000000000002, + "Y": 4.646945023930354e-05 + }, + { + "X": -29.3, + "Y": 4.210459015035711e-05 + }, + { + "X": -29.200000000000003, + "Y": 0 + }, + { + "X": -29.1, + "Y": 3.8819158395418874e-05 + }, + { + "X": -29, + "Y": 0 + }, + { + "X": -28.900000000000002, + "Y": 3.6552700182741246e-05 + }, + { + "X": -28.8, + "Y": 0 + }, + { + "X": -28.700000000000003, + "Y": 3.5258355718634744e-05 + }, + { + "X": -28.6, + "Y": 3.491911348063536e-05 + }, + { + "X": -28.5, + "Y": 0 + }, + { + "X": -28.400000000000002, + "Y": 3.556027270886833e-05 + }, + { + "X": -28.3, + "Y": 0 + }, + { + "X": -28.200000000000003, + "Y": 3.7260542214179994e-05 + }, + { + "X": -28.1, + "Y": 4.016366984390269e-05 + }, + { + "X": -28, + "Y": 0 + }, + { + "X": -27.900000000000002, + "Y": 4.449175919134204e-05 + }, + { + "X": -27.8, + "Y": 0 + }, + { + "X": -27.700000000000003, + "Y": 5.056045642628284e-05 + }, + { + "X": -27.6, + "Y": 5.879481235799447e-05 + }, + { + "X": -27.5, + "Y": 0 + }, + { + "X": -27.400000000000002, + "Y": 6.974261840723488e-05 + }, + { + "X": -27.3, + "Y": 0 + }, + { + "X": -27.200000000000003, + "Y": 8.407922848337167e-05 + }, + { + "X": -27.1, + "Y": 0.00010259445019339419 + }, + { + "X": -27, + "Y": 0 + }, + { + "X": -26.900000000000002, + "Y": 0.0001261487593743184 + }, + { + "X": -26.8, + "Y": 0 + }, + { + "X": -26.700000000000003, + "Y": 0.0001555845261923551 + }, + { + "X": -26.6, + "Y": 0.0001915808008003625 + }, + { + "X": -26.5, + "Y": 0 + }, + { + "X": -26.400000000000002, + "Y": 0.000234450554821507 + }, + { + "X": -26.3, + "Y": 0 + }, + { + "X": -26.200000000000003, + "Y": 0.0002838989221144142 + }, + { + "X": -26.1, + "Y": 0.0003387879029975529 + }, + { + "X": -26, + "Y": 0 + }, + { + "X": -25.900000000000002, + "Y": 0.0003969790301556983 + }, + { + "X": -25.8, + "Y": 0 + }, + { + "X": -25.700000000000003, + "Y": 0.0004553366567347614 + }, + { + "X": -25.6, + "Y": 0.0005099560957160369 + }, + { + "X": -25.5, + "Y": 0 + }, + { + "X": -25.400000000000002, + "Y": 0.0005566267665298873 + }, + { + "X": -25.3, + "Y": 0 + }, + { + "X": -25.200000000000003, + "Y": 0.0005914622605069719 + }, + { + "X": -25.1, + "Y": 0.0006115564517402627 + }, + { + "X": -25, + "Y": 0 + }, + { + "X": -24.900000000000002, + "Y": 0.0006154931792359147 + }, + { + "X": -24.8, + "Y": 0 + }, + { + "X": -24.700000000000003, + "Y": 0.0006035682283450943 + }, + { + "X": -24.6, + "Y": 0.0005776684984681303 + }, + { + "X": -24.5, + "Y": 0 + }, + { + "X": -24.400000000000002, + "Y": 0.0005408586551082473 + }, + { + "X": -24.3, + "Y": 0 + }, + { + "X": -24.200000000000003, + "Y": 0.0004968057886739766 + }, + { + "X": -24.1, + "Y": 0.0004491984778143819 + }, + { + "X": -24, + "Y": 0 + }, + { + "X": -23.900000000000002, + "Y": 0.00040128731671940337 + }, + { + "X": -23.8, + "Y": 0.0003556121821621361 + }, + { + "X": -23.700000000000003, + "Y": 0 + }, + { + "X": -23.6, + "Y": 0.00031391750884478156 + }, + { + "X": -23.5, + "Y": 0 + }, + { + "X": -23.400000000000002, + "Y": 0.0002772126804480454 + }, + { + "X": -23.3, + "Y": 0.0002459175372595356 + }, + { + "X": -23.200000000000003, + "Y": 0 + }, + { + "X": -23.1, + "Y": 0.00022003787283787077 + }, + { + "X": -23, + "Y": 0 + }, + { + "X": -22.900000000000002, + "Y": 0.00019933224004266612 + }, + { + "X": -22.8, + "Y": 0.00018344985998981596 + }, + { + "X": -22.700000000000003, + "Y": 0 + }, + { + "X": -22.6, + "Y": 0.00017203419186391215 + }, + { + "X": -22.5, + "Y": 0.00016479590935456154 + }, + { + "X": -22.400000000000002, + "Y": 0 + }, + { + "X": -22.3, + "Y": 0.00016156325192117162 + }, + { + "X": -22.200000000000003, + "Y": 0 + }, + { + "X": -22.1, + "Y": 0.00016231855063334393 + }, + { + "X": -22, + "Y": 0.00016722869218326332 + }, + { + "X": -21.900000000000002, + "Y": 0 + }, + { + "X": -21.8, + "Y": 0.00017667540344558765 + }, + { + "X": -21.700000000000003, + "Y": 0.0001912889626783429 + }, + { + "X": -21.6, + "Y": 0 + }, + { + "X": -21.5, + "Y": 0.0002119862497082137 + }, + { + "X": -21.400000000000002, + "Y": 0 + }, + { + "X": -21.3, + "Y": 0.0002400105930822904 + }, + { + "X": -21.200000000000003, + "Y": 0.0002769661708154886 + }, + { + "X": -21.1, + "Y": 0 + }, + { + "X": -21, + "Y": 0.0003248333896982564 + }, + { + "X": -20.900000000000002, + "Y": 0.00038594381192061546 + }, + { + "X": -20.8, + "Y": 0 + }, + { + "X": -20.700000000000003, + "Y": 0.00046288497565384905 + }, + { + "X": -20.6, + "Y": 0.0005582997307157149 + }, + { + "X": -20.5, + "Y": 0 + }, + { + "X": -20.400000000000002, + "Y": 0.0006745464473741528 + }, + { + "X": -20.3, + "Y": 0 + }, + { + "X": -20.200000000000003, + "Y": 0.0008132022213417568 + }, + { + "X": -20.1, + "Y": 0.0009744269454590509 + }, + { + "X": -20, + "Y": 0 + }, + { + "X": -19.900000000000002, + "Y": 0.0011562628868415322 + }, + { + "X": -19.8, + "Y": 0.001354012903533711 + }, + { + "X": -19.700000000000003, + "Y": 0 + }, + { + "X": -19.6, + "Y": 0.001559897607835027 + }, + { + "X": -19.5, + "Y": 0.0017632040272647215 + }, + { + "X": -19.400000000000002, + "Y": 0 + }, + { + "X": -19.3, + "Y": 0.0019510745222390542 + }, + { + "X": -19.200000000000003, + "Y": 0 + }, + { + "X": -19.1, + "Y": 0.0021099366662723574 + }, + { + "X": -19, + "Y": 0.0022273741829151312 + }, + { + "X": -18.900000000000002, + "Y": 0 + }, + { + "X": -18.8, + "Y": 0.0022940565660306152 + }, + { + "X": -18.7, + "Y": 0.0023052637037866866 + }, + { + "X": -18.6, + "Y": 0 + }, + { + "X": -18.5, + "Y": 0.0022616139288856303 + }, + { + "X": -18.400000000000002, + "Y": 0.002168816633316807 + }, + { + "X": -18.3, + "Y": 0 + }, + { + "X": -18.2, + "Y": 0.002036545448992282 + }, + { + "X": -18.1, + "Y": 0 + }, + { + "X": -18, + "Y": 0.0018767582502326869 + }, + { + "X": -17.900000000000002, + "Y": 0.0017018942662864515 + }, + { + "X": -17.8, + "Y": 0 + }, + { + "X": -17.7, + "Y": 0.0015233365030816446 + }, + { + "X": -17.6, + "Y": 0.0013503812612617446 + }, + { + "X": -17.5, + "Y": 0 + }, + { + "X": -17.400000000000002, + "Y": 0.0011897784691130646 + }, + { + "X": -17.3, + "Y": 0.0010457619300073022 + }, + { + "X": -17.2, + "Y": 0 + }, + { + "X": -17.1, + "Y": 0.0009204108174068763 + }, + { + "X": -17, + "Y": 0.0008141722022182503 + }, + { + "X": -16.900000000000002, + "Y": 0 + }, + { + "X": -16.8, + "Y": 0.0007264072729664775 + }, + { + "X": -16.7, + "Y": 0 + }, + { + "X": -16.6, + "Y": 0.0006558745411511613 + }, + { + "X": -16.5, + "Y": 0.0006011113365011508 + }, + { + "X": -16.400000000000002, + "Y": 0 + }, + { + "X": -16.3, + "Y": 0.0005607099351321821 + }, + { + "X": -16.2, + "Y": 0.0005335047831996469 + }, + { + "X": -16.1, + "Y": 0 + }, + { + "X": -16, + "Y": 0.0005186952975732349 + }, + { + "X": -15.9, + "Y": 0.0005159289268464203 + }, + { + "X": -15.8, + "Y": 0 + }, + { + "X": -15.700000000000001, + "Y": 0.0005253652835879648 + }, + { + "X": -15.600000000000001, + "Y": 0.0005477366276902919 + }, + { + "X": -15.5, + "Y": 0 + }, + { + "X": -15.4, + "Y": 0.0005844138495995049 + }, + { + "X": -15.3, + "Y": 0.0006374803669493953 + }, + { + "X": -15.200000000000001, + "Y": 0 + }, + { + "X": -15.100000000000001, + "Y": 0.0007098083145886207 + }, + { + "X": -15, + "Y": 0 + }, + { + "X": -14.9, + "Y": 0.0008051210901373439 + }, + { + "X": -14.8, + "Y": 0.000928012938393844 + }, + { + "X": -14.700000000000001, + "Y": 0 + }, + { + "X": -14.600000000000001, + "Y": 0.0010838799877914427 + }, + { + "X": -14.5, + "Y": 0.0012787001576731313 + }, + { + "X": -14.4, + "Y": 0 + }, + { + "X": -14.3, + "Y": 0.0015185870291939056 + }, + { + "X": -14.200000000000001, + "Y": 0.0018090445807295672 + }, + { + "X": -14.100000000000001, + "Y": 0 + }, + { + "X": -14, + "Y": 0.002153878515478716 + }, + { + "X": -13.9, + "Y": 0.0025537884202021465 + }, + { + "X": -13.8, + "Y": 0 + }, + { + "X": -13.700000000000001, + "Y": 0.003004778027023026 + }, + { + "X": -13.600000000000001, + "Y": 0.00349666494480839 + }, + { + "X": -13.5, + "Y": 0 + }, + { + "X": -13.4, + "Y": 0.004012106116885055 + }, + { + "X": -13.3, + "Y": 0.00452661566441389 + }, + { + "X": -13.200000000000001, + "Y": 0 + }, + { + "X": -13.100000000000001, + "Y": 0.005009967305289209 + }, + { + "X": -13, + "Y": 0 + }, + { + "X": -12.9, + "Y": 0.005429106369633846 + }, + { + "X": -12.8, + "Y": 0.005752281429944367 + }, + { + "X": -12.700000000000001, + "Y": 0 + }, + { + "X": -12.600000000000001, + "Y": 0.005953665306063445 + }, + { + "X": -12.5, + "Y": 0.006017446312588967 + }, + { + "X": -12.4, + "Y": 0 + }, + { + "X": -12.3, + "Y": 0.005940384294264232 + }, + { + "X": -12.200000000000001, + "Y": 0.005732181546606908 + }, + { + "X": -12.100000000000001, + "Y": 0 + }, + { + "X": -12, + "Y": 0.005413605491718831 + }, + { + "X": -11.9, + "Y": 0.005012900245328253 + }, + { + "X": -11.8, + "Y": 0 + }, + { + "X": -11.700000000000001, + "Y": 0.004561417551090552 + }, + { + "X": -11.600000000000001, + "Y": 0.004089464998123661 + }, + { + "X": -11.5, + "Y": 0 + }, + { + "X": -11.4, + "Y": 0.00362313686739169 + }, + { + "X": -11.3, + "Y": 0.003182496379494974 + }, + { + "X": -11.200000000000001, + "Y": 0 + }, + { + "X": -11.100000000000001, + "Y": 0.0027810828451118427 + }, + { + "X": -11, + "Y": 0.0024264431601303906 + }, + { + "X": -10.9, + "Y": 0 + }, + { + "X": -10.8, + "Y": 0.0021212756920568595 + }, + { + "X": -10.700000000000001, + "Y": 0 + }, + { + "X": -10.600000000000001, + "Y": 0.0018648000123744756 + }, + { + "X": -10.5, + "Y": 0.0016540694218177816 + }, + { + "X": -10.4, + "Y": 0 + }, + { + "X": -10.3, + "Y": 0.0014850666765360019 + }, + { + "X": -10.200000000000001, + "Y": 0.0013535280645435388 + }, + { + "X": -10.100000000000001, + "Y": 0 + }, + { + "X": -10, + "Y": 0.0012555110061351724 + }, + { + "X": -9.9, + "Y": 0.0011877562727703834 + }, + { + "X": -9.8, + "Y": 0 + }, + { + "X": -9.700000000000001, + "Y": 0.001147906473887453 + }, + { + "X": -9.600000000000001, + "Y": 0.0011346378543831768 + }, + { + "X": -9.5, + "Y": 0 + }, + { + "X": -9.4, + "Y": 0.001147750755339695 + }, + { + "X": -9.3, + "Y": 0.0011882501735408166 + }, + { + "X": -9.200000000000001, + "Y": 0 + }, + { + "X": -9.1, + "Y": 0.0012584336498282214 + }, + { + "X": -9, + "Y": 0.00136198905895988 + }, + { + "X": -8.9, + "Y": 0 + }, + { + "X": -8.8, + "Y": 0.0015040883772681308 + }, + { + "X": -8.700000000000001, + "Y": 0.0016914434285901121 + }, + { + "X": -8.6, + "Y": 0 + }, + { + "X": -8.5, + "Y": 0.0019322648854741822 + }, + { + "X": -8.4, + "Y": 0 + }, + { + "X": -8.3, + "Y": 0.002236037444414715 + }, + { + "X": -8.200000000000001, + "Y": 0.002612997065618441 + }, + { + "X": -8.1, + "Y": 0 + }, + { + "X": -8, + "Y": 0.003073181354569292 + }, + { + "X": -7.9, + "Y": 0.003624939290830119 + }, + { + "X": -7.800000000000001, + "Y": 0 + }, + { + "X": -7.7, + "Y": 0.004272853956866561 + }, + { + "X": -7.6000000000000005, + "Y": 0.005015170968237787 + }, + { + "X": -7.5, + "Y": 0 + }, + { + "X": -7.4, + "Y": 0.005841037743875682 + }, + { + "X": -7.300000000000001, + "Y": 0.0067281109272287545 + }, + { + "X": -7.2, + "Y": 0 + }, + { + "X": -7.1000000000000005, + "Y": 0.007641300256573751 + }, + { + "X": -7, + "Y": 0.008533467933319785 + }, + { + "X": -6.9, + "Y": 0 + }, + { + "X": -6.800000000000001, + "Y": 0.009348677639421031 + }, + { + "X": -6.7, + "Y": 0.010028044267644585 + }, + { + "X": -6.6000000000000005, + "Y": 0 + }, + { + "X": -6.5, + "Y": 0.010517469503292456 + }, + { + "X": -6.4, + "Y": 0.010775804195815735 + }, + { + "X": -6.300000000000001, + "Y": 0 + }, + { + "X": -6.2, + "Y": 0.010781572042988954 + }, + { + "X": -6.1000000000000005, + "Y": 0 + }, + { + "X": -6, + "Y": 0.01053655811755493 + }, + { + "X": -5.9, + "Y": 0.010065325178841346 + }, + { + "X": -5.800000000000001, + "Y": 0 + }, + { + "X": -5.7, + "Y": 0.009410820878581316 + }, + { + "X": -5.6000000000000005, + "Y": 0.008627269450974492 + }, + { + "X": -5.5, + "Y": 0 + }, + { + "X": -5.4, + "Y": 0.007772128772908579 + }, + { + "X": -5.300000000000001, + "Y": 0.006898875367178013 + }, + { + "X": -5.2, + "Y": 0 + }, + { + "X": -5.1000000000000005, + "Y": 0.006051855421235255 + }, + { + "X": -5, + "Y": 0.005263683779545635 + }, + { + "X": -4.9, + "Y": 0 + }, + { + "X": -4.800000000000001, + "Y": 0.004554981264913133 + }, + { + "X": -4.7, + "Y": 0.003935805483336923 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.5, + "Y": 0.0034079960551787677 + }, + { + "X": -4.4, + "Y": 0.002967753044932618 + }, + { + "X": -4.3, + "Y": 0 + }, + { + "X": -4.2, + "Y": 0.0026079822422704563 + }, + { + "X": -4.1000000000000005, + "Y": 0 + }, + { + "X": -4, + "Y": 0.0023201700810518205 + }, + { + "X": -3.9000000000000004, + "Y": 0.0020957322192641206 + }, + { + "X": -3.8000000000000003, + "Y": 0 + }, + { + "X": -3.7, + "Y": 0.0019268924639906837 + }, + { + "X": -3.6, + "Y": 0.0018071998276895224 + }, + { + "X": -3.5, + "Y": 0 + }, + { + "X": -3.4000000000000004, + "Y": 0.0017317998237324009 + }, + { + "X": -3.3000000000000003, + "Y": 0.0016975608408589555 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3.1, + "Y": 0.0017031317296692908 + }, + { + "X": -3, + "Y": 0.001748980593888839 + }, + { + "X": -2.9000000000000004, + "Y": 0 + }, + { + "X": -2.8000000000000003, + "Y": 0.0018374401513802645 + }, + { + "X": -2.7, + "Y": 0.0019727615305498536 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.5, + "Y": 0.002161153921626808 + }, + { + "X": -2.4000000000000004, + "Y": 0.002410759810361162 + }, + { + "X": -2.3000000000000003, + "Y": 0 + }, + { + "X": -2.2, + "Y": 0.00273148361079767 + }, + { + "X": -2.1, + "Y": 0 + }, + { + "X": -2, + "Y": 0.003134557664074396 + }, + { + "X": -1.9000000000000001, + "Y": 0.0036317016381808166 + }, + { + "X": -1.8, + "Y": 0 + }, + { + "X": -1.7000000000000002, + "Y": 0.004233724850104972 + }, + { + "X": -1.6, + "Y": 0.0049484592108053555 + }, + { + "X": -1.5, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0.005778019902262647 + }, + { + "X": -1.3, + "Y": 0.006715589496673224 + }, + { + "X": -1.2000000000000002, + "Y": 0 + }, + { + "X": -1.1, + "Y": 0.007742199105428651 + }, + { + "X": -1, + "Y": 0.008824278705883445 + }, + { + "X": -0.9, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0.00991295251426776 + }, + { + "X": -0.7000000000000001, + "Y": 0.01094601424605473 + }, + { + "X": -0.6000000000000001, + "Y": 0 + }, + { + "X": -0.5, + "Y": 0.011853110223874705 + }, + { + "X": -0.4, + "Y": 0.012563881609900492 + }, + { + "X": -0.30000000000000004, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0.013017849545896219 + }, + { + "X": -0.1, + "Y": 0 + }, + { + "X": 0, + "Y": 0.013174013056315293 + }, + { + "X": 0.1, + "Y": 0.013017849545896219 + }, + { + "X": 0.2, + "Y": 0 + }, + { + "X": 0.30000000000000004, + "Y": 0.012563881609900492 + }, + { + "X": 0.4, + "Y": 0.011853110223874712 + }, + { + "X": 0.5, + "Y": 0 + }, + { + "X": 0.6000000000000001, + "Y": 0.01094601424605473 + }, + { + "X": 0.7000000000000001, + "Y": 0.00991295251426776 + }, + { + "X": 0.8, + "Y": 0 + }, + { + "X": 0.9, + "Y": 0.008824278705883445 + }, + { + "X": 1, + "Y": 0.007742199105428651 + }, + { + "X": 1.1, + "Y": 0 + }, + { + "X": 1.2000000000000002, + "Y": 0.006715589496673224 + }, + { + "X": 1.3, + "Y": 0.005778019902262657 + }, + { + "X": 1.4000000000000001, + "Y": 0 + }, + { + "X": 1.5, + "Y": 0.0049484592108053555 + }, + { + "X": 1.6, + "Y": 0.004233724850104972 + }, + { + "X": 1.7000000000000002, + "Y": 0 + }, + { + "X": 1.8, + "Y": 0.0036317016381808166 + }, + { + "X": 1.9000000000000001, + "Y": 0.003134557664074396 + }, + { + "X": 2, + "Y": 0 + }, + { + "X": 2.1, + "Y": 0.0027314836107976688 + }, + { + "X": 2.2, + "Y": 0 + }, + { + "X": 2.3000000000000003, + "Y": 0.002410759810361159 + }, + { + "X": 2.4000000000000004, + "Y": 0.002161153921626807 + }, + { + "X": 2.5, + "Y": 0 + }, + { + "X": 2.6, + "Y": 0.0019727615305498566 + }, + { + "X": 2.7, + "Y": 0.0018374401513802645 + }, + { + "X": 2.8000000000000003, + "Y": 0 + }, + { + "X": 2.9000000000000004, + "Y": 0.0017489805938888383 + }, + { + "X": 3, + "Y": 0.0017031317296692908 + }, + { + "X": 3.1, + "Y": 0 + }, + { + "X": 3.2, + "Y": 0.0016975608408589555 + }, + { + "X": 3.3000000000000003, + "Y": 0.0017317998237324009 + }, + { + "X": 3.4000000000000004, + "Y": 0 + }, + { + "X": 3.5, + "Y": 0.0018071998276895224 + }, + { + "X": 3.6, + "Y": 0.0019268924639906837 + }, + { + "X": 3.7, + "Y": 0 + }, + { + "X": 3.8000000000000003, + "Y": 0.0020957322192641206 + }, + { + "X": 3.9000000000000004, + "Y": 0.0023201700810518205 + }, + { + "X": 4, + "Y": 0 + }, + { + "X": 4.1000000000000005, + "Y": 0.0026079822422704563 + }, + { + "X": 4.2, + "Y": 0 + }, + { + "X": 4.3, + "Y": 0.002967753044932618 + }, + { + "X": 4.4, + "Y": 0.0034079960551787677 + }, + { + "X": 4.5, + "Y": 0 + }, + { + "X": 4.6000000000000005, + "Y": 0.003935805483336923 + }, + { + "X": 4.7, + "Y": 0.004554981264913133 + }, + { + "X": 4.800000000000001, + "Y": 0 + }, + { + "X": 4.9, + "Y": 0.005263683779545635 + }, + { + "X": 5, + "Y": 0.006051855421235255 + }, + { + "X": 5.1000000000000005, + "Y": 0 + }, + { + "X": 5.2, + "Y": 0.006898875367178013 + }, + { + "X": 5.300000000000001, + "Y": 0.007772128772908579 + }, + { + "X": 5.4, + "Y": 0 + }, + { + "X": 5.5, + "Y": 0.008627269450974492 + }, + { + "X": 5.6000000000000005, + "Y": 0.009410820878581305 + }, + { + "X": 5.7, + "Y": 0 + }, + { + "X": 5.800000000000001, + "Y": 0.010065325178841346 + }, + { + "X": 5.9, + "Y": 0.01053655811755493 + }, + { + "X": 6, + "Y": 0 + }, + { + "X": 6.1000000000000005, + "Y": 0.010781572042988954 + }, + { + "X": 6.2, + "Y": 0 + }, + { + "X": 6.300000000000001, + "Y": 0.010775804195815735 + }, + { + "X": 6.4, + "Y": 0.010517469503292461 + }, + { + "X": 6.5, + "Y": 0 + }, + { + "X": 6.6000000000000005, + "Y": 0.010028044267644585 + }, + { + "X": 6.7, + "Y": 0.009348677639421028 + }, + { + "X": 6.800000000000001, + "Y": 0 + }, + { + "X": 6.9, + "Y": 0.008533467933319785 + }, + { + "X": 7, + "Y": 0.007641300256573751 + }, + { + "X": 7.1000000000000005, + "Y": 0 + }, + { + "X": 7.2, + "Y": 0.0067281109272287545 + }, + { + "X": 7.300000000000001, + "Y": 0.005841037743875682 + }, + { + "X": 7.4, + "Y": 0 + }, + { + "X": 7.5, + "Y": 0.005015170968237787 + }, + { + "X": 7.6000000000000005, + "Y": 0.004272853956866565 + }, + { + "X": 7.7, + "Y": 0 + }, + { + "X": 7.800000000000001, + "Y": 0.003624939290830119 + }, + { + "X": 7.9, + "Y": 0.003073181354569292 + }, + { + "X": 8, + "Y": 0 + }, + { + "X": 8.1, + "Y": 0.0026129970656184453 + }, + { + "X": 8.200000000000001, + "Y": 0.002236037444414715 + }, + { + "X": 8.3, + "Y": 0 + }, + { + "X": 8.4, + "Y": 0.0019322648854741822 + }, + { + "X": 8.5, + "Y": 0 + }, + { + "X": 8.6, + "Y": 0.0016914434285901121 + }, + { + "X": 8.700000000000001, + "Y": 0.0015040883772681293 + }, + { + "X": 8.8, + "Y": 0 + }, + { + "X": 8.9, + "Y": 0.0013619890589598776 + }, + { + "X": 9, + "Y": 0.0012584336498282214 + }, + { + "X": 9.1, + "Y": 0 + }, + { + "X": 9.200000000000001, + "Y": 0.0011882501735408166 + }, + { + "X": 9.3, + "Y": 0.001147750755339695 + }, + { + "X": 9.4, + "Y": 0 + }, + { + "X": 9.5, + "Y": 0.0011346378543831766 + }, + { + "X": 9.600000000000001, + "Y": 0.0011479064738874536 + }, + { + "X": 9.700000000000001, + "Y": 0 + }, + { + "X": 9.8, + "Y": 0.0011877562727703834 + }, + { + "X": 9.9, + "Y": 0.001255511006135171 + }, + { + "X": 10, + "Y": 0 + }, + { + "X": 10.100000000000001, + "Y": 0.0013535280645435388 + }, + { + "X": 10.200000000000001, + "Y": 0.0014850666765359997 + }, + { + "X": 10.3, + "Y": 0 + }, + { + "X": 10.4, + "Y": 0.0016540694218177888 + }, + { + "X": 10.5, + "Y": 0.0018648000123744756 + }, + { + "X": 10.600000000000001, + "Y": 0 + }, + { + "X": 10.700000000000001, + "Y": 0.0021212756920568595 + }, + { + "X": 10.8, + "Y": 0 + }, + { + "X": 10.9, + "Y": 0.0024264431601303906 + }, + { + "X": 11, + "Y": 0.0027810828451118328 + }, + { + "X": 11.100000000000001, + "Y": 0 + }, + { + "X": 11.200000000000001, + "Y": 0.003182496379494974 + }, + { + "X": 11.3, + "Y": 0.0036231368673916844 + }, + { + "X": 11.4, + "Y": 0 + }, + { + "X": 11.5, + "Y": 0.004089464998123667 + }, + { + "X": 11.600000000000001, + "Y": 0.004561417551090545 + }, + { + "X": 11.700000000000001, + "Y": 0 + }, + { + "X": 11.8, + "Y": 0.005012900245328253 + }, + { + "X": 11.9, + "Y": 0.005413605491718831 + }, + { + "X": 12, + "Y": 0 + }, + { + "X": 12.100000000000001, + "Y": 0.005732181546606899 + }, + { + "X": 12.200000000000001, + "Y": 0.005940384294264232 + }, + { + "X": 12.3, + "Y": 0 + }, + { + "X": 12.4, + "Y": 0.006017446312588967 + }, + { + "X": 12.5, + "Y": 0.005953665306063445 + }, + { + "X": 12.600000000000001, + "Y": 0 + }, + { + "X": 12.700000000000001, + "Y": 0.005752281429944364 + }, + { + "X": 12.8, + "Y": 0.005429106369633852 + }, + { + "X": 12.9, + "Y": 0 + }, + { + "X": 13, + "Y": 0.0050099673052892224 + }, + { + "X": 13.100000000000001, + "Y": 0 + }, + { + "X": 13.200000000000001, + "Y": 0.00452661566441389 + }, + { + "X": 13.3, + "Y": 0.004012106116885045 + }, + { + "X": 13.4, + "Y": 0 + }, + { + "X": 13.5, + "Y": 0.0034966649448084 + }, + { + "X": 13.600000000000001, + "Y": 0.003004778027023026 + }, + { + "X": 13.700000000000001, + "Y": 0 + }, + { + "X": 13.8, + "Y": 0.0025537884202021465 + }, + { + "X": 13.9, + "Y": 0.0021538785154787197 + }, + { + "X": 14, + "Y": 0 + }, + { + "X": 14.100000000000001, + "Y": 0.0018090445807295767 + }, + { + "X": 14.200000000000001, + "Y": 0.0015185870291939002 + }, + { + "X": 14.3, + "Y": 0 + }, + { + "X": 14.4, + "Y": 0.0012787001576731313 + }, + { + "X": 14.5, + "Y": 0.0010838799877914427 + }, + { + "X": 14.600000000000001, + "Y": 0 + }, + { + "X": 14.700000000000001, + "Y": 0.0009280129383938468 + }, + { + "X": 14.8, + "Y": 0.0008051210901373397 + }, + { + "X": 14.9, + "Y": 0 + }, + { + "X": 15, + "Y": 0.0007098083145886207 + }, + { + "X": 15.100000000000001, + "Y": 0 + }, + { + "X": 15.200000000000001, + "Y": 0.0006374803669493943 + }, + { + "X": 15.3, + "Y": 0.0005844138495995055 + }, + { + "X": 15.4, + "Y": 0 + }, + { + "X": 15.5, + "Y": 0.0005477366276902927 + }, + { + "X": 15.600000000000001, + "Y": 0.0005253652835879646 + }, + { + "X": 15.700000000000001, + "Y": 0 + }, + { + "X": 15.8, + "Y": 0.0005159289268464207 + }, + { + "X": 15.9, + "Y": 0.0005186952975732349 + }, + { + "X": 16, + "Y": 0 + }, + { + "X": 16.1, + "Y": 0.0005335047831996485 + }, + { + "X": 16.2, + "Y": 0.0005607099351321832 + }, + { + "X": 16.3, + "Y": 0 + }, + { + "X": 16.400000000000002, + "Y": 0.0006011113365011508 + }, + { + "X": 16.5, + "Y": 0.0006558745411511613 + }, + { + "X": 16.6, + "Y": 0 + }, + { + "X": 16.7, + "Y": 0.000726407272966482 + }, + { + "X": 16.8, + "Y": 0 + }, + { + "X": 16.900000000000002, + "Y": 0.0008141722022182559 + }, + { + "X": 17, + "Y": 0.0009204108174068763 + }, + { + "X": 17.1, + "Y": 0 + }, + { + "X": 17.2, + "Y": 0.0010457619300073022 + }, + { + "X": 17.3, + "Y": 0.0011897784691130646 + }, + { + "X": 17.400000000000002, + "Y": 0 + }, + { + "X": 17.5, + "Y": 0.0013503812612617446 + }, + { + "X": 17.6, + "Y": 0.0015233365030816344 + }, + { + "X": 17.7, + "Y": 0 + }, + { + "X": 17.8, + "Y": 0.0017018942662864515 + }, + { + "X": 17.900000000000002, + "Y": 0.0018767582502326869 + }, + { + "X": 18, + "Y": 0 + }, + { + "X": 18.1, + "Y": 0.0020365454489922915 + }, + { + "X": 18.2, + "Y": 0 + }, + { + "X": 18.3, + "Y": 0.002168816633316807 + }, + { + "X": 18.400000000000002, + "Y": 0.0022616139288856394 + }, + { + "X": 18.5, + "Y": 0 + }, + { + "X": 18.6, + "Y": 0.002305263703786688 + }, + { + "X": 18.7, + "Y": 0.002294056566030617 + }, + { + "X": 18.8, + "Y": 0 + }, + { + "X": 18.900000000000002, + "Y": 0.0022273741829151312 + }, + { + "X": 19, + "Y": 0.0021099366662723574 + }, + { + "X": 19.1, + "Y": 0 + }, + { + "X": 19.200000000000003, + "Y": 0.0019510745222390542 + }, + { + "X": 19.3, + "Y": 0 + }, + { + "X": 19.400000000000002, + "Y": 0.0017632040272647215 + }, + { + "X": 19.5, + "Y": 0.0015598976078350345 + }, + { + "X": 19.6, + "Y": 0 + }, + { + "X": 19.700000000000003, + "Y": 0.0013540129035337185 + }, + { + "X": 19.8, + "Y": 0.0011562628868415216 + }, + { + "X": 19.900000000000002, + "Y": 0 + }, + { + "X": 20, + "Y": 0.0009744269454590605 + }, + { + "X": 20.1, + "Y": 0.0008132022213417568 + }, + { + "X": 20.200000000000003, + "Y": 0 + }, + { + "X": 20.3, + "Y": 0.0006745464473741481 + }, + { + "X": 20.400000000000002, + "Y": 0 + }, + { + "X": 20.5, + "Y": 0.0005582997307157207 + }, + { + "X": 20.6, + "Y": 0.00046288497565384905 + }, + { + "X": 20.700000000000003, + "Y": 0 + }, + { + "X": 20.8, + "Y": 0.00038594381192061546 + }, + { + "X": 20.900000000000002, + "Y": 0.0003248333896982564 + }, + { + "X": 21, + "Y": 0 + }, + { + "X": 21.1, + "Y": 0.0002769661708154886 + }, + { + "X": 21.200000000000003, + "Y": 0.00024001059308228822 + }, + { + "X": 21.3, + "Y": 0 + }, + { + "X": 21.400000000000002, + "Y": 0.00021198624970821255 + }, + { + "X": 21.5, + "Y": 0 + }, + { + "X": 21.6, + "Y": 0.0001912889626783429 + }, + { + "X": 21.700000000000003, + "Y": 0.00017667540344558765 + }, + { + "X": 21.8, + "Y": 0 + }, + { + "X": 21.900000000000002, + "Y": 0.00016722869218326332 + }, + { + "X": 22, + "Y": 0.00016231855063334393 + }, + { + "X": 22.1, + "Y": 0 + }, + { + "X": 22.200000000000003, + "Y": 0.00016156325192117162 + }, + { + "X": 22.3, + "Y": 0 + }, + { + "X": 22.400000000000002, + "Y": 0.00016479590935456154 + }, + { + "X": 22.5, + "Y": 0.00017203419186391047 + }, + { + "X": 22.6, + "Y": 0 + }, + { + "X": 22.700000000000003, + "Y": 0.00018344985998981596 + }, + { + "X": 22.8, + "Y": 0.00019933224004266612 + }, + { + "X": 22.900000000000002, + "Y": 0 + }, + { + "X": 23, + "Y": 0.0002200378728378674 + }, + { + "X": 23.1, + "Y": 0 + }, + { + "X": 23.200000000000003, + "Y": 0.0002459175372595356 + }, + { + "X": 23.3, + "Y": 0.00027721268044805125 + }, + { + "X": 23.400000000000002, + "Y": 0 + }, + { + "X": 23.5, + "Y": 0.00031391750884478823 + }, + { + "X": 23.6, + "Y": 0 + }, + { + "X": 23.700000000000003, + "Y": 0.0003556121821621361 + }, + { + "X": 23.8, + "Y": 0.00040128731671940337 + }, + { + "X": 23.900000000000002, + "Y": 0 + }, + { + "X": 24, + "Y": 0.00044919847781439194 + }, + { + "X": 24.1, + "Y": 0.0004968057886739866 + }, + { + "X": 24.200000000000003, + "Y": 0 + }, + { + "X": 24.3, + "Y": 0.0005408586551082364 + }, + { + "X": 24.400000000000002, + "Y": 0 + }, + { + "X": 24.5, + "Y": 0.0005776684984681303 + }, + { + "X": 24.6, + "Y": 0.0006035682283450943 + }, + { + "X": 24.700000000000003, + "Y": 0 + }, + { + "X": 24.8, + "Y": 0.0006154931792359147 + }, + { + "X": 24.900000000000002, + "Y": 0 + }, + { + "X": 25, + "Y": 0.0006115564517402651 + }, + { + "X": 25.1, + "Y": 0.0005914622605069727 + }, + { + "X": 25.200000000000003, + "Y": 0 + }, + { + "X": 25.3, + "Y": 0.0005566267665298914 + }, + { + "X": 25.400000000000002, + "Y": 0 + }, + { + "X": 25.5, + "Y": 0.0005099560957160369 + }, + { + "X": 25.6, + "Y": 0.00045533665673477055 + }, + { + "X": 25.700000000000003, + "Y": 0 + }, + { + "X": 25.8, + "Y": 0.0003969790301556983 + }, + { + "X": 25.900000000000002, + "Y": 0 + }, + { + "X": 26, + "Y": 0.00033878790299754274 + }, + { + "X": 26.1, + "Y": 0.0002838989221144142 + }, + { + "X": 26.200000000000003, + "Y": 0 + }, + { + "X": 26.3, + "Y": 0.000234450554821507 + }, + { + "X": 26.400000000000002, + "Y": 0 + }, + { + "X": 26.5, + "Y": 0.0001915808008003625 + }, + { + "X": 26.6, + "Y": 0.0001555845261923551 + }, + { + "X": 26.700000000000003, + "Y": 0 + }, + { + "X": 26.8, + "Y": 0.0001261487593743184 + }, + { + "X": 26.900000000000002, + "Y": 0 + }, + { + "X": 27, + "Y": 0.00010259445019339419 + }, + { + "X": 27.1, + "Y": 8.407922848336738e-05 + }, + { + "X": 27.200000000000003, + "Y": 0 + }, + { + "X": 27.3, + "Y": 6.974261840723488e-05 + }, + { + "X": 27.400000000000002, + "Y": 0 + }, + { + "X": 27.5, + "Y": 5.879481235799708e-05 + }, + { + "X": 27.6, + "Y": 5.0560456426284555e-05 + }, + { + "X": 27.700000000000003, + "Y": 0 + }, + { + "X": 27.8, + "Y": 4.449175919134204e-05 + }, + { + "X": 27.900000000000002, + "Y": 0 + }, + { + "X": 28, + "Y": 4.016366984390197e-05 + }, + { + "X": 28.1, + "Y": 3.726054221417976e-05 + }, + { + "X": 28.200000000000003, + "Y": 0 + }, + { + "X": 28.3, + "Y": 3.556027270886856e-05 + }, + { + "X": 28.400000000000002, + "Y": 0 + }, + { + "X": 28.5, + "Y": 3.491911348063536e-05 + }, + { + "X": 28.6, + "Y": 3.5258355718634744e-05 + }, + { + "X": 28.700000000000003, + "Y": 0 + }, + { + "X": 28.8, + "Y": 3.655270018274306e-05 + }, + { + "X": 28.900000000000002, + "Y": 0 + }, + { + "X": 29, + "Y": 3.881915839542137e-05 + }, + { + "X": 29.1, + "Y": 0 + }, + { + "X": 29.200000000000003, + "Y": 4.210459015036061e-05 + }, + { + "X": 29.3, + "Y": 4.6469450239299096e-05 + }, + { + "X": 29.400000000000002, + "Y": 0 + }, + { + "X": 29.5, + "Y": 5.196515408430041e-05 + }, + { + "X": 29.6, + "Y": 0 + }, + { + "X": 29.700000000000003, + "Y": 5.860306481535864e-05 + }, + { + "X": 29.8, + "Y": 0 + }, + { + "X": 29.900000000000002, + "Y": 6.631499830617251e-05 + }, + { + "X": 30, + "Y": 7.490879444586231e-05 + }, + { + "X": 30.1, + "Y": 0 + }, + { + "X": 30.200000000000003, + "Y": 8.402778960743666e-05 + }, + { + "X": 30.3, + "Y": 0 + }, + { + "X": 30.400000000000002, + "Y": 9.312861997440869e-05 + }, + { + "X": 30.5, + "Y": 0 + }, + { + "X": 30.6, + "Y": 0.00010149482443056714 + }, + { + "X": 30.700000000000003, + "Y": 0.00010830044030317912 + }, + { + "X": 30.8, + "Y": 0 + }, + { + "X": 30.900000000000002, + "Y": 0.00011272561066954198 + }, + { + "X": 31, + "Y": 0 + }, + { + "X": 31.1, + "Y": 0.00011410663108855444 + }, + { + "X": 31.200000000000003, + "Y": 0 + }, + { + "X": 31.3, + "Y": 0.00011208305442781912 + }, + { + "X": 31.400000000000002, + "Y": 0.00010669528293337102 + }, + { + "X": 31.5, + "Y": 0 + }, + { + "X": 31.6, + "Y": 9.83958194036935e-05 + }, + { + "X": 31.700000000000003, + "Y": 0 + }, + { + "X": 31.8, + "Y": 8.796508658355505e-05 + }, + { + "X": 31.900000000000002, + "Y": 0 + }, + { + "X": 32, + "Y": 7.635664277871499e-05 + }, + { + "X": 32.1, + "Y": 6.452023379830694e-05 + }, + { + "X": 32.2, + "Y": 0 + }, + { + "X": 32.300000000000004, + "Y": 5.325350281168712e-05 + }, + { + "X": 32.4, + "Y": 0 + }, + { + "X": 32.5, + "Y": 4.3115497901275164e-05 + }, + { + "X": 32.6, + "Y": 0 + }, + { + "X": 32.7, + "Y": 3.44086416679338e-05 + }, + { + "X": 32.800000000000004, + "Y": 0 + }, + { + "X": 32.9, + "Y": 2.721377892398448e-05 + }, + { + "X": 33, + "Y": 2.1452885574149294e-05 + }, + { + "X": 33.1, + "Y": 0 + }, + { + "X": 33.2, + "Y": 1.6955773267985623e-05 + }, + { + "X": 33.300000000000004, + "Y": 0 + }, + { + "X": 33.4, + "Y": 1.3515499615132994e-05 + }, + { + "X": 33.5, + "Y": 0 + }, + { + "X": 33.6, + "Y": 1.0926483703025982e-05 + }, + { + "X": 33.7, + "Y": 0 + }, + { + "X": 33.800000000000004, + "Y": 9.006044352752509e-06 + }, + { + "X": 33.9, + "Y": 0 + }, + { + "X": 34, + "Y": 7.6033635941362975e-06 + }, + { + "X": 34.1, + "Y": 6.600501760677523e-06 + }, + { + "X": 34.2, + "Y": 0 + }, + { + "X": 34.300000000000004, + "Y": 5.9092876708154385e-06 + }, + { + "X": 34.4, + "Y": 0 + }, + { + "X": 34.5, + "Y": 5.46666939873556e-06 + }, + { + "X": 34.6, + "Y": 0 + }, + { + "X": 34.7, + "Y": 5.22998641118898e-06 + }, + { + "X": 34.800000000000004, + "Y": 0 + }, + { + "X": 34.9, + "Y": 5.172800326910869e-06 + }, + { + "X": 35, + "Y": 0 + }, + { + "X": 35.1, + "Y": 5.2813858707310315e-06 + }, + { + "X": 35.2, + "Y": 0 + }, + { + "X": 35.300000000000004, + "Y": 5.551649912804907e-06 + }, + { + "X": 35.4, + "Y": 5.986033213011323e-06 + }, + { + "X": 35.5, + "Y": 0 + }, + { + "X": 35.6, + "Y": 6.589819020744834e-06 + }, + { + "X": 35.7, + "Y": 0 + }, + { + "X": 35.800000000000004, + "Y": 7.366252625750508e-06 + }, + { + "X": 35.9, + "Y": 0 + }, + { + "X": 36, + "Y": 8.310065717286388e-06 + }, + { + "X": 36.1, + "Y": 0 + }, + { + "X": 36.2, + "Y": 9.3995441958341e-06 + }, + { + "X": 36.300000000000004, + "Y": 0 + }, + { + "X": 36.4, + "Y": 1.0588277185674356e-05 + }, + { + "X": 36.5, + "Y": 0 + }, + { + "X": 36.6, + "Y": 1.179905832428253e-05 + }, + { + "X": 36.7, + "Y": 0 + }, + { + "X": 36.800000000000004, + "Y": 1.2923547917735554e-05 + }, + { + "X": 36.9, + "Y": 0 + }, + { + "X": 37, + "Y": 1.3831294178266903e-05 + }, + { + "X": 37.1, + "Y": 1.4389597268644513e-05 + }, + { + "X": 37.2, + "Y": 0 + }, + { + "X": 37.300000000000004, + "Y": 1.4491390346643481e-05 + }, + { + "X": 37.4, + "Y": 0 + }, + { + "X": 37.5, + "Y": 1.4083366707643227e-05 + }, + { + "X": 37.6, + "Y": 0 + }, + { + "X": 37.7, + "Y": 1.318394911902707e-05 + }, + { + "X": 37.800000000000004, + "Y": 0 + }, + { + "X": 37.9, + "Y": 1.1882926742821027e-05 + }, + { + "X": 38, + "Y": 0 + }, + { + "X": 38.1, + "Y": 1.0321540492653226e-05 + }, + { + "X": 38.2, + "Y": 0 + }, + { + "X": 38.300000000000004, + "Y": 8.6600019430947e-06 + }, + { + "X": 38.400000000000006, + "Y": 0 + }, + { + "X": 38.5, + "Y": 7.0441961985872e-06 + }, + { + "X": 38.6, + "Y": 0 + }, + { + "X": 38.7, + "Y": 5.5821520018374805e-06 + }, + { + "X": 38.800000000000004, + "Y": 0 + }, + { + "X": 38.900000000000006, + "Y": 4.335144145714251e-06 + }, + { + "X": 39, + "Y": 0 + }, + { + "X": 39.1, + "Y": 3.3218456678758074e-06 + }, + { + "X": 39.2, + "Y": 0 + }, + { + "X": 39.300000000000004, + "Y": 2.5300653536327066e-06 + }, + { + "X": 39.400000000000006, + "Y": 0 + }, + { + "X": 39.5, + "Y": 1.9301997288640287e-06 + }, + { + "X": 39.6, + "Y": 0 + }, + { + "X": 39.7, + "Y": 1.4864252812999445e-06 + }, + { + "X": 39.800000000000004, + "Y": 0 + }, + { + "X": 39.900000000000006, + "Y": 1.1640818195880933e-06 + }, + { + "X": 40, + "Y": 0 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- in fact, we can add arbitrary factors to the \"graph\"\n", + "model3 :: Measure Real\n", + "model3 = do\n", + "\n", + " x <- normal 0 10\n", + " factor $ Exp (cos x )\n", + " return x\n", + "\n", + "plotVega $ histogram 800 0.1 model3" + ] + }, + { + "cell_type": "markdown", + "id": "1ac17e37-46bd-4469-8a8e-b78ec56565e9", + "metadata": {}, + "source": [ + "# Making use of laziness\n", + "\n", + "We can use laziness to specify distributions over infinite lists (and other infinite structures) which we subsequently marginalize to finite distributions, but only as a final step." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "b6de8e6f-a6be-4287-ad43-969051558195", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.45183909465222627,0.8074186434579311,0.730350161885299,6.352777832006962e-2]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import qualified Control.Monad.Bayes.Sampler.Lazy as L\n", + "\n", + "-- all the elements of the support are infinite lists. Yikes!\n", + "infiniteListDistribution :: Distribution [Real]\n", + "infiniteListDistribution = do\n", + " x <- random\n", + " fmap (x :) infiniteListDistribution\n", + "\n", + "-- x is an infinite list, drawn at random!\n", + "infiniteList <- L.sample infiniteListDistribution\n", + "-- take the first four elements\n", + "take 4 infiniteList" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "a126a0d8-9dac-4720-891e-4a15195c1755", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9182056070270405,4.200877821885529e-2,0.9633448686258755,0.6540031820992496]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- or use fmap to directly obtain a distribution over finite lists \n", + "finiteListDistribution :: Distribution [Real]\n", + "finiteListDistribution = fmap (take 4) infiniteListDistribution\n", + "\n", + "L.sample finiteListDistribution" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "b6e04392-4256-411b-a581-e042570d9824", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1.4690753397188483,1.2841891533542422,0.48988832547910144,0.8318796414908216]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interestingInfiniteListDistribution = do\n", + " i1 <- infiniteListDistribution\n", + " i2 <- infiniteListDistribution\n", + " return (zipWith (+) i1 (tail i2))\n", + "\n", + "\n", + "L.sample (fmap (take 4) interestingInfiniteListDistribution)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a78b93c8-dfe6-4e17-9c35-5383e9c1a568", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 (-2.8460842765943954e-3) (-1.5754468441311727e-2),V2 9.91502562264479e-3 (-2.6894296308489257e-2),V2 1.6882001536142836e-2 (-2.4855887415329417e-2),V2 5.0496205366172674e-3 (-1.5198674955383825e-2)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- kernel :: MonadSample m => V2 Real -> Distribution (V2 Real)\n", + "kernel (V2 x y) = do\n", + " newX <- normal x 0.01\n", + " newY <- normal y 0.01\n", + " return (V2 newX newY)\n", + "\n", + "randomWalk :: Distribution [V2 Real]\n", + "randomWalk = unfoldrM (fmap (Just . (\\x -> (x,x))) . kernel) 0\n", + "\n", + "\n", + "x <- L.sample randomWalk\n", + "\n", + "take 4 x" + ] + }, + { + "cell_type": "markdown", + "id": "30efd73d-7765-445d-bb13-b4711a49fdeb", + "metadata": {}, + "source": [ + "# Manipulating `randomWalk`\n", + "\n", + "Given any function on lists of 2D vectors, we can use that function to transform `randomWalk`. As a neat example, let's introduce the type `Diagram` of diagrams, which are renderable and composable images:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "dad96559-9ddd-4639-aebf-358484e2fe85", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "circ = D.circle 1 # D.frame 1 :: Diagram \n", + "displayDiagram circ" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "30dec92a-0aea-4730-a688-569575104d7c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram $ (circ <> circ # D.translateX 1)" + ] + }, + { + "cell_type": "markdown", + "id": "f5c717a2-879d-4b2e-9fdf-128073bcfc8e", + "metadata": {}, + "source": [ + "# A distribution over diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "96c8492b-4ee4-4261-bd8b-6eff5ebdfec5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "simpleDiagramDistribution :: Distribution Diagram\n", + "simpleDiagramDistribution = uniformD [D.circle 1, D.rect 1 1]\n", + "\n", + "x <- sampleIO simpleDiagramDistribution\n", + "displayDiagram x" + ] + }, + { + "cell_type": "markdown", + "id": "9a4cf190-7046-4903-adce-923fd5908de1", + "metadata": {}, + "source": [ + "# Transforming `randomWalk` into a distribution over diagrams\n", + "\n", + "We can now create a more interesting distribution over diagrams, by transforming `randomWalk` " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a621a66f-0a83-48f9-a693-243b504673c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "convertPointToDiagram :: V2 Real -> Diagram\n", + "convertPointToDiagram point = D.circle 0.001 # D.translate point\n", + "\n", + "convertListofNPointsToDiagram :: Int -> [V2 Real] -> Diagram\n", + "convertListofNPointsToDiagram n = mconcat . take n . fmap convertPointToDiagram\n", + "\n", + "diagramList :: Distribution Diagram\n", + "diagramList = fmap (convertListofNPointsToDiagram 10000) randomWalk\n", + "\n", + "d <- L.sample diagramList\n", + "displayDiagram d" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b41c4ad5-2b60-413b-ad6d-89f029281c4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "randomWalk2 = fmap (scanl (+) 0) randomWalk\n", + "\n", + "d <- L.sample $ fmap (convertListofNPointsToDiagram 100) randomWalk2\n", + "displayDiagram d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a7db37a-b92a-407b-8a25-9191af6a86f7", + "metadata": {}, + "outputs": [], + "source": [ + "-- randomWalk3 = D.liftA2 (zipWith (+)) randomWalk (tail <$> randomWalk)\n", + "\n", + "-- d <- L.sample $ fmap (convertListofNPointsToDiagram 10000) randomWalk3\n", + "-- displayDiagram d" + ] + }, + { + "cell_type": "markdown", + "id": "263e4112-d89e-4437-b312-665d2125686f", + "metadata": {}, + "source": [ + "# Distribution over JSONs" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "fdaa783e-5762-456c-9d39-256b9292ad86", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + ":e BlockArguments\n", + ":e LambdaCase\n", + ":e OverloadedStrings\n", + "\n", + "import Data.Aeson.Lens\n", + "import Control.Lens hiding (nth, (#))\n", + "import Data.Aeson\n", + "import Data.Maybe (fromMaybe)\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Sampler\n", + "import Data.Monoid " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f94cc93-e12f-459c-adfd-82c5ce147b8f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Object\n", + " ( fromList\n", + " [\n", + " ( \"address\"\n", + " , Object\n", + " ( fromList\n", + " [\n", + " ( \"id\"\n", + " , Number 5.4\n", + " )\n", + " ,\n", + " ( \"streetAddress\"\n", + " , String \"21 2nd Street\"\n", + " )\n", + " ]\n", + " )\n", + " )\n", + " ,\n", + " ( \"age\"\n", + " , Number 27.0\n", + " )\n", + " ,\n", + " ( \"height\"\n", + " , Number 1.5\n", + " )\n", + " ,\n", + " ( \"isAlive\"\n", + " , Bool True\n", + " )\n", + " ,\n", + " ( \"name\"\n", + " , String \"John\"\n", + " )\n", + " ]\n", + " )" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import qualified Data.ByteString.Lazy as B\n", + "import Text.Pretty.Simple\n", + "\n", + "json <- fromMaybe undefined . decode <$> B.readFile \"file.json\" :: IO Value\n", + "\n", + "\n", + "pPrint json" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d1b8729a-ff56-40c7-95f3-2159f3452b38", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "-- noisifyString :: T.Text -> Distribution T.Text\n", + "noisifyString t = fmap T.pack $ forM (T.unpack t) $ \\letter -> do\n", + " x <- bernoulli 0.2\n", + " if x then uniformD \"abcdefghijklmnopqrstuvwxyz\" else return letter\n", + "\n", + "jsonDist :: Distribution Value\n", + "jsonDist = \n", + " ((transformM . _Double) (\\case x -> normal x 0.001) >=>\n", + " (transformM . _Bool) (\\case x -> bernoulli 0.9 ) >=>\n", + " (transformM . _String) noisifyString\n", + " )\n", + " \n", + " json" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a953c09c-9d16-4cf8-a6e0-a9d2b32d556b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Object\n", + " ( fromList\n", + " [\n", + " ( \"address\"\n", + " , Object\n", + " ( fromList\n", + " [\n", + " ( \"id\"\n", + " , Number 5.399309290336649524988388293422758579254150390625\n", + " )\n", + " ,\n", + " ( \"streetAddress\"\n", + " , String \"21 rnk Sqreet\"\n", + " )\n", + " ]\n", + " )\n", + " )\n", + " ,\n", + " ( \"age\"\n", + " , Number 27.001077265144541428298907703720033168792724609375\n", + " )\n", + " ,\n", + " ( \"height\"\n", + " , Number 1.50019777377331475776145452982746064662933349609375\n", + " )\n", + " ,\n", + " ( \"isAlive\"\n", + " , Bool True\n", + " )\n", + " ,\n", + " ( \"name\"\n", + " , String \"iohn\"\n", + " )\n", + " ]\n", + " )" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x <- sampleIO jsonDist\n", + "pPrint x" + ] + }, + { + "cell_type": "markdown", + "id": "63866c03-47a1-4725-94ce-ef79b8a655ff", + "metadata": {}, + "source": [ + "# Ising Model\n", + "\n", + "See demo" + ] + }, + { + "cell_type": "markdown", + "id": "0dec6ffe-b11c-4b92-b470-977897bb2a71", + "metadata": {}, + "source": [ + "## Applications of probabilistic programming to Bayesian statistics\n", + "\n", + "An obvious application of probabilistic programming is to describe statistical models and perform Bayesian inference. Here are two typical cases.\n" + ] + }, + { + "cell_type": "markdown", + "id": "aef4963d-e2d2-453f-a5c6-148220a5dd1b", + "metadata": {}, + "source": [ + "### Regression\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "313043fe-8c6d-41f9-847d-ceac4181f3a4", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"True\"", + "X": -10, + "Y": -2.521234491836898 + }, + { + "Outlier": "\"False\"", + "X": -9.9, + "Y": 33.66762463774578 + }, + { + "Outlier": "\"False\"", + "X": -9.8, + "Y": 30.941128735648093 + }, + { + "Outlier": "\"False\"", + "X": -9.700000000000001, + "Y": 43.18388328274017 + }, + { + "Outlier": "\"False\"", + "X": -9.600000000000001, + "Y": 34.30332250038667 + }, + { + "Outlier": "\"True\"", + "X": -9.500000000000002, + "Y": 21.718114769732157 + }, + { + "Outlier": "\"False\"", + "X": -9.400000000000002, + "Y": 38.453133046281295 + }, + { + "Outlier": "\"False\"", + "X": -9.300000000000002, + "Y": 44.2966884898933 + }, + { + "Outlier": "\"False\"", + "X": -9.200000000000003, + "Y": 33.999900017557735 + }, + { + "Outlier": "\"True\"", + "X": -9.100000000000003, + "Y": -13.755720847406922 + }, + { + "Outlier": "\"False\"", + "X": -9.000000000000004, + "Y": 28.69643089389471 + }, + { + "Outlier": "\"False\"", + "X": -8.900000000000004, + "Y": 32.782787485871 + }, + { + "Outlier": "\"False\"", + "X": -8.800000000000004, + "Y": 23.385513009874693 + }, + { + "Outlier": "\"False\"", + "X": -8.700000000000005, + "Y": 37.32579022445634 + }, + { + "Outlier": "\"True\"", + "X": -8.600000000000005, + "Y": 21.209522912272885 + }, + { + "Outlier": "\"False\"", + "X": -8.500000000000005, + "Y": 36.31379776731327 + }, + { + "Outlier": "\"True\"", + "X": -8.400000000000006, + "Y": 30.127415054316845 + }, + { + "Outlier": "\"False\"", + "X": -8.300000000000006, + "Y": 34.652269827865 + }, + { + "Outlier": "\"False\"", + "X": -8.200000000000006, + "Y": 33.334227027773856 + }, + { + "Outlier": "\"False\"", + "X": -8.100000000000007, + "Y": 31.977705612644193 + }, + { + "Outlier": "\"False\"", + "X": -8.000000000000007, + "Y": 20.23028871476395 + }, + { + "Outlier": "\"True\"", + "X": -7.9000000000000075, + "Y": 1.3254369926330278 + }, + { + "Outlier": "\"False\"", + "X": -7.800000000000008, + "Y": 31.34482802907794 + }, + { + "Outlier": "\"True\"", + "X": -7.700000000000008, + "Y": -7.583413175043844 + }, + { + "Outlier": "\"False\"", + "X": -7.6000000000000085, + "Y": 26.549077378548166 + }, + { + "Outlier": "\"False\"", + "X": -7.500000000000009, + "Y": 24.88405750759474 + }, + { + "Outlier": "\"False\"", + "X": -7.400000000000009, + "Y": 28.01005841160287 + }, + { + "Outlier": "\"False\"", + "X": -7.30000000000001, + "Y": 25.509049569934064 + }, + { + "Outlier": "\"False\"", + "X": -7.20000000000001, + "Y": 26.8897179854494 + }, + { + "Outlier": "\"False\"", + "X": -7.10000000000001, + "Y": 29.402224710405946 + }, + { + "Outlier": "\"False\"", + "X": -7.000000000000011, + "Y": 30.840285429863744 + }, + { + "Outlier": "\"True\"", + "X": -6.900000000000011, + "Y": -28.39230800017263 + }, + { + "Outlier": "\"False\"", + "X": -6.800000000000011, + "Y": 24.489152231131943 + }, + { + "Outlier": "\"False\"", + "X": -6.700000000000012, + "Y": 31.471518794081135 + }, + { + "Outlier": "\"True\"", + "X": -6.600000000000012, + "Y": 10.479809459457055 + }, + { + "Outlier": "\"False\"", + "X": -6.500000000000012, + "Y": 27.932028424645623 + }, + { + "Outlier": "\"False\"", + "X": -6.400000000000013, + "Y": 30.87122148986769 + }, + { + "Outlier": "\"False\"", + "X": -6.300000000000013, + "Y": 30.6242587448439 + }, + { + "Outlier": "\"False\"", + "X": -6.2000000000000135, + "Y": 25.89790656582039 + }, + { + "Outlier": "\"True\"", + "X": -6.100000000000014, + "Y": 0.5479742283234765 + }, + { + "Outlier": "\"False\"", + "X": -6.000000000000014, + "Y": 22.44673441710733 + }, + { + "Outlier": "\"False\"", + "X": -5.900000000000015, + "Y": 22.508956006189894 + }, + { + "Outlier": "\"False\"", + "X": -5.800000000000015, + "Y": 14.476533032980146 + }, + { + "Outlier": "\"False\"", + "X": -5.700000000000015, + "Y": 16.084710448495912 + }, + { + "Outlier": "\"False\"", + "X": -5.600000000000016, + "Y": 16.374441414269917 + }, + { + "Outlier": "\"True\"", + "X": -5.500000000000016, + "Y": 25.726496546899146 + }, + { + "Outlier": "\"False\"", + "X": -5.400000000000016, + "Y": 19.843779539855365 + }, + { + "Outlier": "\"False\"", + "X": -5.300000000000017, + "Y": 23.460265533919802 + }, + { + "Outlier": "\"False\"", + "X": -5.200000000000017, + "Y": 25.03798898673922 + }, + { + "Outlier": "\"True\"", + "X": -5.100000000000017, + "Y": -9.523191338674229 + }, + { + "Outlier": "\"False\"", + "X": -5.000000000000018, + "Y": 26.206681376702296 + }, + { + "Outlier": "\"False\"", + "X": -4.900000000000018, + "Y": 30.08131642670562 + }, + { + "Outlier": "\"False\"", + "X": -4.8000000000000185, + "Y": 26.853933605747006 + }, + { + "Outlier": "\"True\"", + "X": -4.700000000000019, + "Y": -0.6823323610830885 + }, + { + "Outlier": "\"True\"", + "X": -4.600000000000019, + "Y": 2.9649289118444173 + }, + { + "Outlier": "\"False\"", + "X": -4.5000000000000195, + "Y": 17.00422618558647 + }, + { + "Outlier": "\"False\"", + "X": -4.40000000000002, + "Y": 17.089248810377857 + }, + { + "Outlier": "\"False\"", + "X": -4.30000000000002, + "Y": 21.266240518007635 + }, + { + "Outlier": "\"False\"", + "X": -4.200000000000021, + "Y": 18.74976479106057 + }, + { + "Outlier": "\"False\"", + "X": -4.100000000000021, + "Y": 13.902949980496466 + }, + { + "Outlier": "\"False\"", + "X": -4.000000000000021, + "Y": 15.362617568541054 + }, + { + "Outlier": "\"False\"", + "X": -3.9000000000000217, + "Y": 23.827682438231875 + }, + { + "Outlier": "\"True\"", + "X": -3.800000000000022, + "Y": -17.80455292054352 + }, + { + "Outlier": "\"False\"", + "X": -3.7000000000000224, + "Y": 20.741822991209013 + }, + { + "Outlier": "\"False\"", + "X": -3.6000000000000227, + "Y": 16.352349098102163 + }, + { + "Outlier": "\"False\"", + "X": -3.500000000000023, + "Y": 15.366723272171706 + }, + { + "Outlier": "\"False\"", + "X": -3.4000000000000234, + "Y": 5.636264016576911 + }, + { + "Outlier": "\"False\"", + "X": -3.300000000000024, + "Y": 11.500376419667715 + }, + { + "Outlier": "\"False\"", + "X": -3.200000000000024, + "Y": 15.046224458462667 + }, + { + "Outlier": "\"True\"", + "X": -3.1000000000000245, + "Y": -21.979946965155662 + }, + { + "Outlier": "\"False\"", + "X": -3.000000000000025, + "Y": 13.34676269990125 + }, + { + "Outlier": "\"True\"", + "X": -2.9000000000000252, + "Y": -5.809886295726887 + }, + { + "Outlier": "\"False\"", + "X": -2.8000000000000256, + "Y": 9.671345794322532 + }, + { + "Outlier": "\"True\"", + "X": -2.700000000000026, + "Y": -0.2791747814301354 + }, + { + "Outlier": "\"False\"", + "X": -2.6000000000000263, + "Y": 11.515177725648577 + }, + { + "Outlier": "\"True\"", + "X": -2.5000000000000266, + "Y": -0.8730342312852736 + }, + { + "Outlier": "\"True\"", + "X": -2.400000000000027, + "Y": 5.055704668335648 + }, + { + "Outlier": "\"False\"", + "X": -2.3000000000000274, + "Y": 13.931790358608284 + }, + { + "Outlier": "\"False\"", + "X": -2.2000000000000277, + "Y": 12.658962003883719 + }, + { + "Outlier": "\"False\"", + "X": -2.100000000000028, + "Y": 10.60324088211091 + }, + { + "Outlier": "\"False\"", + "X": -2.0000000000000284, + "Y": 16.032395585319637 + }, + { + "Outlier": "\"False\"", + "X": -1.9000000000000288, + "Y": 7.911061850236938 + }, + { + "Outlier": "\"False\"", + "X": -1.8000000000000291, + "Y": 8.92201332593047 + }, + { + "Outlier": "\"False\"", + "X": -1.7000000000000295, + "Y": 7.865204108959377 + }, + { + "Outlier": "\"False\"", + "X": -1.6000000000000298, + "Y": 0.8328246489365556 + }, + { + "Outlier": "\"False\"", + "X": -1.5000000000000302, + "Y": 3.1730400156639167 + }, + { + "Outlier": "\"True\"", + "X": -1.4000000000000306, + "Y": -21.17291849671105 + }, + { + "Outlier": "\"True\"", + "X": -1.300000000000031, + "Y": 52.34675095300174 + }, + { + "Outlier": "\"False\"", + "X": -1.2000000000000313, + "Y": 11.334684834870968 + }, + { + "Outlier": "\"True\"", + "X": -1.1000000000000316, + "Y": -19.28137172938182 + }, + { + "Outlier": "\"False\"", + "X": -1.000000000000032, + "Y": 4.758235476484744 + }, + { + "Outlier": "\"False\"", + "X": -0.9000000000000323, + "Y": -0.32360369101181785 + }, + { + "Outlier": "\"False\"", + "X": -0.8000000000000327, + "Y": 4.817136413111875 + }, + { + "Outlier": "\"False\"", + "X": -0.700000000000033, + "Y": 3.4240974050377653 + }, + { + "Outlier": "\"False\"", + "X": -0.6000000000000334, + "Y": 7.081297508294989 + }, + { + "Outlier": "\"False\"", + "X": -0.5000000000000338, + "Y": -10.055233128482467 + }, + { + "Outlier": "\"True\"", + "X": -0.4000000000000341, + "Y": 9.00654633879142 + }, + { + "Outlier": "\"False\"", + "X": -0.30000000000003446, + "Y": 5.172393728540415 + }, + { + "Outlier": "\"True\"", + "X": -0.20000000000003482, + "Y": 9.785458568911093 + }, + { + "Outlier": "\"False\"", + "X": -0.10000000000003517, + "Y": 7.598563879017182 + }, + { + "Outlier": "\"True\"", + "X": -3.552713678800501e-14, + "Y": 5.487247935254752 + }, + { + "Outlier": "\"False\"", + "X": 0.09999999999996412, + "Y": 0.19974821379790086 + }, + { + "Outlier": "\"False\"", + "X": 0.19999999999996376, + "Y": -7.249846329458409 + }, + { + "Outlier": "\"False\"", + "X": 0.2999999999999634, + "Y": 7.579883714396522 + }, + { + "Outlier": "\"False\"", + "X": 0.39999999999996305, + "Y": 1.8584911150544507 + }, + { + "Outlier": "\"True\"", + "X": 0.4999999999999627, + "Y": -2.794066957652075 + }, + { + "Outlier": "\"False\"", + "X": 0.5999999999999623, + "Y": 0.35167770890428773 + }, + { + "Outlier": "\"True\"", + "X": 0.699999999999962, + "Y": 1.9852879542151132 + }, + { + "Outlier": "\"True\"", + "X": 0.7999999999999616, + "Y": -1.842165738760618 + }, + { + "Outlier": "\"True\"", + "X": 0.8999999999999613, + "Y": -12.588776612448756 + }, + { + "Outlier": "\"False\"", + "X": 0.9999999999999609, + "Y": -4.251742105870001 + }, + { + "Outlier": "\"False\"", + "X": 1.0999999999999606, + "Y": -17.273636610080317 + }, + { + "Outlier": "\"True\"", + "X": 1.1999999999999602, + "Y": 5.68975005029962 + }, + { + "Outlier": "\"True\"", + "X": 1.2999999999999599, + "Y": 6.064884403004088 + }, + { + "Outlier": "\"False\"", + "X": 1.3999999999999595, + "Y": -4.04164344496236 + }, + { + "Outlier": "\"True\"", + "X": 1.4999999999999591, + "Y": 4.051796671307383 + }, + { + "Outlier": "\"False\"", + "X": 1.5999999999999588, + "Y": -4.617690389375607 + }, + { + "Outlier": "\"False\"", + "X": 1.6999999999999584, + "Y": -2.201861725310301 + }, + { + "Outlier": "\"False\"", + "X": 1.799999999999958, + "Y": -12.29772648304615 + }, + { + "Outlier": "\"False\"", + "X": 1.8999999999999577, + "Y": -4.581723616014593 + }, + { + "Outlier": "\"False\"", + "X": 1.9999999999999574, + "Y": -9.211984145142223 + }, + { + "Outlier": "\"False\"", + "X": 2.099999999999957, + "Y": -13.373367139917075 + }, + { + "Outlier": "\"True\"", + "X": 2.1999999999999567, + "Y": -20.685959009678115 + }, + { + "Outlier": "\"False\"", + "X": 2.2999999999999563, + "Y": -4.798850010830998 + }, + { + "Outlier": "\"False\"", + "X": 2.399999999999956, + "Y": -5.526366516592702 + }, + { + "Outlier": "\"True\"", + "X": 2.4999999999999556, + "Y": -39.749638356895154 + }, + { + "Outlier": "\"True\"", + "X": 2.5999999999999552, + "Y": -16.459571352871816 + }, + { + "Outlier": "\"False\"", + "X": 2.699999999999955, + "Y": -4.232758230236552 + }, + { + "Outlier": "\"False\"", + "X": 2.7999999999999545, + "Y": -13.564867960477653 + }, + { + "Outlier": "\"False\"", + "X": 2.899999999999954, + "Y": -3.6629148838050414 + }, + { + "Outlier": "\"False\"", + "X": 2.999999999999954, + "Y": -14.158668539062981 + }, + { + "Outlier": "\"False\"", + "X": 3.0999999999999535, + "Y": -10.27850435215139 + }, + { + "Outlier": "\"False\"", + "X": 3.199999999999953, + "Y": -20.460264418666313 + }, + { + "Outlier": "\"False\"", + "X": 3.2999999999999527, + "Y": -17.914818233111838 + }, + { + "Outlier": "\"False\"", + "X": 3.3999999999999524, + "Y": -9.005744190329992 + }, + { + "Outlier": "\"True\"", + "X": 3.499999999999952, + "Y": 1.9131500987249788 + }, + { + "Outlier": "\"False\"", + "X": 3.5999999999999517, + "Y": -16.355504762889765 + }, + { + "Outlier": "\"True\"", + "X": 3.6999999999999513, + "Y": 5.153684454115108 + }, + { + "Outlier": "\"False\"", + "X": 3.799999999999951, + "Y": -7.599850633585893 + }, + { + "Outlier": "\"True\"", + "X": 3.8999999999999506, + "Y": 22.84056140240709 + }, + { + "Outlier": "\"True\"", + "X": 3.9999999999999503, + "Y": 3.2396386364094205 + }, + { + "Outlier": "\"True\"", + "X": 4.09999999999995, + "Y": 6.708380733069407 + }, + { + "Outlier": "\"True\"", + "X": 4.1999999999999496, + "Y": 20.86878984770728 + }, + { + "Outlier": "\"True\"", + "X": 4.299999999999949, + "Y": -6.3966233979241345 + }, + { + "Outlier": "\"False\"", + "X": 4.399999999999949, + "Y": -13.332088418208068 + }, + { + "Outlier": "\"False\"", + "X": 4.4999999999999485, + "Y": -21.14367839689101 + }, + { + "Outlier": "\"True\"", + "X": 4.599999999999948, + "Y": -7.517052069557901 + }, + { + "Outlier": "\"True\"", + "X": 4.699999999999948, + "Y": 10.156710674811363 + }, + { + "Outlier": "\"False\"", + "X": 4.799999999999947, + "Y": -7.879453494287494 + }, + { + "Outlier": "\"False\"", + "X": 4.899999999999947, + "Y": -9.427545270486222 + }, + { + "Outlier": "\"False\"", + "X": 4.999999999999947, + "Y": -14.858766124858885 + }, + { + "Outlier": "\"False\"", + "X": 5.099999999999946, + "Y": -17.942309193344727 + }, + { + "Outlier": "\"False\"", + "X": 5.199999999999946, + "Y": -14.050643712597898 + }, + { + "Outlier": "\"False\"", + "X": 5.299999999999946, + "Y": -14.460433075651366 + }, + { + "Outlier": "\"False\"", + "X": 5.399999999999945, + "Y": -33.75031274311552 + }, + { + "Outlier": "\"False\"", + "X": 5.499999999999945, + "Y": -14.389160970245655 + }, + { + "Outlier": "\"False\"", + "X": 5.599999999999945, + "Y": -16.560818030428422 + }, + { + "Outlier": "\"True\"", + "X": 5.699999999999944, + "Y": -30.545333673724084 + }, + { + "Outlier": "\"False\"", + "X": 5.799999999999944, + "Y": -18.482948830433248 + }, + { + "Outlier": "\"False\"", + "X": 5.8999999999999435, + "Y": -22.379319438536168 + }, + { + "Outlier": "\"False\"", + "X": 5.999999999999943, + "Y": -27.49038854381555 + }, + { + "Outlier": "\"False\"", + "X": 6.099999999999945, + "Y": -17.002467399469193 + }, + { + "Outlier": "\"True\"", + "X": 6.1999999999999424, + "Y": 0.6228623942149287 + }, + { + "Outlier": "\"False\"", + "X": 6.29999999999994, + "Y": -23.81937096830066 + }, + { + "Outlier": "\"True\"", + "X": 6.399999999999942, + "Y": 2.239515459618779 + }, + { + "Outlier": "\"False\"", + "X": 6.499999999999943, + "Y": -23.633212805336385 + }, + { + "Outlier": "\"False\"", + "X": 6.599999999999941, + "Y": -25.821606394944027 + }, + { + "Outlier": "\"False\"", + "X": 6.699999999999939, + "Y": -27.869550157505536 + }, + { + "Outlier": "\"False\"", + "X": 6.79999999999994, + "Y": -14.01987837331657 + }, + { + "Outlier": "\"True\"", + "X": 6.899999999999942, + "Y": -9.982787037204472 + }, + { + "Outlier": "\"False\"", + "X": 6.99999999999994, + "Y": -29.832365567537696 + }, + { + "Outlier": "\"True\"", + "X": 7.0999999999999375, + "Y": -16.15505585602092 + }, + { + "Outlier": "\"True\"", + "X": 7.199999999999939, + "Y": -8.329039625200902 + }, + { + "Outlier": "\"False\"", + "X": 7.29999999999994, + "Y": -16.714791651907937 + }, + { + "Outlier": "\"False\"", + "X": 7.399999999999938, + "Y": -34.380247314340195 + }, + { + "Outlier": "\"False\"", + "X": 7.499999999999936, + "Y": -24.261669813677074 + }, + { + "Outlier": "\"False\"", + "X": 7.5999999999999375, + "Y": -29.37912698741967 + }, + { + "Outlier": "\"True\"", + "X": 7.699999999999939, + "Y": 16.081726222125667 + }, + { + "Outlier": "\"False\"", + "X": 7.799999999999937, + "Y": -28.22924787875274 + }, + { + "Outlier": "\"False\"", + "X": 7.899999999999935, + "Y": -34.872188779289274 + }, + { + "Outlier": "\"False\"", + "X": 7.999999999999936, + "Y": -28.826870383611567 + }, + { + "Outlier": "\"False\"", + "X": 8.099999999999937, + "Y": -29.814318053525664 + }, + { + "Outlier": "\"False\"", + "X": 8.199999999999935, + "Y": -26.589472599474675 + }, + { + "Outlier": "\"True\"", + "X": 8.299999999999933, + "Y": -8.965399225398668 + }, + { + "Outlier": "\"True\"", + "X": 8.399999999999935, + "Y": 0.3844483081277079 + }, + { + "Outlier": "\"False\"", + "X": 8.499999999999936, + "Y": -34.542705726526556 + }, + { + "Outlier": "\"False\"", + "X": 8.599999999999934, + "Y": -38.10234757451037 + }, + { + "Outlier": "\"True\"", + "X": 8.699999999999932, + "Y": -20.90534898412312 + }, + { + "Outlier": "\"True\"", + "X": 8.799999999999933, + "Y": 41.63808599001814 + }, + { + "Outlier": "\"False\"", + "X": 8.899999999999935, + "Y": -32.77758098615729 + }, + { + "Outlier": "\"True\"", + "X": 8.999999999999932, + "Y": 43.48114623515133 + }, + { + "Outlier": "\"False\"", + "X": 9.09999999999993, + "Y": -37.74078664314126 + }, + { + "Outlier": "\"False\"", + "X": 9.199999999999932, + "Y": -31.768007535343955 + }, + { + "Outlier": "\"False\"", + "X": 9.299999999999933, + "Y": -31.30924602158422 + }, + { + "Outlier": "\"False\"", + "X": 9.399999999999931, + "Y": -39.843528156286155 + }, + { + "Outlier": "\"False\"", + "X": 9.499999999999929, + "Y": -39.899319072470696 + }, + { + "Outlier": "\"False\"", + "X": 9.59999999999993, + "Y": -24.39754951242596 + }, + { + "Outlier": "\"True\"", + "X": 9.699999999999932, + "Y": -2.805606058508546 + }, + { + "Outlier": "\"False\"", + "X": 9.79999999999993, + "Y": -35.9646314385805 + }, + { + "Outlier": "\"False\"", + "X": 9.899999999999928, + "Y": -34.40715355838363 + }, + { + "Outlier": "\"True\"", + "X": 9.999999999999929, + "Y": 19.83568065833196 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Arrow (second)\n", + "import Control.Monad.Bayes.Inference.PMMH\n", + "import Control.Monad.Bayes.Inference.RMSMC\n", + "\n", + "paramPrior = do\n", + " slope <- normal 0 2\n", + " intercept <- normal 0 2\n", + " noise <- gamma 7 7\n", + " prob_outlier <- uniform 0 0.5 \n", + " return (slope, intercept, noise, prob_outlier)\n", + "\n", + "forward (slope, intercept, noise, probOutlier) x = do\n", + " isOutlier <- bernoulli probOutlier\n", + " let meanParams = if isOutlier\n", + " then (0, 20)\n", + " else (x*slope + intercept, sqrt noise)\n", + " return (meanParams, isOutlier)\n", + "\n", + "regressionWithOutliersData :: (MonadSample m, Traversable t) => t Double -> m (t ((Double, Double), Bool))\n", + "regressionWithOutliersData xs = do\n", + " params <- paramPrior\n", + "\n", + " forM xs \\x -> do\n", + " ((mu, std), isOutlier) <- forward params x\n", + " y <- normal mu std\n", + " return ((x, y), isOutlier)\n", + " \n", + "range = [-10,-9.9..10] :: [Double]\n", + "samples <- sampleIOfixed $ regressionWithOutliersData range\n", + "plotVega (fmap (second (T.pack . show)) samples)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "197d9443-b128-48b2-9e23-f396e152f52a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regressionWithOutliers xs ys params = do\n", + " \n", + " outliers <- forM (zip xs ys) \\(x, y) -> do\n", + " ((mu, std), isOutlier) <- forward params x\n", + " factor $ normalPdf mu std y\n", + " return isOutlier\n", + " return (params, outliers)\n", + "\n", + "mhRuns <- sampleIOfixed $ prior $ pmmh 10 200 100\n", + " paramPrior\n", + " (regressionWithOutliers range (snd . fst <$> samples))\n", + "\n", + "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns\n", + "\n", + "\n", + "outlierProb s = (\\(x, y) -> ln (exp (x / (x+y))) )\n", + " <$> (foldr\n", + " \\(lb, d) li -> \n", + " [ if b then (num1+d, num2) else (num1,num2+d) | (b,(num1, num2)) <- zip lb li])\n", + " (Prelude.repeat (0 :: Log Double,0 :: Log Double)) s" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "fa975393-0571-4fd5-bbd2-f8ab418d2fcb", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": 1, + "X": -10, + "Y": -2.521234491836898 + }, + { + "Outlier": 0, + "X": -9.9, + "Y": 33.66762463774578 + }, + { + "Outlier": 0, + "X": -9.8, + "Y": 30.941128735648093 + }, + { + "Outlier": 0, + "X": -9.700000000000001, + "Y": 43.18388328274017 + }, + { + "Outlier": 0, + "X": -9.600000000000001, + "Y": 34.30332250038667 + }, + { + "Outlier": 1, + "X": -9.500000000000002, + "Y": 21.718114769732157 + }, + { + "Outlier": 0, + "X": -9.400000000000002, + "Y": 38.453133046281295 + }, + { + "Outlier": 0, + "X": -9.300000000000002, + "Y": 44.2966884898933 + }, + { + "Outlier": 0, + "X": -9.200000000000003, + "Y": 33.999900017557735 + }, + { + "Outlier": 1, + "X": -9.100000000000003, + "Y": -13.755720847406922 + }, + { + "Outlier": 0, + "X": -9.000000000000004, + "Y": 28.69643089389471 + }, + { + "Outlier": 0.41379310344827586, + "X": -8.900000000000004, + "Y": 32.782787485871 + }, + { + "Outlier": 0.10344827586206899, + "X": -8.800000000000004, + "Y": 23.385513009874693 + }, + { + "Outlier": 0, + "X": -8.700000000000005, + "Y": 37.32579022445634 + }, + { + "Outlier": 1, + "X": -8.600000000000005, + "Y": 21.209522912272885 + }, + { + "Outlier": 0.41379310344827586, + "X": -8.500000000000005, + "Y": 36.31379776731327 + }, + { + "Outlier": 0, + "X": -8.400000000000006, + "Y": 30.127415054316845 + }, + { + "Outlier": 0, + "X": -8.300000000000006, + "Y": 34.652269827865 + }, + { + "Outlier": 0, + "X": -8.200000000000006, + "Y": 33.334227027773856 + }, + { + "Outlier": 0, + "X": -8.100000000000007, + "Y": 31.977705612644193 + }, + { + "Outlier": 1, + "X": -8.000000000000007, + "Y": 20.23028871476395 + }, + { + "Outlier": 1, + "X": -7.9000000000000075, + "Y": 1.3254369926330278 + }, + { + "Outlier": 0, + "X": -7.800000000000008, + "Y": 31.34482802907794 + }, + { + "Outlier": 1, + "X": -7.700000000000008, + "Y": -7.583413175043844 + }, + { + "Outlier": 0.41379310344827586, + "X": -7.6000000000000085, + "Y": 26.549077378548166 + }, + { + "Outlier": 0.5172413793103449, + "X": -7.500000000000009, + "Y": 24.88405750759474 + }, + { + "Outlier": 0, + "X": -7.400000000000009, + "Y": 28.01005841160287 + }, + { + "Outlier": 0, + "X": -7.30000000000001, + "Y": 25.509049569934064 + }, + { + "Outlier": 0, + "X": -7.20000000000001, + "Y": 26.8897179854494 + }, + { + "Outlier": 0, + "X": -7.10000000000001, + "Y": 29.402224710405946 + }, + { + "Outlier": 0, + "X": -7.000000000000011, + "Y": 30.840285429863744 + }, + { + "Outlier": 1, + "X": -6.900000000000011, + "Y": -28.39230800017263 + }, + { + "Outlier": 0.4827586206896552, + "X": -6.800000000000011, + "Y": 24.489152231131943 + }, + { + "Outlier": 0, + "X": -6.700000000000012, + "Y": 31.471518794081135 + }, + { + "Outlier": 1, + "X": -6.600000000000012, + "Y": 10.479809459457055 + }, + { + "Outlier": 0, + "X": -6.500000000000012, + "Y": 27.932028424645623 + }, + { + "Outlier": 0, + "X": -6.400000000000013, + "Y": 30.87122148986769 + }, + { + "Outlier": 0, + "X": -6.300000000000013, + "Y": 30.6242587448439 + }, + { + "Outlier": 0, + "X": -6.2000000000000135, + "Y": 25.89790656582039 + }, + { + "Outlier": 1, + "X": -6.100000000000014, + "Y": 0.5479742283234765 + }, + { + "Outlier": 0, + "X": -6.000000000000014, + "Y": 22.44673441710733 + }, + { + "Outlier": 0, + "X": -5.900000000000015, + "Y": 22.508956006189894 + }, + { + "Outlier": 0.896551724137931, + "X": -5.800000000000015, + "Y": 14.476533032980146 + }, + { + "Outlier": 0.4827586206896552, + "X": -5.700000000000015, + "Y": 16.084710448495912 + }, + { + "Outlier": 0.896551724137931, + "X": -5.600000000000016, + "Y": 16.374441414269917 + }, + { + "Outlier": 0, + "X": -5.500000000000016, + "Y": 25.726496546899146 + }, + { + "Outlier": 0, + "X": -5.400000000000016, + "Y": 19.843779539855365 + }, + { + "Outlier": 0, + "X": -5.300000000000017, + "Y": 23.460265533919802 + }, + { + "Outlier": 0, + "X": -5.200000000000017, + "Y": 25.03798898673922 + }, + { + "Outlier": 1, + "X": -5.100000000000017, + "Y": -9.523191338674229 + }, + { + "Outlier": 0, + "X": -5.000000000000018, + "Y": 26.206681376702296 + }, + { + "Outlier": 0, + "X": -4.900000000000018, + "Y": 30.08131642670562 + }, + { + "Outlier": 0, + "X": -4.8000000000000185, + "Y": 26.853933605747006 + }, + { + "Outlier": 1, + "X": -4.700000000000019, + "Y": -0.6823323610830885 + }, + { + "Outlier": 1, + "X": -4.600000000000019, + "Y": 2.9649289118444173 + }, + { + "Outlier": 0.4827586206896552, + "X": -4.5000000000000195, + "Y": 17.00422618558647 + }, + { + "Outlier": 0, + "X": -4.40000000000002, + "Y": 17.089248810377857 + }, + { + "Outlier": 0, + "X": -4.30000000000002, + "Y": 21.266240518007635 + }, + { + "Outlier": 0, + "X": -4.200000000000021, + "Y": 18.74976479106057 + }, + { + "Outlier": 0.41379310344827586, + "X": -4.100000000000021, + "Y": 13.902949980496466 + }, + { + "Outlier": 0.4827586206896552, + "X": -4.000000000000021, + "Y": 15.362617568541054 + }, + { + "Outlier": 0, + "X": -3.9000000000000217, + "Y": 23.827682438231875 + }, + { + "Outlier": 1, + "X": -3.800000000000022, + "Y": -17.80455292054352 + }, + { + "Outlier": 0.41379310344827586, + "X": -3.7000000000000224, + "Y": 20.741822991209013 + }, + { + "Outlier": 0, + "X": -3.6000000000000227, + "Y": 16.352349098102163 + }, + { + "Outlier": 0, + "X": -3.500000000000023, + "Y": 15.366723272171706 + }, + { + "Outlier": 0, + "X": -3.4000000000000234, + "Y": 5.636264016576911 + }, + { + "Outlier": 0, + "X": -3.300000000000024, + "Y": 11.500376419667715 + }, + { + "Outlier": 0.4827586206896552, + "X": -3.200000000000024, + "Y": 15.046224458462667 + }, + { + "Outlier": 1, + "X": -3.1000000000000245, + "Y": -21.979946965155662 + }, + { + "Outlier": 0, + "X": -3.000000000000025, + "Y": 13.34676269990125 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.9000000000000252, + "Y": -5.809886295726887 + }, + { + "Outlier": 0, + "X": -2.8000000000000256, + "Y": 9.671345794322532 + }, + { + "Outlier": 0.4827586206896552, + "X": -2.700000000000026, + "Y": -0.2791747814301354 + }, + { + "Outlier": 0.896551724137931, + "X": -2.6000000000000263, + "Y": 11.515177725648577 + }, + { + "Outlier": 0.41379310344827586, + "X": -2.5000000000000266, + "Y": -0.8730342312852736 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.400000000000027, + "Y": 5.055704668335648 + }, + { + "Outlier": 0, + "X": -2.3000000000000274, + "Y": 13.931790358608284 + }, + { + "Outlier": 0.4827586206896552, + "X": -2.2000000000000277, + "Y": 12.658962003883719 + }, + { + "Outlier": 0.10344827586206899, + "X": -2.100000000000028, + "Y": 10.60324088211091 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.0000000000000284, + "Y": 16.032395585319637 + }, + { + "Outlier": 0, + "X": -1.9000000000000288, + "Y": 7.911061850236938 + }, + { + "Outlier": 0, + "X": -1.8000000000000291, + "Y": 8.92201332593047 + }, + { + "Outlier": 0, + "X": -1.7000000000000295, + "Y": 7.865204108959377 + }, + { + "Outlier": 0, + "X": -1.6000000000000298, + "Y": 0.8328246489365556 + }, + { + "Outlier": 0, + "X": -1.5000000000000302, + "Y": 3.1730400156639167 + }, + { + "Outlier": 1, + "X": -1.4000000000000306, + "Y": -21.17291849671105 + }, + { + "Outlier": 1, + "X": -1.300000000000031, + "Y": 52.34675095300174 + }, + { + "Outlier": 0, + "X": -1.2000000000000313, + "Y": 11.334684834870968 + }, + { + "Outlier": 1, + "X": -1.1000000000000316, + "Y": -19.28137172938182 + }, + { + "Outlier": 0, + "X": -1.000000000000032, + "Y": 4.758235476484744 + }, + { + "Outlier": 0, + "X": -0.9000000000000323, + "Y": -0.32360369101181785 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.8000000000000327, + "Y": 4.817136413111875 + }, + { + "Outlier": 0.41379310344827586, + "X": -0.700000000000033, + "Y": 3.4240974050377653 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.6000000000000334, + "Y": 7.081297508294989 + }, + { + "Outlier": 0.793103448275862, + "X": -0.5000000000000338, + "Y": -10.055233128482467 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.4000000000000341, + "Y": 9.00654633879142 + }, + { + "Outlier": 0, + "X": -0.30000000000003446, + "Y": 5.172393728540415 + }, + { + "Outlier": 0, + "X": -0.20000000000003482, + "Y": 9.785458568911093 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.10000000000003517, + "Y": 7.598563879017182 + }, + { + "Outlier": 0.3793103448275862, + "X": -3.552713678800501e-14, + "Y": 5.487247935254752 + }, + { + "Outlier": 0, + "X": 0.09999999999996412, + "Y": 0.19974821379790086 + }, + { + "Outlier": 0.5172413793103449, + "X": 0.19999999999996376, + "Y": -7.249846329458409 + }, + { + "Outlier": 0, + "X": 0.2999999999999634, + "Y": 7.579883714396522 + }, + { + "Outlier": 0, + "X": 0.39999999999996305, + "Y": 1.8584911150544507 + }, + { + "Outlier": 0.10344827586206899, + "X": 0.4999999999999627, + "Y": -2.794066957652075 + }, + { + "Outlier": 0, + "X": 0.5999999999999623, + "Y": 0.35167770890428773 + }, + { + "Outlier": 0, + "X": 0.699999999999962, + "Y": 1.9852879542151132 + }, + { + "Outlier": 0.3793103448275862, + "X": 0.7999999999999616, + "Y": -1.842165738760618 + }, + { + "Outlier": 0.10344827586206899, + "X": 0.8999999999999613, + "Y": -12.588776612448756 + }, + { + "Outlier": 0.41379310344827586, + "X": 0.9999999999999609, + "Y": -4.251742105870001 + }, + { + "Outlier": 0.896551724137931, + "X": 1.0999999999999606, + "Y": -17.273636610080317 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.1999999999999602, + "Y": 5.68975005029962 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.2999999999999599, + "Y": 6.064884403004088 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.3999999999999595, + "Y": -4.04164344496236 + }, + { + "Outlier": 0.5172413793103449, + "X": 1.4999999999999591, + "Y": 4.051796671307383 + }, + { + "Outlier": 0, + "X": 1.5999999999999588, + "Y": -4.617690389375607 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.6999999999999584, + "Y": -2.201861725310301 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.799999999999958, + "Y": -12.29772648304615 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.8999999999999577, + "Y": -4.581723616014593 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.9999999999999574, + "Y": -9.211984145142223 + }, + { + "Outlier": 0.20689655172413796, + "X": 2.099999999999957, + "Y": -13.373367139917075 + }, + { + "Outlier": 0.5172413793103449, + "X": 2.1999999999999567, + "Y": -20.685959009678115 + }, + { + "Outlier": 0, + "X": 2.2999999999999563, + "Y": -4.798850010830998 + }, + { + "Outlier": 0, + "X": 2.399999999999956, + "Y": -5.526366516592702 + }, + { + "Outlier": 1, + "X": 2.4999999999999556, + "Y": -39.749638356895154 + }, + { + "Outlier": 0, + "X": 2.5999999999999552, + "Y": -16.459571352871816 + }, + { + "Outlier": 0.20689655172413796, + "X": 2.699999999999955, + "Y": -4.232758230236552 + }, + { + "Outlier": 0, + "X": 2.7999999999999545, + "Y": -13.564867960477653 + }, + { + "Outlier": 0.4827586206896552, + "X": 2.899999999999954, + "Y": -3.6629148838050414 + }, + { + "Outlier": 0, + "X": 2.999999999999954, + "Y": -14.158668539062981 + }, + { + "Outlier": 0.41379310344827586, + "X": 3.0999999999999535, + "Y": -10.27850435215139 + }, + { + "Outlier": 0.10344827586206899, + "X": 3.199999999999953, + "Y": -20.460264418666313 + }, + { + "Outlier": 0, + "X": 3.2999999999999527, + "Y": -17.914818233111838 + }, + { + "Outlier": 0, + "X": 3.3999999999999524, + "Y": -9.005744190329992 + }, + { + "Outlier": 1, + "X": 3.499999999999952, + "Y": 1.9131500987249788 + }, + { + "Outlier": 0, + "X": 3.5999999999999517, + "Y": -16.355504762889765 + }, + { + "Outlier": 1, + "X": 3.6999999999999513, + "Y": 5.153684454115108 + }, + { + "Outlier": 0, + "X": 3.799999999999951, + "Y": -7.599850633585893 + }, + { + "Outlier": 1, + "X": 3.8999999999999506, + "Y": 22.84056140240709 + }, + { + "Outlier": 1, + "X": 3.9999999999999503, + "Y": 3.2396386364094205 + }, + { + "Outlier": 1, + "X": 4.09999999999995, + "Y": 6.708380733069407 + }, + { + "Outlier": 1, + "X": 4.1999999999999496, + "Y": 20.86878984770728 + }, + { + "Outlier": 0.41379310344827586, + "X": 4.299999999999949, + "Y": -6.3966233979241345 + }, + { + "Outlier": 0, + "X": 4.399999999999949, + "Y": -13.332088418208068 + }, + { + "Outlier": 0, + "X": 4.4999999999999485, + "Y": -21.14367839689101 + }, + { + "Outlier": 0.10344827586206899, + "X": 4.599999999999948, + "Y": -7.517052069557901 + }, + { + "Outlier": 1, + "X": 4.699999999999948, + "Y": 10.156710674811363 + }, + { + "Outlier": 0.4827586206896552, + "X": 4.799999999999947, + "Y": -7.879453494287494 + }, + { + "Outlier": 0.10344827586206899, + "X": 4.899999999999947, + "Y": -9.427545270486222 + }, + { + "Outlier": 0, + "X": 4.999999999999947, + "Y": -14.858766124858885 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.099999999999946, + "Y": -17.942309193344727 + }, + { + "Outlier": 0, + "X": 5.199999999999946, + "Y": -14.050643712597898 + }, + { + "Outlier": 0.31034482758620685, + "X": 5.299999999999946, + "Y": -14.460433075651366 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.399999999999945, + "Y": -33.75031274311552 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.499999999999945, + "Y": -14.389160970245655 + }, + { + "Outlier": 0.10344827586206899, + "X": 5.599999999999945, + "Y": -16.560818030428422 + }, + { + "Outlier": 0, + "X": 5.699999999999944, + "Y": -30.545333673724084 + }, + { + "Outlier": 0.31034482758620685, + "X": 5.799999999999944, + "Y": -18.482948830433248 + }, + { + "Outlier": 0.10344827586206899, + "X": 5.8999999999999435, + "Y": -22.379319438536168 + }, + { + "Outlier": 0, + "X": 5.999999999999943, + "Y": -27.49038854381555 + }, + { + "Outlier": 0, + "X": 6.099999999999945, + "Y": -17.002467399469193 + }, + { + "Outlier": 1, + "X": 6.1999999999999424, + "Y": 0.6228623942149287 + }, + { + "Outlier": 0, + "X": 6.29999999999994, + "Y": -23.81937096830066 + }, + { + "Outlier": 1, + "X": 6.399999999999942, + "Y": 2.239515459618779 + }, + { + "Outlier": 0.13793103448275862, + "X": 6.499999999999943, + "Y": -23.633212805336385 + }, + { + "Outlier": 0.10344827586206899, + "X": 6.599999999999941, + "Y": -25.821606394944027 + }, + { + "Outlier": 0.1724137931034483, + "X": 6.699999999999939, + "Y": -27.869550157505536 + }, + { + "Outlier": 0.3448275862068965, + "X": 6.79999999999994, + "Y": -14.01987837331657 + }, + { + "Outlier": 0.8275862068965517, + "X": 6.899999999999942, + "Y": -9.982787037204472 + }, + { + "Outlier": 0.13793103448275862, + "X": 6.99999999999994, + "Y": -29.832365567537696 + }, + { + "Outlier": 0.5862068965517242, + "X": 7.0999999999999375, + "Y": -16.15505585602092 + }, + { + "Outlier": 1, + "X": 7.199999999999939, + "Y": -8.329039625200902 + }, + { + "Outlier": 0.4827586206896552, + "X": 7.29999999999994, + "Y": -16.714791651907937 + }, + { + "Outlier": 0, + "X": 7.399999999999938, + "Y": -34.380247314340195 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.499999999999936, + "Y": -24.261669813677074 + }, + { + "Outlier": 0, + "X": 7.5999999999999375, + "Y": -29.37912698741967 + }, + { + "Outlier": 1, + "X": 7.699999999999939, + "Y": 16.081726222125667 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.799999999999937, + "Y": -28.22924787875274 + }, + { + "Outlier": 0.27586206896551724, + "X": 7.899999999999935, + "Y": -34.872188779289274 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.999999999999936, + "Y": -28.826870383611567 + }, + { + "Outlier": 0, + "X": 8.099999999999937, + "Y": -29.814318053525664 + }, + { + "Outlier": 0.1724137931034483, + "X": 8.199999999999935, + "Y": -26.589472599474675 + }, + { + "Outlier": 1, + "X": 8.299999999999933, + "Y": -8.965399225398668 + }, + { + "Outlier": 1, + "X": 8.399999999999935, + "Y": 0.3844483081277079 + }, + { + "Outlier": 0.10344827586206899, + "X": 8.499999999999936, + "Y": -34.542705726526556 + }, + { + "Outlier": 0.06896551724137934, + "X": 8.599999999999934, + "Y": -38.10234757451037 + }, + { + "Outlier": 0.31034482758620685, + "X": 8.699999999999932, + "Y": -20.90534898412312 + }, + { + "Outlier": 1, + "X": 8.799999999999933, + "Y": 41.63808599001814 + }, + { + "Outlier": 0.10344827586206899, + "X": 8.899999999999935, + "Y": -32.77758098615729 + }, + { + "Outlier": 1, + "X": 8.999999999999932, + "Y": 43.48114623515133 + }, + { + "Outlier": 0.1724137931034483, + "X": 9.09999999999993, + "Y": -37.74078664314126 + }, + { + "Outlier": 0.06896551724137934, + "X": 9.199999999999932, + "Y": -31.768007535343955 + }, + { + "Outlier": 0.10344827586206899, + "X": 9.299999999999933, + "Y": -31.30924602158422 + }, + { + "Outlier": 2.2518843555236376e-24, + "X": 9.399999999999931, + "Y": -39.843528156286155 + }, + { + "Outlier": 0, + "X": 9.499999999999929, + "Y": -39.899319072470696 + }, + { + "Outlier": 0.4482758620689655, + "X": 9.59999999999993, + "Y": -24.39754951242596 + }, + { + "Outlier": 1, + "X": 9.699999999999932, + "Y": -2.805606058508546 + }, + { + "Outlier": 0, + "X": 9.79999999999993, + "Y": -35.9646314385805 + }, + { + "Outlier": 0.03448275862068967, + "X": 9.899999999999928, + "Y": -34.40715355838363 + }, + { + "Outlier": 1, + "X": 9.999999999999929, + "Y": 19.83568065833196 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier", + "scale": { + "scheme": "viridis" + }, + "type": "quantitative" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ take 1000 (zip (fst <$> samples) (outlierProb m))" + ] + }, + { + "cell_type": "markdown", + "id": "c73aad35-ebc4-4fd4-8dfa-1f99dc7ae334", + "metadata": {}, + "source": [ + "As the above plot shows, this works nicely: the `slope`, `intercept`, `noise` and `prob_outlier` variables are inferred by a random walk through the space, while the score to determine whether to accept a new proposed step in this walk is determined by a particle filter which guesses which points are outliers after each observation." + ] + }, + { + "cell_type": "markdown", + "id": "a8273684-e54c-453b-8380-bb0c74595c4a", + "metadata": {}, + "source": [ + "# A state space model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2b950e46-b9bd-4fd2-9596-5ad9ea45f121", + "metadata": {}, + "outputs": [], + "source": [ + "import Control.Applicative\n", + "import qualified Data.Text as T\n", + "import Pipes (Producer, (>->))\n", + "import qualified Pipes as P\n", + "import Pipes.Prelude (unfoldr)\n", + "import qualified Pipes.Prelude as P\n", + "import Data.Ord\n", + "import Data.List\n", + "import Control.Monad\n", + "import Control.Arrow (first)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2651b164-78cc-4d4d-bde2-2090ebef9905", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"Latent\"", + "X": -1.4632190584473854, + "Y": 1.1460115674562212 + }, + { + "Outlier": "\"Latent\"", + "X": -1.7118276184317947, + "Y": 1.5199498428643763 + }, + { + "Outlier": "\"Latent\"", + "X": -1.1451212558742327, + "Y": 0.43325567442598056 + }, + { + "Outlier": "\"Latent\"", + "X": 0.09790530449735213, + "Y": 0.09183823494208365 + }, + { + "Outlier": "\"Latent\"", + "X": 0.9581783158575121, + "Y": 0.6372273839586171 + }, + { + "Outlier": "\"Latent\"", + "X": 2.5799803588469556, + "Y": 0.523509451383241 + }, + { + "Outlier": "\"Latent\"", + "X": 3.5364105757371975, + "Y": -0.40209772534924837 + }, + { + "Outlier": "\"Latent\"", + "X": 4.664932100604214, + "Y": -2.140932642360747 + }, + { + "Outlier": "\"Latent\"", + "X": 2.4746963239138777, + "Y": -0.5804564967471029 + }, + { + "Outlier": "\"Latent\"", + "X": 2.110229444435011, + "Y": 1.4259142559687394 + }, + { + "Outlier": "\"Latent\"", + "X": 3.9634654660820057, + "Y": 1.8981356297841037 + }, + { + "Outlier": "\"Latent\"", + "X": 4.69492568720881, + "Y": 0.15677173775497621 + }, + { + "Outlier": "\"Latent\"", + "X": 5.875134046835195, + "Y": 0.5537330762276659 + }, + { + "Outlier": "\"Latent\"", + "X": 5.991343105080134, + "Y": 0.23003903694963534 + }, + { + "Outlier": "\"Latent\"", + "X": 7.828586324415983, + "Y": 0.3099855688905947 + }, + { + "Outlier": "\"Latent\"", + "X": 8.637247799337462, + "Y": 0.32972518643906573 + }, + { + "Outlier": "\"Latent\"", + "X": 9.429799089056653, + "Y": 1.2004686406387626 + }, + { + "Outlier": "\"Latent\"", + "X": 9.955995145083149, + "Y": 1.0710641023365364 + }, + { + "Outlier": "\"Latent\"", + "X": 8.961057894245952, + "Y": 2.095054575309389 + }, + { + "Outlier": "\"Latent\"", + "X": 9.525714171430419, + "Y": 3.3946910209095384 + }, + { + "Outlier": "\"Latent\"", + "X": 10.056149504214071, + "Y": 3.941764888084009 + }, + { + "Outlier": "\"Latent\"", + "X": 10.742879558865761, + "Y": 4.009795810182553 + }, + { + "Outlier": "\"Latent\"", + "X": 11.10403434697427, + "Y": 2.7867422102933963 + }, + { + "Outlier": "\"Latent\"", + "X": 11.960713904173794, + "Y": 2.0458423211435957 + }, + { + "Outlier": "\"Latent\"", + "X": 12.845856965497711, + "Y": 2.069472339276387 + }, + { + "Outlier": "\"Latent\"", + "X": 13.515425374843076, + "Y": 3.1675809626865705 + }, + { + "Outlier": "\"Latent\"", + "X": 14.003145109662707, + "Y": 4.616807697671205 + }, + { + "Outlier": "\"Latent\"", + "X": 14.933163021487445, + "Y": 6.323452975478005 + }, + { + "Outlier": "\"Latent\"", + "X": 14.642195760345665, + "Y": 6.971699421070226 + }, + { + "Outlier": "\"Latent\"", + "X": 14.775243818496065, + "Y": 7.205913941603486 + }, + { + "Outlier": "\"Latent\"", + "X": 15.773943814025744, + "Y": 7.8796242281509095 + }, + { + "Outlier": "\"Latent\"", + "X": 16.46622774003378, + "Y": 8.085796452489822 + }, + { + "Outlier": "\"Latent\"", + "X": 16.40876857559826, + "Y": 7.695568806462646 + }, + { + "Outlier": "\"Latent\"", + "X": 17.072804858250798, + "Y": 8.361812307996882 + }, + { + "Outlier": "\"Latent\"", + "X": 18.957721635080002, + "Y": 7.243552986511533 + }, + { + "Outlier": "\"Latent\"", + "X": 21.27914857222183, + "Y": 7.957316624967394 + }, + { + "Outlier": "\"Latent\"", + "X": 22.130363100896442, + "Y": 8.506808830858049 + }, + { + "Outlier": "\"Latent\"", + "X": 22.77093465888502, + "Y": 8.536962697132648 + }, + { + "Outlier": "\"Latent\"", + "X": 23.507718804789253, + "Y": 9.03955307086803 + }, + { + "Outlier": "\"Latent\"", + "X": 21.854990347846474, + "Y": 9.792338304284812 + }, + { + "Outlier": "\"Latent\"", + "X": 23.141717400402772, + "Y": 10.782682280432736 + }, + { + "Outlier": "\"Latent\"", + "X": 23.269433524141743, + "Y": 12.520322711011502 + }, + { + "Outlier": "\"Latent\"", + "X": 23.818412314122078, + "Y": 13.121382793295346 + }, + { + "Outlier": "\"Latent\"", + "X": 24.537499170427317, + "Y": 12.409977073697402 + }, + { + "Outlier": "\"Latent\"", + "X": 24.11641810369644, + "Y": 11.85133114886185 + }, + { + "Outlier": "\"Latent\"", + "X": 24.590585697000975, + "Y": 13.309267337721515 + }, + { + "Outlier": "\"Latent\"", + "X": 26.328764119133194, + "Y": 13.726567615090897 + }, + { + "Outlier": "\"Latent\"", + "X": 27.220587927226052, + "Y": 14.295563350437416 + }, + { + "Outlier": "\"Latent\"", + "X": 28.429975117902938, + "Y": 15.412526141789447 + }, + { + "Outlier": "\"Latent\"", + "X": 28.328328865514294, + "Y": 16.362853458729017 + }, + { + "Outlier": "\"Latent\"", + "X": 27.089280164867628, + "Y": 17.35212638717457 + }, + { + "Outlier": "\"Latent\"", + "X": 26.242168901856726, + "Y": 18.126488783937308 + }, + { + "Outlier": "\"Latent\"", + "X": 26.552623450761658, + "Y": 17.232679047048723 + }, + { + "Outlier": "\"Latent\"", + "X": 27.00073737555883, + "Y": 18.116692484780174 + }, + { + "Outlier": "\"Latent\"", + "X": 28.460039243781193, + "Y": 18.87105220621511 + }, + { + "Outlier": "\"Latent\"", + "X": 27.91337421365696, + "Y": 19.27894391927708 + }, + { + "Outlier": "\"Latent\"", + "X": 29.29898490135378, + "Y": 19.488320247765536 + }, + { + "Outlier": "\"Latent\"", + "X": 28.491121548999818, + "Y": 20.272807750280517 + }, + { + "Outlier": "\"Latent\"", + "X": 30.39367450911183, + "Y": 20.802160156067767 + }, + { + "Outlier": "\"Latent\"", + "X": 31.6757702708152, + "Y": 21.36911181648472 + }, + { + "Outlier": "\"Latent\"", + "X": 33.74759982260822, + "Y": 20.69711986123539 + }, + { + "Outlier": "\"Latent\"", + "X": 34.63189322178316, + "Y": 20.720728025011358 + }, + { + "Outlier": "\"Latent\"", + "X": 33.72095340440472, + "Y": 20.18643007452745 + }, + { + "Outlier": "\"Latent\"", + "X": 34.062176871877654, + "Y": 21.154543557624706 + }, + { + "Outlier": "\"Latent\"", + "X": 33.9848171930971, + "Y": 20.831564989981114 + }, + { + "Outlier": "\"Latent\"", + "X": 35.04349980705378, + "Y": 20.63743217750142 + }, + { + "Outlier": "\"Latent\"", + "X": 35.327480629872774, + "Y": 20.477708401501026 + }, + { + "Outlier": "\"Latent\"", + "X": 37.20792284440542, + "Y": 19.326738182567325 + }, + { + "Outlier": "\"Latent\"", + "X": 37.745210433704024, + "Y": 20.375185659609897 + }, + { + "Outlier": "\"Latent\"", + "X": 38.34570792779762, + "Y": 20.2440379874392 + }, + { + "Outlier": "\"Latent\"", + "X": 38.96315663662267, + "Y": 21.827338481559668 + }, + { + "Outlier": "\"Latent\"", + "X": 38.938821748177446, + "Y": 22.48932041338014 + }, + { + "Outlier": "\"Latent\"", + "X": 38.586660765051334, + "Y": 24.032759905765502 + }, + { + "Outlier": "\"Latent\"", + "X": 39.37946081479034, + "Y": 25.00934673042843 + }, + { + "Outlier": "\"Latent\"", + "X": 38.600692198851206, + "Y": 25.133494126950534 + }, + { + "Outlier": "\"Latent\"", + "X": 39.869427588058, + "Y": 27.372108339550444 + }, + { + "Outlier": "\"Latent\"", + "X": 40.03550317244538, + "Y": 28.497694604719833 + }, + { + "Outlier": "\"Latent\"", + "X": 40.961974261437945, + "Y": 29.90960678871004 + }, + { + "Outlier": "\"Latent\"", + "X": 41.83111229905103, + "Y": 27.922721730186712 + }, + { + "Outlier": "\"Latent\"", + "X": 42.128431253487044, + "Y": 29.165793778034555 + }, + { + "Outlier": "\"Latent\"", + "X": 42.268636065512254, + "Y": 30.204582145083403 + }, + { + "Outlier": "\"Latent\"", + "X": 43.853310144993074, + "Y": 29.765900683778092 + }, + { + "Outlier": "\"Latent\"", + "X": 43.14027816990447, + "Y": 30.29704380348884 + }, + { + "Outlier": "\"Latent\"", + "X": 42.33178776448083, + "Y": 30.909019576469777 + }, + { + "Outlier": "\"Latent\"", + "X": 43.2543632577272, + "Y": 31.193541909053216 + }, + { + "Outlier": "\"Latent\"", + "X": 44.692788023961256, + "Y": 33.739873028551365 + }, + { + "Outlier": "\"Latent\"", + "X": 46.853371516641204, + "Y": 33.58590941650718 + }, + { + "Outlier": "\"Latent\"", + "X": 46.38726967451954, + "Y": 33.66945743524713 + }, + { + "Outlier": "\"Latent\"", + "X": 48.184748103960075, + "Y": 32.98049027724241 + }, + { + "Outlier": "\"Latent\"", + "X": 50.03296598020516, + "Y": 33.33130480504601 + }, + { + "Outlier": "\"Latent\"", + "X": 51.7583203737318, + "Y": 34.0298568142456 + }, + { + "Outlier": "\"Latent\"", + "X": 51.869491686423494, + "Y": 34.762131083434156 + }, + { + "Outlier": "\"Latent\"", + "X": 53.21182084671806, + "Y": 36.03756320732122 + }, + { + "Outlier": "\"Latent\"", + "X": 53.0569703422286, + "Y": 36.5567856227276 + }, + { + "Outlier": "\"Latent\"", + "X": 53.96651618248842, + "Y": 36.04564803686144 + }, + { + "Outlier": "\"Latent\"", + "X": 53.49559980956617, + "Y": 38.62755233636234 + }, + { + "Outlier": "\"Latent\"", + "X": 52.47288863245848, + "Y": 41.30160964811991 + }, + { + "Outlier": "\"Latent\"", + "X": 53.219593431089656, + "Y": 42.35204772519747 + }, + { + "Outlier": "\"Latent\"", + "X": 54.536606354524736, + "Y": 42.09247606544867 + }, + { + "Outlier": "\"Latent\"", + "X": 56.326281716337675, + "Y": 44.74956246837245 + }, + { + "Outlier": "\"Observed\"", + "X": -3.457373233693734, + "Y": 2.1676933681292736 + }, + { + "Outlier": "\"Observed\"", + "X": -1.596762804617834, + "Y": -0.8146809498381085 + }, + { + "Outlier": "\"Observed\"", + "X": 1.5679080151034952, + "Y": 1.8008730596478715 + }, + { + "Outlier": "\"Observed\"", + "X": -1.5954763519114201, + "Y": 2.2636497119152996 + }, + { + "Outlier": "\"Observed\"", + "X": 1.8667744122819214, + "Y": 2.9692184794331067 + }, + { + "Outlier": "\"Observed\"", + "X": -0.3377506261844929, + "Y": -0.8520626333574512 + }, + { + "Outlier": "\"Observed\"", + "X": 5.070841805886875, + "Y": -1.6436147914949957 + }, + { + "Outlier": "\"Observed\"", + "X": 4.757879567262636, + "Y": -1.4675281258508037 + }, + { + "Outlier": "\"Observed\"", + "X": 3.6160626558567825, + "Y": 0.011473109505278023 + }, + { + "Outlier": "\"Observed\"", + "X": 2.457902520973044, + "Y": 1.7029339419937988 + }, + { + "Outlier": "\"Observed\"", + "X": 5.478559950192913, + "Y": 1.496172701207348 + }, + { + "Outlier": "\"Observed\"", + "X": -0.5181631501523274, + "Y": 0.289315437018279 + }, + { + "Outlier": "\"Observed\"", + "X": 1.546767517014767, + "Y": -0.2046082412767185 + }, + { + "Outlier": "\"Observed\"", + "X": 5.504949910357511, + "Y": -1.8746252430934471 + }, + { + "Outlier": "\"Observed\"", + "X": 8.006813001853157, + "Y": -1.2878416538027753 + }, + { + "Outlier": "\"Observed\"", + "X": 9.991986845801545, + "Y": 0.4132795536270377 + }, + { + "Outlier": "\"Observed\"", + "X": 8.127374845000547, + "Y": -1.6387621593785007 + }, + { + "Outlier": "\"Observed\"", + "X": 10.450442920955219, + "Y": 2.462742439015413 + }, + { + "Outlier": "\"Observed\"", + "X": 11.67257300736659, + "Y": 2.49690654684082 + }, + { + "Outlier": "\"Observed\"", + "X": 10.624926029113439, + "Y": 5.046319883686352 + }, + { + "Outlier": "\"Observed\"", + "X": 9.241599729440214, + "Y": 3.9965623109163566 + }, + { + "Outlier": "\"Observed\"", + "X": 12.767542319294463, + "Y": 3.309330647398098 + }, + { + "Outlier": "\"Observed\"", + "X": 10.852567919915966, + "Y": 0.059705385951325685 + }, + { + "Outlier": "\"Observed\"", + "X": 7.97601524602209, + "Y": 4.618491975833511 + }, + { + "Outlier": "\"Observed\"", + "X": 12.641189037224875, + "Y": 2.557563987780942 + }, + { + "Outlier": "\"Observed\"", + "X": 12.13152289600009, + "Y": 2.2152618288191475 + }, + { + "Outlier": "\"Observed\"", + "X": 13.74098749810523, + "Y": 8.048868354252862 + }, + { + "Outlier": "\"Observed\"", + "X": 12.340053799030631, + "Y": 6.2552197393696956 + }, + { + "Outlier": "\"Observed\"", + "X": 14.966200598236766, + "Y": 6.268461059200726 + }, + { + "Outlier": "\"Observed\"", + "X": 14.230543142327075, + "Y": 8.316613408335884 + }, + { + "Outlier": "\"Observed\"", + "X": 15.729225622934816, + "Y": 6.626270894577559 + }, + { + "Outlier": "\"Observed\"", + "X": 16.010079867285228, + "Y": 10.681491727528917 + }, + { + "Outlier": "\"Observed\"", + "X": 19.248510522101064, + "Y": 9.46446705313536 + }, + { + "Outlier": "\"Observed\"", + "X": 17.5664863848297, + "Y": 8.481188917288298 + }, + { + "Outlier": "\"Observed\"", + "X": 22.22474350410808, + "Y": 6.255635057688289 + }, + { + "Outlier": "\"Observed\"", + "X": 19.968137206361224, + "Y": 5.759321928451827 + }, + { + "Outlier": "\"Observed\"", + "X": 19.00345620499275, + "Y": 7.92582020128536 + }, + { + "Outlier": "\"Observed\"", + "X": 18.722184307890505, + "Y": 8.509045218989634 + }, + { + "Outlier": "\"Observed\"", + "X": 20.78978956959693, + "Y": 8.952249647739501 + }, + { + "Outlier": "\"Observed\"", + "X": 21.432586626470115, + "Y": 11.089353683143141 + }, + { + "Outlier": "\"Observed\"", + "X": 23.091038087189276, + "Y": 11.165680839253131 + }, + { + "Outlier": "\"Observed\"", + "X": 23.751843479349436, + "Y": 12.21800810822678 + }, + { + "Outlier": "\"Observed\"", + "X": 24.35656897070762, + "Y": 13.084810134719257 + }, + { + "Outlier": "\"Observed\"", + "X": 26.301223907016908, + "Y": 10.969321385709458 + }, + { + "Outlier": "\"Observed\"", + "X": 20.442930536491442, + "Y": 17.08600624416202 + }, + { + "Outlier": "\"Observed\"", + "X": 23.252958470823373, + "Y": 11.381130164783333 + }, + { + "Outlier": "\"Observed\"", + "X": 26.21500158022951, + "Y": 11.875929419287258 + }, + { + "Outlier": "\"Observed\"", + "X": 28.88769461067691, + "Y": 14.074025174169586 + }, + { + "Outlier": "\"Observed\"", + "X": 29.36700185807929, + "Y": 10.62890611778505 + }, + { + "Outlier": "\"Observed\"", + "X": 32.171579079931156, + "Y": 17.33407663145257 + }, + { + "Outlier": "\"Observed\"", + "X": 27.279460353993095, + "Y": 19.47750772042987 + }, + { + "Outlier": "\"Observed\"", + "X": 27.222168307399784, + "Y": 17.875050025850978 + }, + { + "Outlier": "\"Observed\"", + "X": 26.720723880392097, + "Y": 19.91579225768359 + }, + { + "Outlier": "\"Observed\"", + "X": 26.055158064802814, + "Y": 17.837285789014967 + }, + { + "Outlier": "\"Observed\"", + "X": 26.763096729501015, + "Y": 19.06958100163662 + }, + { + "Outlier": "\"Observed\"", + "X": 24.55325162277175, + "Y": 18.0200662580322 + }, + { + "Outlier": "\"Observed\"", + "X": 30.164005000684117, + "Y": 14.368276577779149 + }, + { + "Outlier": "\"Observed\"", + "X": 25.677799552779934, + "Y": 20.879296190580927 + }, + { + "Outlier": "\"Observed\"", + "X": 27.058285291464806, + "Y": 21.207339823198506 + }, + { + "Outlier": "\"Observed\"", + "X": 33.08078564793947, + "Y": 22.512345371366656 + }, + { + "Outlier": "\"Observed\"", + "X": 34.80890312177263, + "Y": 21.26728316802315 + }, + { + "Outlier": "\"Observed\"", + "X": 35.488017496287355, + "Y": 18.413506153660435 + }, + { + "Outlier": "\"Observed\"", + "X": 36.86358392528899, + "Y": 21.243006140669394 + }, + { + "Outlier": "\"Observed\"", + "X": 31.705781132421784, + "Y": 17.17957972193519 + }, + { + "Outlier": "\"Observed\"", + "X": 33.35077057650528, + "Y": 22.656032730126615 + }, + { + "Outlier": "\"Observed\"", + "X": 37.22627187241434, + "Y": 22.948917209335686 + }, + { + "Outlier": "\"Observed\"", + "X": 36.4178639767823, + "Y": 20.693855139457195 + }, + { + "Outlier": "\"Observed\"", + "X": 39.97755130327829, + "Y": 17.080710911082456 + }, + { + "Outlier": "\"Observed\"", + "X": 36.8359359360504, + "Y": 20.566500669482394 + }, + { + "Outlier": "\"Observed\"", + "X": 36.886174165102716, + "Y": 20.75940643285071 + }, + { + "Outlier": "\"Observed\"", + "X": 36.745422832699035, + "Y": 24.111394621800375 + }, + { + "Outlier": "\"Observed\"", + "X": 36.23501436068324, + "Y": 23.16015848668708 + }, + { + "Outlier": "\"Observed\"", + "X": 37.42867466137765, + "Y": 23.39309756597309 + }, + { + "Outlier": "\"Observed\"", + "X": 39.279706473644865, + "Y": 23.296242986699607 + }, + { + "Outlier": "\"Observed\"", + "X": 36.92618313340385, + "Y": 26.14916519443167 + }, + { + "Outlier": "\"Observed\"", + "X": 39.80800482281048, + "Y": 30.434083072746382 + }, + { + "Outlier": "\"Observed\"", + "X": 42.28932723757662, + "Y": 28.781791260144786 + }, + { + "Outlier": "\"Observed\"", + "X": 44.87956859906272, + "Y": 31.727269257821767 + }, + { + "Outlier": "\"Observed\"", + "X": 42.543561390766506, + "Y": 30.048221160135306 + }, + { + "Outlier": "\"Observed\"", + "X": 40.94762392606424, + "Y": 26.111260410662148 + }, + { + "Outlier": "\"Observed\"", + "X": 44.06645751550397, + "Y": 30.022962850737233 + }, + { + "Outlier": "\"Observed\"", + "X": 45.46245003328674, + "Y": 31.798878086186686 + }, + { + "Outlier": "\"Observed\"", + "X": 43.906942428759386, + "Y": 30.162333116921126 + }, + { + "Outlier": "\"Observed\"", + "X": 43.46439195314401, + "Y": 31.12343447733773 + }, + { + "Outlier": "\"Observed\"", + "X": 43.285893043539275, + "Y": 30.16769226734804 + }, + { + "Outlier": "\"Observed\"", + "X": 42.702260845188945, + "Y": 32.74159432483092 + }, + { + "Outlier": "\"Observed\"", + "X": 45.94584072161097, + "Y": 31.970403830905084 + }, + { + "Outlier": "\"Observed\"", + "X": 48.03117775398326, + "Y": 37.49915783116145 + }, + { + "Outlier": "\"Observed\"", + "X": 49.930808932190985, + "Y": 34.38015875382442 + }, + { + "Outlier": "\"Observed\"", + "X": 48.023695835501236, + "Y": 34.93947742725857 + }, + { + "Outlier": "\"Observed\"", + "X": 52.925803493714355, + "Y": 32.18068144838258 + }, + { + "Outlier": "\"Observed\"", + "X": 52.1588019355322, + "Y": 35.01291447986408 + }, + { + "Outlier": "\"Observed\"", + "X": 52.095605647121, + "Y": 35.141023284781355 + }, + { + "Outlier": "\"Observed\"", + "X": 54.42899043770887, + "Y": 35.672690332335776 + }, + { + "Outlier": "\"Observed\"", + "X": 51.019079042571406, + "Y": 33.95511313844912 + }, + { + "Outlier": "\"Observed\"", + "X": 54.2916332829569, + "Y": 38.9422663196189 + }, + { + "Outlier": "\"Observed\"", + "X": 53.417086292133675, + "Y": 40.11483161993748 + }, + { + "Outlier": "\"Observed\"", + "X": 52.71179719248994, + "Y": 43.758908411451124 + }, + { + "Outlier": "\"Observed\"", + "X": 61.21576872345641, + "Y": 40.6943935057751 + }, + { + "Outlier": "\"Observed\"", + "X": 54.8125776902257, + "Y": 44.4690018625216 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "variance = 1\n", + "\n", + "-- how to move from one latent state to the next\n", + "latentTransition :: MonadSample m => (Double, Double) -> m (Double, Double)\n", + "latentTransition (x,y) = \n", + " liftA2 (,) (normal (x+0.5) variance) (normal (y+0.5) variance)\n", + "\n", + "-- a Markovian random walk starting at (0,0), with latentTransition as the kernel\n", + "-- a Producer is an infinite stream of values\n", + "walk :: MonadSample m => Producer (Double,Double) m r\n", + "walk = flip P.unfoldr (0,0) $ \\s ->\n", + " Right <$> do\n", + " new <- latentTransition s\n", + " return (new, new)\n", + "\n", + "-- convert the stream to a list, taking only the first 100 steps\n", + "toList :: Monad m => P.Producer a m () -> m [a]\n", + "toList prod = P.fold (\\x y -> x <> [y]) [] id (prod >-> P.take 100)\n", + "\n", + "-- generate a stream of observations by sampling a point noisily for each step in the walk\n", + "observations = walk >-> P.mapM (\\(x,y) -> \n", + " do\n", + " x' <- normal x 2\n", + " y' <- normal y 2\n", + " return (x, y, x', y'))\n", + " \n", + "(xs, ys, xs', ys') <- sampleIOfixed $ unzip4 <$> toList observations\n", + "\n", + "plotVega \n", + " (zip (zip (xs <> xs') (ys <> ys')) \n", + " (replicate 100 (T.pack \"Latent\") <> replicate 100 (T.pack \"Observed\")))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a1772c63-12dc-4027-95b9-45f9cebd9d11", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "-- take the original random walk as a prior and condition on the observations\n", + "-- to obtain a posterior random walk\n", + "conditioning :: (MonadSample m, MonadCond m) => P.Producer (Double,Double) m ()\n", + "conditioning = \n", + " P.zip walk (P.each (zip xs' ys')) \n", + " >-> P.chain (\\((x,y), (x',y')) -> factor (normalPdf x variance x' * normalPdf y variance y' ))\n", + " >-> P.map fst \n", + "\n", + "model :: MonadInfer m => m [(Double,Double)]\n", + "model = toList conditioning\n", + "\n", + "smcRes = runWeighted $ proper $ smcMultinomial 100 100 model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5cdadba1-0cd3-4b11-9b14-7f0d53c11504", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": 3.158541072085214e-225, + "X": -2.106544418680569, + "Y": 0.5662718496316514 + }, + { + "Outlier": 3.158541072085214e-225, + "X": -2.0711095632440473, + "Y": 0.792970854533618 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.008032629403218694, + "Y": 1.4906035818078727 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.26960039364885696, + "Y": 0.9689778374198874 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.9109048390038675, + "Y": 2.203769185810218 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.9343725546880096, + "Y": -0.10293551923702493 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.0844245969427915, + "Y": -0.23166169128063407 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 4.0320872405812995, + "Y": -0.9362786156538353 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.496903168988835, + "Y": 1.5809114474575878 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.4032675549808387, + "Y": 2.2820285351789047 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.094424786730343, + "Y": 2.014062866219359 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 2.152177648334448, + "Y": 0.93548932733588 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 2.0236668012754966, + "Y": 0.8051730268379783 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 4.457652689414461, + "Y": -0.13098265312611646 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 7.884738658850105, + "Y": -0.011134917031341451 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 9.00676105201112, + "Y": -0.08455562343480799 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.037333551701362, + "Y": -0.16134690169240956 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.981472920038225, + "Y": 0.7642125962985555 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.211269437046269, + "Y": 3.505210592553827 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.418100217591897, + "Y": 4.524643441220627 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.619234682040908, + "Y": 2.862227085602232 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 11.395057030134401, + "Y": 3.001142289833205 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.42074429067355, + "Y": 2.249831283027401 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 9.901144569044956, + "Y": 4.178321803137672 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 11.624362252136768, + "Y": 2.265071356233353 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 12.588447387694742, + "Y": 2.6104471685777035 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 12.91074351180257, + "Y": 4.787023130226512 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.403426241596962, + "Y": 5.1037099444859955 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.373039781014324, + "Y": 7.7293990202769045 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.585946272819903, + "Y": 9.262670815414754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 15.22308860064335, + "Y": 8.253354374330193 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 14.831179663760677, + "Y": 9.906988752363661 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 17.965163933255926, + "Y": 8.466554348891338 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 18.220612479422666, + "Y": 8.086676386291728 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.51929264077924, + "Y": 7.047486525525278 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 19.977089420773638, + "Y": 6.477732575168485 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 19.476761050563375, + "Y": 6.710736567002866 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.846402972997087, + "Y": 8.764819642122857 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.71769779469455, + "Y": 9.392020222966284 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.795467470330887, + "Y": 10.535046367968228 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.107560778048498, + "Y": 10.781243844917427 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.323765164237592, + "Y": 13.027409718290578 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.677329501885666, + "Y": 13.18500482714726 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.589463937034292, + "Y": 12.401279069689057 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.35803193938015, + "Y": 13.273190834145126 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.650753414844225, + "Y": 12.372673053746396 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.714787984775004, + "Y": 12.956509775256013 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.80248816667374, + "Y": 13.254480118318348 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 29.373934021866397, + "Y": 13.193281908396033 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 30.803505190009663, + "Y": 16.307720166182623 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.352404945654996, + "Y": 17.051653517019098 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.316466916129816, + "Y": 17.642270951026273 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.046938326119882, + "Y": 18.595283251532347 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.951540571762244, + "Y": 18.741244846867218 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.781001977943493, + "Y": 18.285377792640645 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.44847562882601, + "Y": 17.217860295589983 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 25.464106673620897, + "Y": 16.416615310259786 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.09075237565204, + "Y": 19.746585917989417 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.42046315829396, + "Y": 21.506302401153302 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 31.204761225334863, + "Y": 23.09324996779796 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 33.56801726482143, + "Y": 21.474053489119083 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.145175165732525, + "Y": 19.562606591929946 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.347479565733, + "Y": 19.387648570262698 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.2003868101032, + "Y": 18.476077342339178 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.483688513955855, + "Y": 20.267960886328083 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 36.59346878380379, + "Y": 21.29672252456108 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.91842480330235, + "Y": 19.782000835457975 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 39.151319180296206, + "Y": 18.605676836045166 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.152379735013014, + "Y": 20.85367386239808 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.052104185573796, + "Y": 22.514824903588593 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.570798035189206, + "Y": 22.388829167956754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 36.35963273757277, + "Y": 22.83960922513953 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.46611701120359, + "Y": 23.780222436242873 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.179766959729925, + "Y": 24.65072519372997 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.71914406380644, + "Y": 26.897959761240777 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 39.16362136004404, + "Y": 28.12605285693908 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.41381238486328, + "Y": 29.891140646586166 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.69268361583899, + "Y": 30.178211176937324 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.95988789276592, + "Y": 30.06838133759238 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.29986533791898, + "Y": 28.761074057342 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 43.28458930910811, + "Y": 29.40880061737185 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.54856237887462, + "Y": 31.824584704067277 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 43.77915058465488, + "Y": 31.673389576847853 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 42.6294696960192, + "Y": 30.70816014416374 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 42.975325978959106, + "Y": 30.600996082415566 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.274154204252575, + "Y": 31.238339469700477 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 45.89887751099622, + "Y": 33.434981741228704 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 47.30262200051069, + "Y": 34.94445505471023 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 48.587079548044095, + "Y": 34.556811711685754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 49.51090259416507, + "Y": 34.27288462518162 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 50.549877571672575, + "Y": 34.27938764752123 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 51.25648557573794, + "Y": 34.389151393410124 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 51.870725583913, + "Y": 35.21442169755076 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.029439531600545, + "Y": 34.431602904619986 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 52.782223166040595, + "Y": 34.07110306936198 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.137976571898925, + "Y": 37.46114341933593 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.85010623413167, + "Y": 39.1351212987599 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.47287538514873, + "Y": 40.30168068560683 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 56.220978511943756, + "Y": 41.85421424580312 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 55.3305030141289, + "Y": 42.985040201168516 + }, + { + "Outlier": 8.311461231222591e-222, + "X": -1.2420774403482475, + "Y": 0.9249663233780238 + }, + { + "Outlier": 8.311461231222591e-222, + "X": -0.19275432646630886, + "Y": 0.6815061195297197 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.5952031515032308, + "Y": 2.042229481028974 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.1493999149961852, + "Y": 1.9954202474548488 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 1.3334425295113033, + "Y": 1.8000725224162153 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.6918987205683225, + "Y": 0.02334728141492004 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.5105296135723627, + "Y": -0.5288297461900588 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 3.8185706806852053, + "Y": -0.02790803780358872 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 3.4706080324490225, + "Y": -0.5948665272057314 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 1.9541238012886177, + "Y": 1.0484970653405858 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 4.183561981955562, + "Y": 1.6147881252110599 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.52368673883744, + "Y": 0.7635954601916146 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.488515709244521, + "Y": 0.085320558968776 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 4.948668631151713, + "Y": -0.5783219644972226 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 6.904703887950183, + "Y": -1.080137623946889 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 8.608758770468082, + "Y": -0.37881129094005944 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 9.00055380254012, + "Y": 0.6566240292772525 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.34622344962222, + "Y": 1.9769281550039193 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.595607604411926, + "Y": 2.6947000505271856 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.989550889901215, + "Y": 4.249384427029331 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.121189897931838, + "Y": 4.137360197868871 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.581691404316828, + "Y": 3.850158132051898 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.392260471747344, + "Y": 2.503630987985125 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.596970925430968, + "Y": 4.263954245869776 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 12.243290535935508, + "Y": 3.8662062615193773 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.587818683399803, + "Y": 4.209880259006583 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.015543849645846, + "Y": 5.625489754127534 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.328299011845699, + "Y": 6.98735684617241 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.768112110837608, + "Y": 6.671445991902825 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 15.03462172489674, + "Y": 7.520041662164962 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 15.98562481769493, + "Y": 7.787043558398957 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 16.987905362014622, + "Y": 9.10318081785805 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 17.758644109261567, + "Y": 10.215026221143411 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.30620829360761, + "Y": 7.898555642328043 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.083105965521707, + "Y": 8.605625278738476 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.84197171765386, + "Y": 7.468691149149056 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.477589873197772, + "Y": 7.2378598061121595 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.025112976105696, + "Y": 7.9680474191215245 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.79656468346512, + "Y": 9.532407828930715 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 21.159566306878574, + "Y": 9.768117051564081 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.752797397901077, + "Y": 10.630071574086656 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.62937665840593, + "Y": 10.717642012730439 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.00755210989179, + "Y": 12.24553952973599 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.270449350992408, + "Y": 11.447630450493723 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 22.921045123356055, + "Y": 14.080128347668808 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.75789947586682, + "Y": 13.723268032659762 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.99635677425472, + "Y": 13.160451189277657 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.62354719989859, + "Y": 13.558123334661884 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 28.682845457142097, + "Y": 14.074668504533504 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 30.01615249280079, + "Y": 16.756416725692205 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.397970290694673, + "Y": 18.209929545692333 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.33892221607439, + "Y": 19.404636871899722 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.69332825416026, + "Y": 19.78364051378047 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.105707377365768, + "Y": 18.6482850955096 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 26.540702563962785, + "Y": 18.919284648875042 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.47965649849784, + "Y": 17.61119231567976 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.557740860370114, + "Y": 17.049134005277818 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.30584750202135, + "Y": 18.694687470945823 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 28.532339117080966, + "Y": 20.983546288149846 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 30.16891730987352, + "Y": 20.110651307414784 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 32.63244348828997, + "Y": 21.05531332994491 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 34.16411087316074, + "Y": 19.393609408588958 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.23746977841102, + "Y": 19.627342186551964 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 32.12522400885622, + "Y": 17.333778754631673 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 33.954739396456276, + "Y": 20.908771480920485 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.751231632504364, + "Y": 20.465992250694125 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.35008158081301, + "Y": 20.161448445444176 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.672129854184035, + "Y": 19.897652307677408 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.55248664985314, + "Y": 20.453857926182295 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.990373108532346, + "Y": 21.40279757729322 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.33559386741224, + "Y": 23.072528385732376 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.86599461435377, + "Y": 24.11921276218653 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.84866112012356, + "Y": 24.81856769730102 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.56159150146534, + "Y": 24.584229708136494 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.630621283738954, + "Y": 26.215662087048862 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 39.861490101059864, + "Y": 27.863050684779406 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 42.44580811172598, + "Y": 28.420234859429513 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.47523890508769, + "Y": 30.216670873617435 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.979086361137846, + "Y": 28.69855830815671 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.72634517514218, + "Y": 28.675904155546455 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.662013552854695, + "Y": 30.013688867247154 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.53712773888671, + "Y": 32.41107432143544 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.99474451977072, + "Y": 32.40388271987657 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.25203141591565, + "Y": 31.603745542437352 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.175813282852396, + "Y": 30.72276278114217 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.28564012383469, + "Y": 33.11629164873759 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 46.25654485332538, + "Y": 34.07836919568211 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 47.0051015741432, + "Y": 35.043982890475824 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 48.55158535614796, + "Y": 34.114432328669004 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 49.589541944813924, + "Y": 35.47909829590259 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.09522836551771, + "Y": 34.63184586170107 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 51.63057838437059, + "Y": 35.71497359241405 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.077991477264796, + "Y": 35.936375886093906 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 54.104521416878185, + "Y": 36.59431753841557 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.67279800278866, + "Y": 35.79207189257781 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 53.38182351803539, + "Y": 38.53371696964217 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 53.25222424642622, + "Y": 40.855781286126245 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 54.09198974777213, + "Y": 42.37107645328822 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 56.862893881882684, + "Y": 43.075167485520986 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 57.35388852880607, + "Y": 44.28271752639022 + }, + { + "Outlier": 6.169377444081538e-234, + "X": -0.904926421727978, + "Y": 0.3470961378474771 + }, + { + "Outlier": 6.169377444081538e-234, + "X": -0.3334326869829547, + "Y": 1.5355013260017811 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 0.3753387743238785, + "Y": 1.5204763179112253 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.0217971000717552, + "Y": 1.7309192269809028 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 2.1558805773859904, + "Y": 1.8320711078716458 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.4585808418000872, + "Y": 0.7483237999934695 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.926995507306838, + "Y": -1.8626934100891301 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 4.042757937074849, + "Y": -1.4352796227624065 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 4.052092715444868, + "Y": 0.21428442179956653 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.8808833587644544, + "Y": 0.6822658161971598 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.6005764491897145, + "Y": 0.9442357792020709 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.2453847272105065, + "Y": 0.6190530555580911 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.0479262842645207, + "Y": 0.5497822759827082 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 5.474426919925879, + "Y": -0.13251844907816213 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 6.514373294202751, + "Y": -1.6620611083854249 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 8.955143631583528, + "Y": -0.6913690219709588 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 9.72557042048084, + "Y": -1.232512912187623 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.745843244065966, + "Y": 0.3244823682686566 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.09123425942968, + "Y": 1.3430408074848275 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.359173353187238, + "Y": 2.84934969153202 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.191489774197581, + "Y": 3.19234014637726 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.902239214846968, + "Y": 2.40968816514615 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.304522833564414, + "Y": 2.5100115757965673 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.100154174061274, + "Y": 3.555887792946888 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.629768782170842, + "Y": 3.874184778933974 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.919947665085221, + "Y": 3.7576002033963247 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 13.128023413926677, + "Y": 6.939477063352154 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 14.123468948874532, + "Y": 6.882678633568915 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 14.506733313397618, + "Y": 6.914087474538736 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 15.328629490855894, + "Y": 7.251505949368627 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 15.713199643631588, + "Y": 7.041083226783723 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 17.240594264952627, + "Y": 9.40754687258124 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 17.98260224381173, + "Y": 7.83683193166867 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 18.404401567559674, + "Y": 6.309430112379281 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.029250674543427, + "Y": 4.861098887849013 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.02223432884055, + "Y": 6.347377583404919 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 19.51130842880939, + "Y": 7.74057720108256 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 19.96013582290541, + "Y": 8.875260614839934 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.36913435973038, + "Y": 10.129216839134983 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 21.678952104783505, + "Y": 10.74212892694312 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 23.811069331144243, + "Y": 12.041413221341312 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.0853376712804, + "Y": 13.225425287662182 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 24.89278372395936, + "Y": 12.499214485751898 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.685694184404795, + "Y": 13.555253341471992 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 23.75279330001194, + "Y": 16.21208653516927 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.111828274317382, + "Y": 13.869133474426887 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.401991720328557, + "Y": 13.308464997567715 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.936329892321773, + "Y": 14.436391975934262 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 28.120064823202174, + "Y": 14.013724652425147 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.270275474103826, + "Y": 14.77958281051164 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.313729994510563, + "Y": 16.408280889602946 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 28.156065939799642, + "Y": 16.82679161112969 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.757624429226688, + "Y": 18.455765998455366 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.254556123835485, + "Y": 17.987453938521174 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.29235983277646, + "Y": 17.417401984155333 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.31769067490341, + "Y": 17.28452897001389 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.778579279676073, + "Y": 16.496046917698557 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.19285252283718, + "Y": 18.051258249975437 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.39238003302698, + "Y": 19.62270737954491 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.011811239813042, + "Y": 19.88187376529654 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 33.06700836709171, + "Y": 20.92429442254509 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 33.908599525393406, + "Y": 19.50749728096514 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 34.79421247000588, + "Y": 19.39578044466193 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.24220461179945, + "Y": 18.38545315977705 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.27673383605304, + "Y": 20.842767219858448 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.274130065714914, + "Y": 21.731681407503864 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.92651320912823, + "Y": 20.30867398720296 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.58680974638825, + "Y": 18.908160261805552 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.39801279145265, + "Y": 20.080918357950765 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.18160059043517, + "Y": 20.406074883167033 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.956619415126305, + "Y": 22.474615843528166 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.85015574235102, + "Y": 23.331770938167306 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 37.57857299567414, + "Y": 24.330627482946607 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 38.27543119275787, + "Y": 24.574718314234797 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 38.947507585138794, + "Y": 25.65511566965515 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 40.36388240418876, + "Y": 27.98887605152761 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 40.861749987404494, + "Y": 29.999333729699465 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 42.64877597221954, + "Y": 30.953277814577884 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 42.38806693760282, + "Y": 30.51926752465099 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 41.82091611705738, + "Y": 29.276100278784398 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 43.580192018331196, + "Y": 30.31133958236622 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.674546310871804, + "Y": 31.454159205440043 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.48466250549226, + "Y": 30.64712248172735 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.38256347055276, + "Y": 30.53578156786572 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.88844087887008, + "Y": 32.06597518193962 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.3759967157537, + "Y": 32.83645963553226 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 46.346074033821495, + "Y": 33.1290244953802 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 47.78831684764044, + "Y": 35.45045044626026 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 49.74139674243316, + "Y": 35.39365314966884 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 50.1499946905003, + "Y": 34.7565768859094 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.25193848533139, + "Y": 34.902874797269554 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.214401410892854, + "Y": 34.1213417728969 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.790093931185524, + "Y": 34.47344089183793 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.91749401182722, + "Y": 35.33108464048575 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.47325447235433, + "Y": 36.0467138344131 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 54.003942627939985, + "Y": 37.770942397039974 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 56.16873697265605, + "Y": 39.10861930712103 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.17262261386049, + "Y": 41.63773983740708 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.78220494652373, + "Y": 41.58173919659052 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.325987404868805, + "Y": 43.01002193279008 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -1.886144010960296, + "Y": 0.4077539381343202 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -0.6485235173961806, + "Y": 1.2861475054689548 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.20109687722280267, + "Y": 1.60236380687151 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -0.2985041619332265, + "Y": 1.716128640340283 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.011419128920701405, + "Y": 1.0701192934797057 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.6269704978067339, + "Y": -0.02169069438692861 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.267550802850752, + "Y": -0.21261754611336248 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.4254955801067846, + "Y": 0.849593091193876 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.9387719035387643, + "Y": 0.6387861569310762 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.160368694184739, + "Y": -0.16069622330827582 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.4932600516728898, + "Y": 0.38194286820042606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.219298325359099, + "Y": 2.0163029675699295 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.2170469781779776, + "Y": 0.2096348025058643 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 4.449735991854869, + "Y": -0.9211186215845886 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 6.0990887002167415, + "Y": -0.2781225362679054 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 7.09911052398079, + "Y": -0.12577443502231672 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 9.302168857859664, + "Y": 0.3027396027759616 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.745945463925217, + "Y": 2.041743235673051 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 12.32574777945607, + "Y": 2.7826541835576517 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.995062916249182, + "Y": 4.073438833501833 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 10.744873885394323, + "Y": 3.654274995760096 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.223805894237332, + "Y": 2.786852557455477 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.64432976938224, + "Y": 1.6410774401985315 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 9.774282736781108, + "Y": 3.2260012268627665 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.85936170017892, + "Y": 2.848442606229315 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 12.384979258582122, + "Y": 2.6562378075887287 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.814037347277306, + "Y": 4.868819646410307 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.176833495534865, + "Y": 6.169957290519613 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.145695914615763, + "Y": 6.506491761039065 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 14.36179981591829, + "Y": 6.285872260127693 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 15.082112104063603, + "Y": 6.274420957341624 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 18.137518881103155, + "Y": 8.762023440348013 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 19.86160837539121, + "Y": 9.90069354801501 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 19.289381713480264, + "Y": 8.58567382348946 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 21.254923632072437, + "Y": 7.0275684896025155 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.68059430231318, + "Y": 7.589681456256816 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.799916724996823, + "Y": 6.085085826098657 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.121492224132904, + "Y": 8.336715861306441 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.786992321363822, + "Y": 8.746835843909272 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 22.502517021525026, + "Y": 11.1889318540157 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.109678877277172, + "Y": 11.877492511980606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.663714128583013, + "Y": 12.265275651511653 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.73528153773524, + "Y": 12.881476394026636 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 25.318099355063172, + "Y": 13.056597559347322 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.78922568070205, + "Y": 14.02890086087671 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 24.850157099354327, + "Y": 13.207576702576851 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 24.403061453794713, + "Y": 12.40207807454535 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 26.979337731876033, + "Y": 13.894900939309535 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.794678960330735, + "Y": 12.686121606142454 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 29.61994730615171, + "Y": 15.974148301049606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.71903159249243, + "Y": 17.130203985105982 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.285183047708863, + "Y": 18.26562190550276 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.297789494054783, + "Y": 19.370939505318425 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.22392620869769, + "Y": 18.1483209545098 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.223887577007165, + "Y": 19.053260699709238 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 25.907730068898577, + "Y": 17.854447483079635 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.214344212088438, + "Y": 17.47949654671639 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.555127805634466, + "Y": 20.078238598064136 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.450938780764183, + "Y": 20.45939228862567 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 30.326528206138804, + "Y": 20.86045278739116 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 32.10418563783479, + "Y": 19.423382445519614 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.289959501201814, + "Y": 18.891640668384444 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.94319919891183, + "Y": 20.05148670121759 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.8487088549146, + "Y": 19.57670022255249 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 35.10822897651793, + "Y": 21.195687988701252 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.35400461944803, + "Y": 21.51051588037757 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.01026691798496, + "Y": 20.469323162530593 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.63490965689334, + "Y": 19.68434463011575 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.62579112855702, + "Y": 20.833491242366524 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.426221819689914, + "Y": 21.57918231245753 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.62571880951121, + "Y": 23.5419877421519 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.28298776933297, + "Y": 24.362413607596903 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.20467122691568, + "Y": 23.888139329596193 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 38.035577785474125, + "Y": 24.546512730632852 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.82845760626201, + "Y": 26.11128230452566 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 38.94856659444143, + "Y": 28.571884476480655 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.040937172373276, + "Y": 29.58405046605934 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.96628629467689, + "Y": 30.55163437083628 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 42.63695285568612, + "Y": 29.501047850575976 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.63918474077889, + "Y": 29.18235857032741 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.32406922055244, + "Y": 29.13630070171625 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.580250148261406, + "Y": 30.576905626378707 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.509269088806505, + "Y": 30.743695802340916 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 42.92021585309796, + "Y": 30.389355566840955 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.198832211609925, + "Y": 31.5712286119196 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.09890070213457, + "Y": 32.1665791400624 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 45.382611561195546, + "Y": 32.91515071201879 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 47.47869561367618, + "Y": 34.039826411838106 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 48.19133104111195, + "Y": 34.18215613149647 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 49.817704220974235, + "Y": 34.88252155292406 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.204763539831625, + "Y": 33.55023107991645 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.72088541485206, + "Y": 34.18984325002846 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.64128814362376, + "Y": 35.19066294233159 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 52.90043975735091, + "Y": 34.635005294228286 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 52.72476776561075, + "Y": 35.93681528014604 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.049699835704686, + "Y": 37.56064028489901 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.36184420526912, + "Y": 38.21931243595493 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.91288466838951, + "Y": 40.85803738373766 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 57.555877372693296, + "Y": 40.34582510820687 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 55.87122265663624, + "Y": 42.71243782630523 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -1.1720221009670815, + "Y": 1.8815818997352183 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -0.6212900995955281, + "Y": 1.196027852674613 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 0.8796094989691795, + "Y": 2.0406123262868414 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -0.4817003292963107, + "Y": 1.4477532442106344 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 0.9816399622602248, + "Y": 0.9396743543409214 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 1.6987171102833287, + "Y": -0.4559206337156143 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.6164491017005393, + "Y": -0.6328117238709587 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.671982871872756, + "Y": -0.9780860481333246 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.7933268404084317, + "Y": 0.14653091378084382 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.9541281951275415, + "Y": 0.8865449608093546 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.786743464155504, + "Y": 1.607393334565666 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.458017527635732, + "Y": 0.8224525550323825 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.6279936247691538, + "Y": 0.2632382694332629 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 5.281375945657267, + "Y": -0.4204997209884256 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 6.935131179612574, + "Y": -1.2259000149510746 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 8.513209582964086, + "Y": -1.2961820761701217 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 8.474477262212423, + "Y": -0.35409537738513075 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.863734708170462, + "Y": 1.1650557113550382 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.38162441540539, + "Y": 1.7650351879138544 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.132343408433396, + "Y": 3.8104454223687423 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.275739954982754, + "Y": 4.048979019907255 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.436355496331204, + "Y": 2.0059859797570843 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.598185338694, + "Y": 0.7159910440836934 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.044783514354297, + "Y": 2.1454442099174775 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.400968204886238, + "Y": 3.181642412018184 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.73761027588278, + "Y": 2.794542276836599 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 13.49649197935039, + "Y": 5.598122448048629 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 13.65913002372755, + "Y": 5.782572617687045 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 14.180533427386974, + "Y": 6.560555307381102 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 14.877290977340355, + "Y": 7.4562205060391 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 16.425655273003976, + "Y": 7.055574799767426 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 16.283592747119407, + "Y": 8.573403230392207 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 17.842068946040104, + "Y": 7.405792648624729 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 17.729058936488943, + "Y": 7.71579974258699 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 18.477719742419133, + "Y": 7.087744722294625 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.36235818545932, + "Y": 6.837031452053714 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.451418052512434, + "Y": 7.653678727799496 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.29006968477255, + "Y": 8.622979690680882 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.69948795950735, + "Y": 9.913732591527303 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 21.5423657864974, + "Y": 10.494765031182721 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 22.71400826549034, + "Y": 10.454916357351546 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 22.567271977256866, + "Y": 12.040423288664316 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 23.485858248126732, + "Y": 12.842662328962707 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 25.398524639505702, + "Y": 12.777090779992296 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 24.448060786957033, + "Y": 14.41295993438249 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 24.291038022410167, + "Y": 12.607723562876012 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.498157223518874, + "Y": 13.108423909327728 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.166173653234544, + "Y": 11.982210139732723 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.909916443078185, + "Y": 13.598405947495504 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.12052198811061, + "Y": 14.914004901311841 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.944021906857657, + "Y": 17.073483529169156 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 27.57824986376994, + "Y": 18.227705934128867 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 27.13190211971158, + "Y": 18.837534303861332 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.814309349532436, + "Y": 18.503927904026245 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.085948086965345, + "Y": 18.574727333537187 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.310005225099246, + "Y": 18.098824410441686 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.38447562516164, + "Y": 16.81295461772407 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.425256796354468, + "Y": 18.355480211384986 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.173040556001858, + "Y": 19.491036881172032 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 31.44701077722609, + "Y": 20.575452808246478 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 34.67372039931061, + "Y": 18.989647121992725 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 35.43955927885295, + "Y": 19.70527967519801 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 35.63829024818697, + "Y": 20.219195113045853 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 33.7821005153409, + "Y": 19.193501784358293 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 34.47803560364276, + "Y": 20.797343889495334 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.0644208310449, + "Y": 22.26086371646044 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.38787303511625, + "Y": 21.14399302829222 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.158653755331756, + "Y": 21.09792472218335 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 37.1722042048309, + "Y": 20.381200285421574 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.792289496321175, + "Y": 21.51976956982663 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 37.33284248999763, + "Y": 23.226371748549017 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.07705077309323, + "Y": 23.014474792414568 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.376404369489336, + "Y": 23.492033934176966 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.71990259748569, + "Y": 25.046985228803983 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.22366504855586, + "Y": 27.070049151196226 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 39.12030108761365, + "Y": 28.650816943895656 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 41.22444395711388, + "Y": 30.385943738345343 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 43.5442153492511, + "Y": 31.22126819692855 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 42.96243005996989, + "Y": 29.667873964917252 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 42.22995067288648, + "Y": 29.557588258835132 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.1050541271273, + "Y": 29.986934748722007 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.790213359761275, + "Y": 30.92210167856319 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.70871000466642, + "Y": 31.9280391856664 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 43.78605352615964, + "Y": 30.87731861221535 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.32576972413186, + "Y": 32.05639528684026 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.25421686344928, + "Y": 32.595209333728704 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 45.283512207330965, + "Y": 33.41246811209455 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 47.10011550973192, + "Y": 34.96587721703242 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 49.36125682021035, + "Y": 34.61781070950351 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 48.758253448981584, + "Y": 34.343406071105065 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 51.881808696895355, + "Y": 33.9545537014058 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 51.690113893061394, + "Y": 35.23028703641925 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.16882916260405, + "Y": 35.46958854478211 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.37838764195122, + "Y": 34.644131414719105 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.32260930463259, + "Y": 35.7563877742416 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.37028835345063, + "Y": 37.5199267147441 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.26091968369804, + "Y": 40.053338139249796 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.26546862381713, + "Y": 42.32558332990163 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 56.022802536225186, + "Y": 42.57982407874 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 55.52755033157379, + "Y": 44.61780275795061 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -2.1609754922213527, + "Y": 0.6887963633093569 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -1.2924648332550155, + "Y": 0.13470810631834085 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -0.23684942434740675, + "Y": 1.4573917706325488 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -0.625948666102394, + "Y": 1.7574394044921222 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 0.6629520481860063, + "Y": 1.2985358902848056 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 0.9481548690573073, + "Y": -1.5714054140170273 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.827679967742636, + "Y": -1.2178085789095192 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 3.717141222173673, + "Y": -0.8379420217217023 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.8758499452506614, + "Y": 0.7065334927335146 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.3601696591160106, + "Y": 1.5341050026375187 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.116444775960204, + "Y": 1.2135058783441552 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.287614974424077, + "Y": 0.5429403746554331 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.541183842662855, + "Y": -0.48422150979832757 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 4.3667137299584065, + "Y": -1.6607113863094376 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 6.483732731312081, + "Y": -1.1317693536558533 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.042259595326195, + "Y": -0.36962181589378845 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.171129511098984, + "Y": 0.20048214706254852 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 10.265955725304678, + "Y": 1.4771951538393004 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 10.542415591317736, + "Y": 2.2801379854194557 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.796542891016918, + "Y": 4.417466089212507 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.632227224586853, + "Y": 3.8534285724877835 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.218293892146875, + "Y": 3.0982080256030797 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.521449912527501, + "Y": 3.1940608844390668 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.274380896355602, + "Y": 4.788862665337073 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.596336879597262, + "Y": 2.7052050191638113 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.134193582852978, + "Y": 3.629169891254598 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 13.113622701741518, + "Y": 5.025402706679217 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.86515934900914, + "Y": 7.1248932274831125 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 14.45003229142519, + "Y": 7.001025179214455 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 14.250773797722367, + "Y": 7.903367961610304 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 15.54009415548941, + "Y": 8.127202390232371 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 16.097702306669635, + "Y": 8.839317767140162 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 17.902277413608196, + "Y": 8.599097235568236 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 18.887684798022676, + "Y": 8.255058302949738 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.634997426048976, + "Y": 6.657394675956484 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 20.17826779402796, + "Y": 6.520754205500119 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.555605150073845, + "Y": 7.968094116312264 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.77080759752864, + "Y": 8.38733219720022 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.32844359501657, + "Y": 8.851055493808285 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 21.48355894488085, + "Y": 10.061617270860397 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 22.127639899146327, + "Y": 10.669681938160375 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 23.388991223504306, + "Y": 11.524487775376421 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.134422615352975, + "Y": 11.27010015341474 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.720909916066237, + "Y": 11.976064608425972 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 24.40352738210829, + "Y": 13.2553105414853 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 24.393202029019925, + "Y": 11.796235277408643 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.743346067110913, + "Y": 13.684312826195425 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.77484053195117, + "Y": 13.302453707218874 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 29.373844833912855, + "Y": 13.950339205900727 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 29.301345880700786, + "Y": 15.977081678412699 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.354872111479033, + "Y": 18.942642647437 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.715435799921078, + "Y": 19.83174096174953 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.787466353249748, + "Y": 18.608542357502735 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.189329865417342, + "Y": 18.725895899304774 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.684698837824833, + "Y": 19.66514615766616 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.667944997144776, + "Y": 18.264057215268895 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.632378307176854, + "Y": 17.30724672986219 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.366797289481838, + "Y": 19.80488188698341 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.39859084352769, + "Y": 20.049818373442466 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 31.79038670016969, + "Y": 20.863421730880933 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 32.91956646913001, + "Y": 21.081999109123487 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 34.437469940049674, + "Y": 20.724278150986247 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 35.99798080999913, + "Y": 20.34098323676608 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 33.81366227364882, + "Y": 20.062018109488132 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 34.141696682533805, + "Y": 22.06527602188377 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 35.59753751368969, + "Y": 21.8392180226236 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.62002476527971, + "Y": 20.725243840452727 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.52251120632763, + "Y": 20.716562184482683 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.59213441901128, + "Y": 20.54210570073836 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.63109638851029, + "Y": 21.865812609964106 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.787899012094236, + "Y": 24.71237563949429 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.97613710707436, + "Y": 23.952486500052068 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.46987309017941, + "Y": 24.096448877757187 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.04964719895355, + "Y": 24.953986906699296 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.09283045443268, + "Y": 27.451272865151818 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 39.071550863609964, + "Y": 28.420137386898652 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.03969346049798, + "Y": 29.44910330520396 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.31816425926512, + "Y": 30.302985907925965 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 41.97534578160455, + "Y": 27.823389445256186 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.441400811567505, + "Y": 26.771217047671193 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.44222349516871, + "Y": 28.64644728593449 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 45.45636629489261, + "Y": 29.99712805836085 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.836280905044305, + "Y": 30.078877132243317 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.496248908295776, + "Y": 29.889138150173775 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.62450157629391, + "Y": 31.151793267349554 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.67442441931605, + "Y": 31.947942282662332 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 46.399345631893944, + "Y": 32.715005655881384 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 47.69974763917972, + "Y": 33.28726614036652 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 48.36590153337952, + "Y": 33.95357659629644 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 49.28294384745442, + "Y": 34.33161349556459 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 51.45234646906768, + "Y": 34.26412090790088 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.54503497180667, + "Y": 33.854800330332885 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.85097633048365, + "Y": 34.85307841268495 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.04757183940927, + "Y": 35.45227227670297 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.59851703092761, + "Y": 35.83440646977299 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.25896178222944, + "Y": 36.29719280283961 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.084496217829255, + "Y": 39.317845031479614 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.96854691742469, + "Y": 41.65612350076006 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 56.730090798877676, + "Y": 42.844147737852296 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 56.32669797233833, + "Y": 44.328985415494735 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -2.6851683372212483, + "Y": 0.716830200508413 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -1.6135495413562637, + "Y": 0.9482156702774515 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -0.37987222761569794, + "Y": 0.750672240461021 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -0.6044276031104766, + "Y": 1.615485784940559 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 1.218078703383065, + "Y": 1.1037267294063402 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.363083759796585, + "Y": -1.0875172228189625 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.274586683694836, + "Y": -1.7122625958062065 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.9869161134765516, + "Y": -0.7454242543504963 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.129861052983089, + "Y": 0.3147660393308588 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 3.712565060645391, + "Y": 0.8492741909800008 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.79353884685441, + "Y": -0.0028924375384606904 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 3.5418622391969143, + "Y": 0.6004577493007188 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.9994878080142, + "Y": -0.2519947607786823 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.730385082758898, + "Y": -1.6231394999363349 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 6.9724720352364375, + "Y": -1.0390147888379944 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 7.879411025355525, + "Y": 0.24241188124406043 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 7.371487118728073, + "Y": -0.12551340393187993 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 9.403770857202426, + "Y": 1.2973515814449081 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 10.618623973733365, + "Y": 2.2186481003022607 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 10.130584212748305, + "Y": 3.382632111080562 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 9.283299328069404, + "Y": 4.891475882773775 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.247098087982899, + "Y": 3.3482234275036493 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 11.85070194305477, + "Y": 1.702332952206909 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 11.0662546416342, + "Y": 2.1083397260949033 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.27903054032652, + "Y": 2.975468003086844 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.287960781906248, + "Y": 2.6968318296503835 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.9222441991086, + "Y": 5.16054470579758 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.889544396628748, + "Y": 6.23460311803434 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.762149100925647, + "Y": 7.223951554826815 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 15.64124786139826, + "Y": 7.381908763751225 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 15.04687847109772, + "Y": 6.769842465150893 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 16.561574045035343, + "Y": 9.273283306993278 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 17.208270227065167, + "Y": 9.25267348027564 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 18.121222050496176, + "Y": 9.324948793156157 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 19.678154746552586, + "Y": 7.673368261779788 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 19.382599708380077, + "Y": 6.986686276830654 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 18.820729217136975, + "Y": 7.419500048671797 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 20.555430903998758, + "Y": 9.05050182930373 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 20.915120649849765, + "Y": 9.812018541323617 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 21.751962923496897, + "Y": 11.358860834182364 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 22.76357915886269, + "Y": 11.384416364121996 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.072531094986367, + "Y": 11.48905440632113 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 23.957893093068893, + "Y": 12.239882655321063 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.905952338881875, + "Y": 12.464350401206708 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 22.790222346103754, + "Y": 13.436037214850504 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.927796051325064, + "Y": 11.9017507839139 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 27.004436818402542, + "Y": 12.634172472462364 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.693742755683196, + "Y": 14.016129429726586 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.817471202458915, + "Y": 14.365294568643806 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.610439611688594, + "Y": 16.812884309819736 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.390802113119744, + "Y": 17.647332844919323 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 27.22564657256611, + "Y": 18.407965024262474 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 26.30161538061809, + "Y": 19.89980593880234 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 25.658196411659883, + "Y": 18.506234719419425 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 25.461937370253015, + "Y": 17.199388784801872 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 26.89070238763118, + "Y": 18.056235589607294 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.031496957917255, + "Y": 17.46054007685873 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.074302758537737, + "Y": 19.80476527487761 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 30.177049553106738, + "Y": 20.31154883955353 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 30.80401894580067, + "Y": 21.55729038851258 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 33.476716846077416, + "Y": 20.638167182276668 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.45842151927811, + "Y": 20.766931713593262 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.88157090434498, + "Y": 19.054363287714153 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 33.87675915955691, + "Y": 18.26736474336655 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 34.681164741741874, + "Y": 20.71142657987687 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.72623386768845, + "Y": 22.33735551624658 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.61236547251092, + "Y": 20.535679953229646 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.9628273596802, + "Y": 20.765804618684733 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.05025858627042, + "Y": 20.984588542630974 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.927802380176324, + "Y": 22.604185534837626 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.83949200744527, + "Y": 24.107596611596033 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.21316280486402, + "Y": 23.204622767547317 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.03553881823545, + "Y": 23.554034033012975 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 38.986603088490995, + "Y": 24.402871403932036 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 38.221794549603985, + "Y": 26.07453647597483 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 39.518936124758866, + "Y": 28.347157695883443 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 41.122259152116094, + "Y": 28.280460785517025 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.999564074485434, + "Y": 29.01820827495294 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.75672084195954, + "Y": 29.89578846590165 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.130509774116085, + "Y": 30.02386090223174 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.39308009988681, + "Y": 30.47356416699214 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 43.55927990356928, + "Y": 30.582644787873733 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.70527400299439, + "Y": 29.839223793743738 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 43.203991135473125, + "Y": 29.703649143841268 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 45.03459394299476, + "Y": 31.19278436626428 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 44.563751252062715, + "Y": 32.87429363723444 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 46.18408461686756, + "Y": 32.94315728142572 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 47.10850500315987, + "Y": 34.94294118753565 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 47.553538350755694, + "Y": 35.31065867758281 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 48.80965355353224, + "Y": 35.49939536306365 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 51.40416776018721, + "Y": 34.7576554284501 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.81663045578495, + "Y": 34.68475903011864 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 53.55045845167409, + "Y": 34.891016549415866 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 53.298033669223706, + "Y": 36.88836579603868 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 51.876862244688525, + "Y": 35.96728687460856 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.47552624092057, + "Y": 38.37608025275643 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.94858428591719, + "Y": 38.95533164349604 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 54.82494681238143, + "Y": 42.1947223557653 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 56.18386924428595, + "Y": 43.225645109981926 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 55.07102817630023, + "Y": 44.08287405970795 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier", + "scale": { + "scheme": "viridis" + }, + "type": "quantitative" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAG/CAYAAACEz6l7AAAAAXNSR0IArs4c6QAAIABJREFUeF7sXQeUU8X3/lK3987usrv03osgSJEmKCBdhL9IU0FRRFAsCNjAAihIE0SkKCIICPwUROlNmvQOywK7bK/p5X9mQsKWhE3ee0nY7Mw5HEgyd+7cb+bNfNy5747IaDQawQpDgCHAEGAIMAQYAgwBhoBgCIgYwRIMS9YQQ4AhwBBgCDAEGAIMAYoAI1hsIjAEGAIMAYYAQ4AhwBAQGAFGsAQGlDXHEGAIMAQYAgwBhgBDgBEsNgcYAgwBhgBDgCHAEGAICIwAI1gCA8qaYwgwBBgCDAGGAEOAIeB0gqXT6ZCTk4OIiAiGNkOAIcAQYAgwBBgCDIFKgYDTCdakSZNw5swZ7NixA2q1mhKtHj16UHBr166Njz76qFIAzYxkCDAEGAIMAYYAQ6DyIOBUgrVlyxYsXrwYxItFCNbFixcxbdo0rF27FlKptPKgzCxlCDAEGAIMAYYAQ6BSIeA0gnX9+nW8/PLLeP/99/Hxxx9TgrV161YMHToUBQUFaNmyJWbPno1OnTpVKsCZsQwBhgBDgCHAEGAIeD4CTiFYKpWKEqfly5cjNzcX06dPpwRr165dOHHiBF599VWsW7cOn332GfVqiUQi7N+/HwcOHCiBeGRkJDp06OD5o8AsZAgwBBgCHopATmoezu65hMKcIgSE+aNRpzoIjAhwibXVqlUTTA+59OTOnTvIyMhAYmIiQkJCeLWt1+tp2IxcLmcnOryQfHSFnUKwCJnq3r079VLl5eXh8uXLGDt2LObPnw+JREL/kMlFjglTUlIQFxdnFSHi4Xr77bfdgh7xwAn5cDpihLt0u0svwYbpdmSG8K/L8OaPoaMtuAtzd+k1P9e/fboDuel5Frgi4sMw4dvRjsLncH0h7b5y5QqGDBlCHQTmYt7TCEF6WPn2228RHByM559/Hv/73//Qs2dPbN68GWKxGM888ww2bNiAfv36OWwfE3j0EXAKwVIoFJTpk3Lq1CnMmTMH69evx3fffUfZ/8KFC3Hw4EEMHz4c165ds4kSI1iunUBCLkiO9pzpdhQxfvUZ3vzw4yLtLszdpZdgtP/PQ/jz271l4Bo3bwSyvIBCtQbh/r6oERlWqo4egIQLzBYZoezWarVo0aIFTp8+TcNeWrVqhaVLl+Lw4cP49NNPMXXq1If2Mz4+HnXr1qWnOGaCtWnTJtSqVQs//vgjDZtp2LAhL1uZ8KOJgFMIVnFTjx49SuOwyORKTU1Fly5dqOeK/JkxYwaefvppRrBKISDUwuDolHOXXtJPptvR0eJXn+HNDz8u0u7C3F16CUb7/jiIHQv3lYFLPqwpUjVKy/dP1ErCkFaNAN0lGBXrAX0KIPIFvNpD5MPNuyOU3Xv27EHHjh3Rq1cvGkdMCkk9FBoaioCAAHpK06dPH4SFhWHFihW4ffs29Ui99NJL1NHw4Ycf0npvvvkmWrduTT1YhGARefKW/axZs2gozE8//URfCktOTsawYcPoG/YkxIbUJydCJIxm1KhR9DdWKgYCTidY1mBIS0tDdHR0uQgxD1a5EAlaQagFiUunmG4uqHGXYXhzx46rpLswd5feG6eT8d+Rsziw7ji8fb0ssGmj/JDfIb4MjF8MfAq+6lmA3nT6YS4i/wmArL7DsAtl99dff4033ngDS5YsoaEu5kLijHfv3k1JFCFOJNTl0KFDuHr1KmrWrEkJUps2bfDss88iJiaGntxoNBoLwSJOBuJgIEeEhJwREjdixAj4+Phg0aJFlHiRU57Y2FiqkrRPPF7sxTCHp4LbBNxCsOy1lhEse5ESpp5QCxKX3jDdXFDjLsPw5o4dV0l3Ye4Ovf9bvgsHN/8LEi4CnQg6rQ51W9VCcFQQAtskYmtKchkYp/d+AhH6d8p8L/IZCHh3cRh2oewmMVTkxaxVq1aV8B4RcrRt2zZKqAg5skawyOmNrSPC4gTrn3/+wYIFC2jMMYlRJkePJIaZeLoIwSLeM/Jvlt7I4WngVgFGsGzAL9TDyWV03aXbXXoJRkw3l5nCXYbhzR07rpLuwtzVevU6PWb0/wJGIyjB8vX1pZANntIXDdrVwc2sHHz+v5JxWTKJBHMG94I4/zXAqC0Bsch3OODVzmHYhbL7r7/+QteuXWmQOznGI4XY5efnR/9NXthKSEgAeev9+PHjNFarcePG1INlL8EiR4M7d+6kBEsmk9F2w8PDMXDgQEqwSJwXIV2sVCwEGMFiBMuCgFALEpdHgOnmghp3GYY3d+y4SroLc1frLcpTYNbwbyxExEyweo/rjpY9mtLvNx4/h78uXKX/9pZJ8Wyz+mhfMxFQ/gKjatcDiMXBEAW+D4gcT+sglN0kyP2xxx6jbxASwkOO6AghIkSKJM4mscTdunWjBIm8yPXLL7/QfxcnWIGBgTR+i6QlMsdgFfdgnTx5kuaL/Pzzz+kNJ+Tfffv2pUeGhGARosZuPeH65LlPjhEsRrAYwWIpOVy6Agm18XHpdGXU7Q6bv3jxW+RnFZTwYL348XOo1ijBMmwanZ6+RRjq51NyKLWnAH0aIPIB5E0BUSCXoRbUK07edifB5eTNQXMhx4ZfffUVzWNFju9IrBUpnTt3xt9//01J0nvvvYcpU6bgiy++oL+PGTPGkqaBHAWSY8aNGzfSl79IwDshaKQ0atQIv//+Oz0SZASL0/A/EkKMYDGCxQgWI1guXYzcseGbDayMut1h85l9F/DH938jLeUePSJs07sFeo52PI6Kz8R0ht3p6enIyspC1apVLUeE5j4STxe5pYS8HVi6kOTbBoPBclxqyy5y9JidnU1JFUnAzUrFRoARLEawGMFiBMulq5gzNj57DaiMut1p87lT51Gnfm1IZPxyWtk7vsXrudNuLv1lMp6HACNYjGAxgsUIlktXNndufJVR96Nms06rx7E/TyEvIx+BYQFo3q0x5N6mwG4hizvtFtIO1lbFRYARLEawGMFiBMulK5g7N77KqPtRs3nZO6uRfP62Zc7F1ozBy593BvT3TMlFZfUEmY/utFsQA1gjFR4BRrAYwWIEixEsly5k7tz4KqNud9q88rOfcXnfdagUasTVikGfcT2wYtrPJeeb4R7GTi9AXPX7x4jSJIgCyubDcnSSutNuR/vK6nsmAoxgMYLFCBYjWC5d3dy58VVG3e6y+dif/+Gz4fNo4kxziatdBX6BprxY5lJQdB4tRoUgqqYMdSNViA3UQuQ3GpC35DUv3WU3r04zYY9CgBEsRrAYwWIEy6WLmjs3vsqo2102f/f2avyxYlcJgkWSkJIjQfKGHIm/yiwsRGpOKqLHxEPsYyJik57IQPW4voBXZ17z0l128+o0E/YoBBjBYgSLESxGsFy6qLlz46uMut1l83dTVuGPH/62ECy1Qg0S4E68WLn38mhgu6xhDIx1VfCp7W2Zg52rF2JAm+cBWSNe81Iouw05LxXrhxFA8fQJ5X8WhyzlZQcTrrgIMILFCBYjWIxguXQFE2rj49LpyqjbXTYf2XYcn7+4gBIso9EIkuFdIpPCx+8BmTL8XxNE1vcD9HfJpTN0SNtWi8SwDsVJDZeRFu76LV3O/QueCa8y86nif5u7Z+N3KSNY3AbQA6QYwWIEixEsRrBcupS5a8MnRlZG3U612VgAqP7E3Ws3kZkqhk9QM9Rs1dEyn5Z9uAqX9l9DYa4C2ak50OuNEIsfeIA0nRIR2rEmvH29AKMaEEkwsEVTdKpTjfecFMpudfZoXn3xCl1WQr6oqAg+Pj4Qi8VW21Wr1fQIlWSIL16syZHkpUqlskzSU0fq2tJHkqYGBJS8osiRukL0zRZWfPvmLIxLDygjWIxgMYLFCBavDcRRYaE2Pkf1MoLFBbGHyxgLvsLu9Wfx93rN/YoixNZpjy7/1w0GvQFqsRINmzWA0WDEe09/iqsnb5ZoMKZJVYQNb4F0oxbkwucWibF4/rEmgnRUqHmmyhkNenM1yaxu/tvcw9LfW/ndO3Q5rZ2ZmYmhQ4fS62+Sk5MxefJketegueh0OkycOBHkXkJygXSzZs0wf/58mtndmtyKFSswb948mvWdyK5Zs4YSM3vrhoSEWNVH9I8cOZJeYE36uXz5cjRp0sTuui1atADfvtmyg1ymzadvtuwQAmNrk5YRLEawGMFiBEuQDc3eRoTa+OzVV7xeZdTtNJuNBTDmvoVPRxdBpSBnZoBOC6Rc9UFYbBQNYidXv7zwwRA06lAPh34/hvmvLodOo4NYIkZodDDCqoTizaUvISQ6mMtwPlRGKLuLskfy6ptf6PdUftasWfQqnU8++QRpaWmIiYkB8dCYL8M+ePAg3njjDRw9epTWJ5c+f//999i3b18Zuby8PAQFBSE3N5f+PWHCBNoeISalddiq26FDB6v6yOXVb731Fr3AesOGDViyZAmmT59ud93t27dDJpPx6ps1OwhW5AJsPn2zZQdfjIuPY/HJwggWI1iMYDGCxWsDcVRYqI3PUb2kfmXU7TSbjflQp72Fj0cWWYYiK82AzFQ5IqrGUAJFCFatJtXx0pcv0Dr7Nx7Bjh/3UI8WOSrsNORxdBzyOJehLFdGKLsLKMGyFnxlKyir5PcBoStoX0ePHk0vdR4yZAiNSSNHhOQS6WrVTMehq1evxoEDB7Bo0SL6mZCJ/v37Y8+ePWXkdu/eTT05RJ4U4uk6deoUJVilddiq26lTJ6v63n33XRCyFx8fT71pPXr0oJdaW+ubtbrkQmzSBz59s2YHaY+QQj59s2UHX4yLjyMjWOU+mmwhtgMiQasItRhy6VRl1F0ZbWYEi8vT8XAZY8EszBl/DrkZBlrxXooBuVk+iK0RC/8QP0qwouOjMHnFeEtDJDZn/4YjyMsugK+/D+q1qYWYalGCd06oOZ6XNcJEr8wnhGa6Zefn4LAfqG2DBg2ifwYMGEA/R0VF4ciRI0hMTKSfFy5ciAsXLlCyRMqoUaNASNCWLVvKyK1cuRKvv/46Ll26ROuuWrWKErH8/Hy765IjSGv6xo0bR9slHjGCISE1U6dOtbvutm3bMHDgQF59s2YHwapRo0a8+mbLDr4YFx9HRrDseJSFejjtUFWmirt0u0tvZd343Gk3G2suTyY/GXdh7lS9hkz899dqbP3uIlRFYmSny6BWiS2EiRCseq1qY9Snz1vA27LwT/z7x0nLZ3Jc+NqC0QiPDeUHcClpoezOziZxUmU9WCKIYHyIZ8v8e2joStqzmTNnIjAwkB61kRgrEgNFjvjMwe7E0zRnzhxKqEjp3bs3pk2bBnLkVlouNTUV/v7+IGSVeHvmzp1LZcjxoL11mzZtalXfm2++Sdtr3rw5jh07RvtNvrPWN2t1161bR489+fTNmh0Eq44dO/Lqmy07+GJcfBwZwbLjMRbq4bRDFSNYlfTohhEsLk8HPxn2XPPD72HSWak5kEgl+HXO79i/7wyy8oqgNuoR0awqnmpQG48/1Rx5mflYNeMXSOVSyL0fvCX31Ogn0bY3v8ztpfsm1Fhnmj1YHA8KI+57sAhxWrBgAXbs2IH169dTwnLo0CFcvHgRwcHBNG4pKSmJBpaToGtCgFJSUqhnyppc48aNqderYcOG6N69O0jslEqlsrsuIVDW9BFCFR4ejilTptB4J0LkCCm0t+5HH30Evn2zZcekSZN49c2WHUJgbO3ZYDFYNlYMoR5OLsuZu3S7S687iUZl1c3GmsuTyU/GXZi7Wu/v/13E+v8dxp1Ld6H3k9I8WKEZavgdS0V8nVhc+vcqBTK2Rgw9RiSl6/91wBMD2vAD2EkerPSsF3n1KzLMFINF0in07NkT58+fp//euXMnWrduTY/0unbtijFjxuCdd96hpIl4cAipGj9+vE05QtiGDRtG2+7VqxfWrl1LCZY1HdbqEs+XNX0knqht27a0XUL8CAkMDQ11qC7fvtmyQ4i+OQtjRrAceExcvSgV75q7dLtLb2UlOe60m421A4uBQFXdhbmr9S7afQR7j19E+q1MehRGCJY4vQghu2+hZvPquH35LpQFSvgH+9Frc0j5v+mDULMZ/9xXzlhHUzNf5BHiDlQJNxEscyFeqejoaOqxslZIOgeSA4sc9ZUnR45gyVuCJF6Ka11r+kjah7t379JAd0LEzMWRukL0zRpWQvTNWRiXHk/mwbKxeLp6UXLGwuDovlAZbXYnyXGnbjbWjj4d/Ou7C3NX6/3hwHHsOHIO95IzLARLcjsfwQfvoFaL6tCotMhIyYJEKkbD9nXR9MmGgnuvhHy27mSNvB+CZWdUu+UlQlP92HBTmgZWKh8CjGAxgmVBwNUL8aNAKoVciLksH+7C3F16Kyve7rTb1WN95nYavv5jP26cSbYQrIjzOfC7W4gq1aMtj0mzLo3w7ISeXB4bu2SEsvtW5ii79NmqVDXclGiUlcqHACNYjGAxgsXyYLl05RNq4+PS6cqo2x0238zKwaETl3Hm8HnE+wShVkw4bl28g+v/JdNhi69dBQMm9aa5spxVhLL7Zia/q3ISw0teleMse1m7jx4CjGAxgsUIFiNYLl2ZhNr4uHS6MuoWzGZy76B6P2DIAcShgFcHQORjdRgObTmGjNuZKFAUoHP/JxCTZMpzpShQ0iSjfkG+XIbPIRmh7L6WQa7KIYmwuL1GWD2SESyHBs6DKjOCxQgWI1iMYLl0SRNq4+PS6cqoWyibjfkzAf2dB7BLkyAKeKfMMKz/cgtO7z1vIlQKBQKDA/H6wjEIjgziMmScZYSy+0rGGM59III1I77jJc+EKy4CjGAxgsUIFiNYLl3BhNr4uHS6MuoWxGbdNRgLPi8DuSjwA0ASZ/ler9Njer8vLJ8JwSJJJ/u8+hRadGvMZcg4ywhiN4BL6WP5OLBQJ3IpZxuYYMVGgBEsRrAYwWIEy6WrmFAbH5dOV0bdgtisuwRjwZyyBCtgKiA1XfVCilqpwceDH9QzE6ynX+qK1r2acxkyzjKC2A3gfMZL9G1Akq6A3CFovjPH3s/1GMHiPIYVXZARLEawGMFiBMul65hQGx+XTldG3YLYbCyCMfctAKY7B2kReUMU9CUgepDPKTs1B6tmrkfmnWxaxUywxn4+nCYZtbeQNxBvXbgDkViEpAZVHZI16xDEbgBn771kb7et1msQtYSXPBOuuAgwgsUIFiNYjGC5dAUTauPj0unKqFswmzXHYVT/dT/IPQwi7+6ArBEdBkKofp71G819RbxYaoUaUYmREHsBnfq3R+tezewerpO7zmDj19tK1H/+vf6o07qm3W2QikLZfTr9FXrnoPluQUf/bhy52KF+s8qeg4DTCRbJupqTk4OIiAgLakVFRfDx8bFccmkLztmzZ+Ptt992C9pCPZxcOu8u3e7SK+RiWJHwdqfdbKy5zBR+Mu7C3BV6N3y9DUe2HodEIqb3DJLSqmcz1O9WA9WqOZah/cfpv+DKieslwG7csT4GvPmMQwMglN0n771yX6/5NUJzN+z73DRqkUP9ZpU9BwGnEyxyOeOZM2foBZckPf3QoUMhlUrphZaTJ0/GiBHkpnLrhREs1040oRYkLr1murmgxl2G4c0dO66S7sLc2XqP7/gPC15fgaLcIgpNYFgAYqpFokbTJLR/oaXDBGvplFVIuVjsbUUAdVrVxPPv93cIeqHsPn7vVW75Ge7ndWge9a1D/WaVPQcBpxIscuHj4sWLQbxYhGDNmjWLXmL5ySefIC0tjd6fRLxZ5C0Ta4URLNdONKEWJC69Zrq5oMZdhuHNHTuuku7C3Nl6Z//fAlw+fg0F2YUWaMgdg+36tULT3vUcJlhbl+zEkW3HS8Dcacjj6Dy0vUPQC2X30TRCsLiXVtELuAszyQqNgNMIFpncL7/8Mt5//318/PHHlGCNHj0aXbp0wZAhQ+jbGGKxGOR2bFsuZEawXDu3hFqQuPSa6eaCGncZhjd37LhKugtzZ+ollzZ/+vw3NIHo7Ut3TW/ZAYitEY03lrwEvbfGYYKlKlLjt2+24/KxqxBLJKj7WE2HjwdJH4Sy+0jaBF5pGh6L/obrlGFyFRwBpxAslUqFTp06Yfny5cjNzcX06dMpwRo0aBD9M2DAAApbVFQUjhw5gsTEROzfvx8HDhwoA+fAgQMrOMSs+wwBhgBDwHMRWPraGmjVOpAcWGqFhhra69UnUa+dY0HpzkDI0fgva304mPo6r661jfmalzwTrrgIOIVgETLVvXt3tGzZEnl5ebh8+TLGjh2L2NhYBAYG4o033qCXgIaEhFACRjxZ1grzYLl2Ygn1Pz4uvWa6uaDGXYbhzR07rpLuwtzZenevO4hda/ZZYEmsH49Rnw2ln52t+2FjIZTu/akTuQ45lWsXM5eXPBOuuAg4hWCR3Cd37piCFE+dOoU5c+Zg/fr1OHHiBBYsWEC9WeQz+f7QoUM20WMEy7UTS6gFiUuvmW4uqHGXYXhzx46rpLswd7betLwCXL2WCk2OAklRoTRvlbk4W7crCNaeu29aV1P6JcLSte7/3qFK2QStXOcQk6tYCDiFYBWH4OjRozQOi5AqpVKJnj174vz58/TfO3fuROvWrRnBKoWAuxYld+n1lP/pcnn03YW5u/SysXYsZQGXOVVaxpljvenkeew4d8WismnVKhjzREuPIlj/3CUJVi0J3B/c+SyiCd4tRXT/s+VO6PufO1X5UohhZG1UQAScTrCsYZKSkoLo6GjIZA8yAFurxzxYrp1RzlyIy7OE6S4PIWF/Z3gLi6c9rbkLc2fpVWq0mPTL9jKmPxUUiYzDN6AsUEEaIMbAV/sgNCbEUi8nLRcn/jqNgtwihEYF47FnWkDu/fC9wB58nUUsd92dzCvIvUuVB3czcrGDyVRcBNxCsOyFixEse5ESpp6zFmJ7esd024OScHUY3sJhaW9L7sJcCL3k6pqce3nwDfRFnVY1qMn38gsxY8uuEuaTNwC9dt9EeJHpSh0SLlK3RS2MnjWMftbrDJj30mLkZuRb5BIbVMWoT00xW0IWIewm/dl5923wYVhdY2cLaRZrqwIhwAiWjcES6uHkMhfcpdtdeglGTDeXmcJdhuHNHTuuku7CnK/eLQv/xL9/nCxDiNQ6HSb+XPJKm9z0PEQeSkWA2nR2Zr6L8IN1b0LuI6cZ2kmm9tJl4tKXERodzBVaq3J87TY3+sedd3gRrB5xswS1izVWcRBgBIsRLAsCQi1IXKY/080FNe4yDG/u2HGVdBfmfPSS/FafPV82zcALMwejRpMk/Hn2MjafumCBJE4rgfK3s5bPZoI17de3IJNLcfHIFaz5ZEMZCCcsHIOIuDCu0DqVYG2/8y6vfvWM/ZSXPBOuuAgwgsUIFiNY7LJnl65gfDZ8vh2tjLr52Jx1NwfzXl5SBvZBk59Gw/YN6PeFKjWyipTw95ZDlK/G3Jce1CcEq3nnJhj6bj9aNy8jH1+OWliiPXK1zuQV4/kObRl5PnYXb+z32+89+EgccySK3Vzs+PxM/CeC28YarBgIMILFCBYjWIxguXS1Emrj49Lpyqibj80GvQEfD5kLrVprglufChiy8dJHXoitlQiR70BAWrvEUCRfuI3Te86DZHmHtwEDxvWBWPIg1+HpvefpxdAFOUUIjQlGh4FtkdTwQWoHLuNqTYaP3cXb23L7Az4hWOgT95FQJrF2KhgCjGAxgsUIFiNYLl22hNr4uHS6MurmYnNRvgK7fz6Ae8kZyE7NRcbtLMjlKkB/A48/LUf3oV4m+CXxEAW+b3MouOjmMq7OJFi/3Zpmap7mXyjmsrLz87NVGcESakwrWjuMYDGCxQgWI1guXbc8YdPlApi77Oaid+WH63D15I0SZr7wblUkJO2BVF7SelHItyjMUePsgYtQFaloLFX9x+vQSlx0c8HWmQRrQ8r0B82XORI0mhJkmYuV3/tXnSGUSaydCoYAI1iMYDGCxQiWS5ctT9h0uQDmLrsd1UuOA2cO/KqMic+MjkXL9vtLsSsvKCWz8e2E75GfVWD5rdVTTfHMK909gmCtT55uOiIUiehl1paEoubPxLH1kN8HJRQjaFwmDpOpsAgwgsUIFiNYjGC5dAFzdMMXsnOVUbejNtskWK+0R8u2mwFDnmVIRN5dcfJgbWz8umS6BpFYhBkbp+DGzRsQ4sJlLnPAUbtt6ViXPNN6DFbpzO1momUhXKYTxSEJ948YuRjBZCo0AoxgMYLFCBYjWC5dxITa+Lh0ujLq5mIzyVVFclYVL6/OH4WoeC9AewowKgFJDCBrhMNbj2Pb0p1lhuP9nyfiTtqdCk+w1t78iFeQ+/OJH3CZqkzGAxBgBIsRLEawGMFy6VLGZcMXqoOVUTcXm5WFKuxeZwpy9w3wQeOO9VG7pSmDe/Hyx/d/U4J1+dhVmuU9KiGCvjEYWTUcry0Y7RFHhKtvFk+zYEdehlJ5HIYl2n4JQKh5zdp5NBFgBIsRLEawGMFy6erEZcMXqoOVUbezbD6y7Ti2LtkJjUqDzDs5KMorAslp1fTJhug+ohOqNUrwCIK18ga/RKEvJPFLVCrU3GftuB4BRrAYwWIEixEsl648ztrw7TGiMup2ls0b523D9mV/gVyPo1FpodMZ4B/ki56ju6Dz0HaoWjfWIwjWDzdmFTsiNEIEkUOfX0yaas/UZHU8EAFGsBjBYgSLESyXLm3O2vDtMaIy6naWzT988BPIPYXKIjUMOtPlziS4vX7b2kioF48JCz3jiHD5dX53CY6q9o49U5PV8UAEGMFiBIsRLEawXLq0OWvDt8eIyqjbWTZvW/oXFk/6ATqNDga96XJnEn9VpXo0qtSIxpSV45GRk17hg9y/u/65PVPLZp0x1abwkmfCFRcBRrAYwWIEixEsl65gztrw7TGiMup2ls3XTyfjvV6fojBPAa1KR71XJFdUdFIEYmvE4N21ryM1/W6FJ1hLrn1hmVqOh7gDL1efbM/UZHU8EAFGsBjBYgSLESyXLm3O2vDtMaLqzgalAAAgAElEQVQy6namze8//RkuHbsKRYEKRgMg95ahSvUotO//GJ6b+qxHxGAtulY26ao9c81c55Xqkxypzup6EAKMYDGCxQgWI1guXdKcueGXZ0hl1C2UzXmZ+dj54x7cuZoGb18vmrqhVovqWDXjF1z7L5lekxOdFIUeL3ZC2z4t6VAIpbu8cbX2u1C6v73Cj2CNr8kIFpfx8wQZRrAYwWIEixEsl65lQm18XDpdGXULZfOPM37BleMlk4++MHMwajRJglqpgVgsgsxLVmJYhNLtzrFecHWuKSW75aoccwp389U5D//8Ws03uXSfyXgAAoxgMYLFCBYjWC5dyjxh0+UCmLvsFkrv9Gc/h15velvQXLoMewId+noDhlRA5APImgHiYI9aU765PA9GmNMzOP7367UmcpkuTMYDEGAEixEsj1oMuTyTQm1AFUl3ZbTZU46sHJ1nQo31R4PnQKPUlFDf/Tk5Hu9x6cF34kCIAj4AxIH0O6F0O2qzkLrnXf76/mXO9x1Zpe4aFJXzeWKt17l0n8l4AAKMYDGCxQgW82C5dCnzhE2XC2Duslsovb/N344TO0+XMP2VmcmISTB5tbIUUvjIDPALGgp4tfcYgvXVpW9KX+Ps0OdJtRnB4vK8eIIMI1iMYDGCxQiWS9cyoTZ8Lp2ujLqFtPng5n+RdiMdXr5y1G9THQlxs3Hkli9+PRMMhVZMh6RdzVoY2m6wxxCsLy/NB5/bnt+q81qJqVpUVAQfHx+IxSa8She1Wk3TXcjl8nLlDAYDlEol/Pz8ONe1pa+goAABAQEl2nWkrhB9s4UV3745C+PSY8kIFiNYjGAxgsWFq3CWEXLDd7QTlVG3M2zOy8iHVC6Fr2gOpm7VI19djCxIkvBa126oGxPpEUeEn19cwIdf4e06r9JpmpmZiaFDh0IqlSI5ORmTJ0/GiBEjLFNYp9Nh4sSJOHnyJPR6PZo1a4b58+cjOzvbqtyKFSswb948xMbGgsiuWbOGEjNrOqzVDQkJsaqP6B85ciQSEhJoP5cvX44mTZrYXbdFixbg2zdbdhw/fpxX32zZIQTG1tYiRrAYwWIEixEsR3kKr/rO2PDt7VBl1G2vzbevpCL5XAqgz0TVuqGIr9sQEPkh9fo9etdgRHwY0pMzQY4Ks1NzKORJLUJwrGohYFQCkADiUEASjSGtGuOJWokeQbBmXVxoeYvQ/DahxaV1/+1Cy/fmz2ZKZjTinbrjKVazZs0C8bx88sknSEtLQ0xMDIiHxtfXl/5+8OBBvPHGGzh69Cj9XLt2bXz//ffYt29fGbm8vDwEBQUhNzeX/j1hwgTaHiEmpXXYqtuhQwer+mbMmIG33noL3bp1w4YNG7BkyRJMnz7d7rrbt2+HTCbj1TdrdhCs+vbty6tvtuzgi3HxcSy+FjGCxQgWI1iMYNnLTwSpZ++GL4iyUo1URt322Hz+8GX89OlGQHcdMBZS1Aa+5oPNe+vg1m09vHRGhChE8A3wgaKAkClTIZnNb3SsgqDIoBJIj27fEs0SqngEwfr0/CKHYq4AS9g7lXu33jiKzejRo9GlSxcMGTIERqORHhFeu3bNkul+9erVOHDgABYtIvpAyUT//v2xZ8+eMnK7d++mnhwiTwrxdJ06dYoSrNI6bNXt1KmTVX3vvvsuJXvx8fHUm9ajRw989dVXdtc9fPgw7QOfvlmzg7RHSCGfvtmygy/GxceRESw7Vm57FiU7muFUxV263aWXgMR0c5oqnIUY3pyh4yzoLszt0bvuswU4u+8MYMgBRFJqY4osACkJkSbPFIDwIg3wRwa8/bzpRu4X7IvQ6GDIOlVHWsSDeKGk8BBM7vEElbFHN2dAyxEUSvcn5xdbPyI0p7+yRb/u//5+vZdpTwcNGkT/DBgwgH6OiorCkSNHkJiYSD8vXLgQFy5coGSJlFGjRoGQoC1btpSRW7lyJV5//XVcumR6g3PVqlWUiOXn59tdlxxBWtM3btw42i7xiBEMCamZOnWq3XW3bduGgQMH8uqbNTsIVo0aNeLVN1t28MW4+DgygmXHEy3Uw2mHqjJV3KXbXXo9ZSFmY20fAmye2YeTULXKw9tY+DV+/Og4rv6nAIxqSrAUOj9c1vlD0TAcgIlwqVVGBG65CX/xAzIVnRiBfm/0QuKT9ZBeUARfuQwNYqMsXS9Pt1A2WmtHKN0zzy3h5cGaVt9EsGbOnInAwEB61EZirEgMFDniMwe7E0/TnDlzKKEipXfv3pg2bRrIkVtpudTUVPj7+4MEkhOyO3fuXCpDjgftrdu0aVOr+t58803aXvPmzXHs2DHab/Kdtb5Zq7tu3Tp67Mmnb9bsIFh17NiRV99s2cEX4+LjyAiWHU+1UA+nHaoYwfKQ/+mysbYPgcr4bPH9T0TW3WykXk+HVC5B9cZJkHmZSM/xnadx8egV6DQ6xNeJRefn2gHak4DuGowQQyStg+sp3rYvXNanwJj/MXasVWP/70XQGdQo0sig0PohIyYIhTHk6M+kq6jAiLB/bkGeb4REJoFYIkZk1XB8tOVthEQ9SC5afBZ4wljPOLfU9sQufftz6ZpG4MMGY+m3hDgtWLAAO3bswPr16ylhOXToEC5evIjg4GAat5SUlEQDy0nQNSFAKSkp1DNlTa5x48bU69WwYUN0794dJHZKpVLZXZcQKGv6CKEKDw/HlClTaLwTIXKEFNpb96OPPgLfvtmyY9KkSbz6ZssOITC2NklYDJaNR8cTFgb7trsHtSqjzXw3PkcxLl3fXZi7S29lxZuP3XvWHcTvS3ZAJpfSN/cCwwMw+tPncff6Pfw867cSU+qxHv7o3Ps0tq1U48YFPWRyILZhKwycOMH6VNVdgbHgS2g1Riz7Uoddfxug1xshqxaAtMax8FZrYSgwQKc1QlEAVNl5AzLIYdAbaNB70ycbomWPJvAP9kXtljUemf8s8sG7tBHTzy4tE8NuK7bd2vczGpoIFkmn0LNnT5w/f57+e+fOnWjdujU90uvatSvGjBmDd955h5Im4sEhpGr8+PE25QhhGzZsGG27V69eWLt2LSVY1nRYq0s8X9b0kXiitm3b0nYJ8SMkMDQ01KG6fPtmyw4h+uYsjBnBcmA3rIwbUGW0WciF2IHpZanqLszdpbey4s3V7o3ztmLTgv9BVaSmcyY8NhRhVULR6bl2UBYocXjr8RLTLjQ8BVVrFuLUXq3le43OH4Mmj0fzbo3LTlFDPox5k7F3swa/ngtGsjwQgaEGeAcmIk+rhUqThwiZBlk3tJCfyoToHOmHKSZLJAKiq0UiMNSffq7eJBEjZg4pocMT5tm0s8vKvkXoAMOa2XBMCUyIVyo6Opp6rKwVks6B5MAiR33FizU5hUIB8pYgiZfiWteaPpL24e7duzTQnRAxc3GkrhB9s2azEH1zFsalx9OpHiyNRkPzc5hfQ3V0A5o9ezbefvttR8UEqe8JC4OjQFRGm7lufI5ia6u+uzB3l97KirfDdhsLceviXXz39kZc++8mPQI0l5rNquGxp5tDJBbjyLbSBCsZRn0BctIf3Bmo0fni8WcHoPe4Hlan4bwx07F/80VkNI6BMjoAIpEYPgG+SKgbh7pJgXj1iUCsnX4YKZc1yEkvgrJABYPBCI1SjWqNE0q0Ofqz55FQP97ynSfMs/dPL+P1uH/caDQveSZccRFwGsEibri///4b9erVo4F8JAkaSbAWERFBX/skheT5IOe1tgojWK6dWJ6wGHJBrDLaXRltdpjkcJlMD5GxC3NjIYyFS3Ho97P49y81zhwRQVnkC636AWFKaliVkqXgyKCyR4TdDLh++gLSU/SWnqh1oeg4uC96ju5SpneFuUV4udkU5GcWIK9WMIpqhdI6JFM7ia/q3bk5XmzXHFuX7MSRbScetKnUoCC7gHrUipeh7/VH3dY1PYpgvXf6e15B7p80GiXwTGLNVRQEnEKwSNIt8nqpOWFau3btaMBcrVq16FsR5KyYkK3yCiNY5SEk7O92bQDCqvSohZgLNO7C3F16KwTJ4TKQdsjYhbnyV8weuQnHdmmg1RigVoogloggkXrBy0cOkViE7iM74cWZz9Eg8+M7/sOFI1eg0+oQXzsWTw59DP/8+AU2L76AvCw99Do5RDJ/vL5gLJp1bVSml+Tam0mdpiM/qwBasQh5j8VAG+YDuY8M1eMiMXviYOQUKXE+JQ1/rd6HjCM3ILqZC5lcQt8S8w/2Q3hcGO0bKa/OH4WohAiPeq6nniIEi3v5rMlI7sJMskIj4BSCZUbk7NmzNGU+SaBG3pQgSdRIGn8SwNeyZUsQAkWImK3CCJZr55ZdG4CTusR0OwlYG80yvF2Lt73Esij1a4xsdhA6rZ4GVmtUgF4ngtzHF1EJ4Xjmle545uVuD+18+q1MfPLcXCgLVdCoNFAp1AiLDqFxW08MaEM9U+by1+q9WPzmD1DkK2EwgJI2g48UsbWiMfiVpxDUvjp+2PMvVGn5uHXlLqAzwP+fZJp4lBxbyrzllFwlNohHhwFt8OQwU/4rc/GEefbOqRW8rsqZ3eRF1082pvGRQMCpBOv06dM0Ky05Hty0aRPNXnvixAm8+uqrILkyPvvsM0q8SBDd/v37KQErXUjCMlYYAgwBhkBlQECR8hNmDPoPep3BFFgNQKcVwz8sFO0GtkSPVzpbYCAkLCc1FzIvGYKjApGfWYjTf1/A9RPJSD57Gz4B3rh3I8NSv2q9WEQkhmHItD70uwsHruDvlQeQfTcXGbeyKGGSSIEajfQY8b4csfWbYO5PQfjvpzPQKjWU9EEshkSphTxfQ/M3xdWJhrefF8bOHwZvf69HboiqVavGu0+TT/5A26D52YulZTB9Npqi/R/y+xfNGMHiPQgVtAGnEKw7d+7QBGV9+pge5A8++IBedPn1119DIpHQPyTRGjkmJG8JxMXFWYWPebBcO6s84X+bXBCrjHZXRpvJ3Hjk7dZdwrDqH0JZpDPzK2jVUlStn4jBb/XBEwPb0Cl+eu95bPpmO7T3g99rNq+GvIwCEO8ViadKvXHv/nV5RrrWkjW3RrNqkEjEmLR8HIIjAvHbN9tx4q/TJhKn0UGrUSCqSjImfeNneXNs5HNS3L6ipURCr9MDKh3EWgO8VAb6nV+QL8JiQvDK3BdRv20tSvaKl0cebzsWjLdOrrRay3whjq0mzL9/2fQFO7SwKp6IgFMIVk5ODurUqUPvMSKvow4fPpym2yfEKyMjg+b5IPcJke/N9xVZA5cRLNdOOU9YDLkgVhntrow2VwiCBeCXz3/Cb9/8iaJ88raeCAEhgeg8tD3+78NBNPiclG/Gf4eMlCwU5SnoEaBeq4fBVwZJYiiNx8o+dRvIUZqcKyIjAkMDEFerCpWdvGI8AsMCMGfsYpzadYa+EUi8UFHxUlRJSMO4z0yXD5PyQjcVUrOJTpHp2FJvgDRPDamGBN2b3DkkXsvHzxvVGidi8JQ+aNKpgUXeE+bZm8dNBItged+p6NDnOc0ZweKyLnuCjFMIFgGGZIP98ssv6U3fJKsruSuJJA8jl0ASzxX5QzLPPv300zZxZATLtVPMExZDLohVRrsro80VhWCRfpL4qYyUTCgKVQiPCaGB5OaSnZaLL0bMR056AbJTc+jXykA57rWMhJefFyVCJBFo2Il7CM7TwTvQC2FRoci4nUVJAvFkRcaH4dyBS7h58x7UUsAgAny8gG7PGjD6DSlNUErKtKEFOHneFxoSm6U3AAotvJV6GqtFyJZOp0dAiB+tGxEXRtueuOQljyJYE4+v4rKsWGTmNh/OS54JV1wEnEaw6EOvVFJSRe5cKl7S0tKoZ6u8wghWeQgJ+zvbdIXF057W3IW5u/RWJJJjz/g5Uscm5tpzgLEAEIcC0lplmiQeKrGIeIrk+OWLzTiz7wKSz91AYU4u/IIAbx8JkuNjkRsVQF0sJD8WKb5ZKjym80GNxxJw+eBN5GXk08uZyTU3hGwZA7xwLUIC471C6FRaGILkCKzhhbaZNzH0TR8k1pVgz9ZwLJiUSr1cxEumVWvhG+ALvd50RGg0GixvEJIEqBFxoZi+cQolYJ4y1m8cewjBsuOqnHktGcFy5DnxpLpOJVh8gWIEiy+CjsmzTdcxvISo7S7M3aXXUzZdLmNvDXNj4TcAIVjm4tUOIl/ThpxzLw8b5v6O5PO36eewKiGUGJHg8nTjDaTc1kGi0KJGaAGuJyUhOyCSEiDyO0nnEGwQo1km8MykLtjzwxGaisFcMu9kIydQioxGYVArNVSOvGzk5SNFvfO30aKVL0bNbIs/18nxx/LDyLidibzMAnj7+SAsJhhZ9z1nxZJ8o0r1aMTWisHk78db9HjCPHv939XUntIxV/Z+/rql6TobViofAoxg2RhzT1gYHJ3OldHmyrrhs7F29OngX78M5vfvASzdsijoc0AchN++3oYTu85Yfs5Nz6PxVfeahyHPSwVlEQk8BxJ1efASG5ESFAO9QUTvLCQlstCAGhl69H2nOw6sOUZjtsyFHEGmQou0hqH0Gh4aLH/f+xW79w78JTIMmDMUv27cT48PjXfzoT2dSsWr1omDWCoGIWlEhsiT+xHJEWGvsV1plnlz8YR59tpRE8HiWua3YgSLK3YVXY4RLEawPGox5PJAesIm4KjdldHmR45Ma0/BWLiozNCJAj8EJFWweNJK3LliIjWkFOYUIVWnRkarCMBQRPNWaVQkQF2E1mnJKGjeGtdytNQj5a82olaGHnXrxKPjqMdw+8Q97PxxTwld3UZ1xtLz55CWkUvbpsHu2SpEHUuHOCkUBR2rQlWkojIalRa+ZzMQdD0PVWpEIyDEn76ROP23KdTDplFqaJxYSFRQCR2eMM9eO7LG0cerRP35rZ/nJc+EKy4CjGAxgsUI1vXrECJfDpdlwF0bkLv0PnIkh8ugcZQpg7n+Noz5pa8KE0EU/DUg8sKP03/BlRPXS2hL9zbiaowcMBZS71F4FTFCo0X4sEsmouM+RWa2Hif/OQtdnpJepdPqqWZIvnWTzu9L/15F6rV7kMqlIGkdSMb1i1duY//FG/h91W6o7uQiMLkAMrEEunZVUZQQQN9QJIWkaNCnFSDmYCoS6sXTtw7rtamF56b2eyganjDPXj285v77kiIYYYQIpf82v09p/fdvH2MEi+MjU+HFGMFiBIsRLEawXLqQecKmywUwYneV6Fh4+5oSct5LzoDU8DuCAw6ZgsJFMoh8+gFepmSiJJidBLUXLz2m9sby/85AryuCTJYPuZcWErEMcwd1htS77FU4tght8oXb2DBnK3Lu5VqaVxaq6VuG3n7euBYugTIpCF7eMhr3RYq4UIPHMkSoWjcOVapHocuwJ+B13xZbeHjCWI8/vPa+efZGXZnRMNX/9rGhXKYLk/EABBjBYgSLESxGsFy6lHnCpusoYHt/PYw/ftwFCaQICPWHTqOlqRhIkXsb0W9CB9Rv9xihMSWaJncFply6C7FYhJg6VVClagQ2njiHv85fpfW8pFL0bVoPHWon2eySNbx/nPELrhx/4B0jHiq5jxd9U5AUXe0wZNQOhtxbRtMzaNU6tK4ej7FPkj7aXzxhrMcdWsvLg7WoDSNY9s8Yz6rJCBYjWIxgMYLl0lXNEzZdRwAjweBfv/IdFAoFfH19kZuRj/TkDNRslkTf9iMlMj4cr3072mqzG4+fw57LN6DV6xEV6I/+zRugZlQ4itRqhPj50rfbHlas4T137GKQfFrFS/OujdBleAeafoHEWG06eR4nb92FRqdHrahwDGrVCH7ykpnay8PBE8b6lUM/m88AOf29qO2Q8mBiv3soAoxgMYLFCBYjWC5d3jxh07UJmO4yoDkKo1EBkaQK4N0Tl45ex+qPN1gIVuadLGTdzUFi/XiamZ38m8Q6te/XGjWaJqF9/wdeogup6Zi/61AJdZGB/pje+0m7x8wa3t+9vQq3Ltwp0UaHgW0owRKyeMJYv3zg52KXPZtjsMxpG8r/vOTx54SElLVVgRBgBIsRLEawGMFy6ZLlCZuuVcD0aTDmf1jyJ1lTJCf3wvKpaynB8vbyph4skqW9WqMEmvwzPSUDMrmMkivi0Xpq1JNo26clbWf3xev45diDVA3mxr8a3As+MlM6hvKKNbxP7zmP9V9tsYiSY8tRnw4FSRYqZPGEsX7pwDpekCx5fDAveSZccRFgBIsRLEawGMFy6QrmCZuuVcDUe2BUrEXKZT12/apBeooBoVFi1Ov0Cs4duIq9Gw9Do9BQUZKrKiI+DNfPJNOLlkmwOAl+J/cFkrv8nn+/P6135HoKVh48UUKdRCzG/KHP2D1mtvDOScvF3ev3IJVKUK1xQpmLmu1W8JCKnjDWY/YRgmVO2e7439+1Z0eEQsylitgGI1iMYDGCxQiWS9cuT9h0rROsf3D4t1VY/YUS6bdNweIiiQgJ9eoioX4Czhw4B6lERsmVf4gf1Eo17l5Jg0qlgVYmplt4QGQgevV/HEPfNaU/UGt1+HT7bmQUFFlUdq5THQNaPLhQubzB81i8yzFcKLvH7PulPIgf+vt37QfxkmfCFRcBRrAYwWIEixEsl65gQm18XDrtVN36m/h82Ps4sUcLlcIIiQSQyKQIi42FX7AfjCIDDXI3F5qZXW/A9axsGO7fOWOM8EPXl7rg7Rd7WeqptDqcSrkLhUaLqMAA1K8S6ZDpTrXZRSTHIYPvVxbK7jF7fyEpx2gKC/PfZodW6e+t/b6sAyNYXMbPE2QYwWIEixEsRrBcupYJtfFx6bQzdd84cwvv9ZpBs6LrdAZ6e52Xjzci4sNpbJNGqy5BsEhKhHytBjfSsmgiT1J8GsQgrl8TfDO0d7lvB9prvzNtLq8PnqB7zJ71vILcGcEqb5Z47u+MYDGCxQgWI1guXeE8YdMtA5jmELYu+hkbvs1AboYBahUhWKBerIS6Qeg0tA8ObjtagmB1Hd4BW3/dj8tXTW/zSUP8ENqnAaQhvvhqcE/4yBxLiWBrED0SbztmrFB2j9693g5ttqss6ziQlzwTrrgIMILFCBYjWIxguXQFE2rj49JpoXSTJKHmrOcwFsGY+yY2LlLj8A4t7iWrUZAD6PVi+AeJ8cpnPmg/aAROngyCoUAEo8GIuNpVEJ0YiQupGZjz8w56/iQL96MmkVxXHzqQhqE8HISyuTw91n73BN2MYHEZeSZDEGAEixEsRrAYwXLpaliRN92C7EKa3oAcB5JCUi0MmtgQvuL5OLhdiz9Wq6HTFNFLmGVePmjWyRstn5QC8pbQBXZGzVo1y2D928nz2HvpBtQ6HWKCAmgi0XoOxlk9bAArMt58JqZQdo/+x5YHq/TVOaV7a/p9WSfmweIzjhVZlhEsRrAYwWIEy6VrmFAbH5dO89W9dckOHNlWMm1Cje4JaNTxCAK9Dfj1/Wyc3KOC0UCuwJHAJ0CM0AgRZD6RMMoj8fLsETQVg7VCMrXLyJmiwIWvzXy64wm6x/zza5kgd1vB7da+X9Z5AB8ImWwFRoARLEawGMFiBMulS1hF3nS/f2+txXtFQCOXIhfE+iO+ugo6TSHyDuWiVuotKAp1uH5ODrUS8A0QwS84FKFxoWjX+zH0n/g0w9sFCAg1z0bt+pVXHqzlTzIPlguG+5FUwQgWI1iMYDGC5dLFSaiNj0un+er+efYmnDtwkapWS0U4Hk8ubw5AZNUwqAszcPtKDmpfzkTq0TSoFDrqyZJIJfDx90FQVAAe790aIz9x7dUpfG3mgrNZxhN0j961oZgHywiRSOTQ5+VdmAeLzxyqyLKMYDGCxQgWI1guXcMq8qZ76d+rWP3Rr1Ar1MiTGHGphh98/L2hUWlgMBihUSiQdOUuFOdyoSoC9DpALBVD7i1DcFQA+o57Cs++/iDHlSuAr8h488FHKLtH/bWBTzewvIspKz8rlQ8BRrAYwWIEixEsl658Qm18XDothO5f52zF3l8PQicV4Uxdfxj0Rnj7ecHbRwORqBCxB6+g4LoBRfkiaNUkQ7sEci8pYutEY9rPbyE6ybFEoVzsLC4jhM1c++AJukf/tdGSYdRoNHmwzC4sez4v78oIFtf5U9HlGMFiBIsRLEawXLqOVeRNV6VQ45Mhcy14ndMrcCdcSr1YYVFKPJl0A/XUyfh7YyBOH5JDBBHUStPVOG+vfwXN2zVzKdZEWUXGmw9YQtk9cofJg1X6nUF7P3/fjREsPuNYkWUZwWIEixEsRrBcuoYJtfFx6TRf3VmpOZj30hKL6ttXUpGVlY+A+DD06peBxk1vwaA34IdZQdCoRFAqZCgqDEdkQjha9mmE598aaPKAuLDwtZlPVz1B96gdxINVjGEVHz5bdz+bQTMCy7ub7pVkpfIhwAgWI1iMYDGC5dKVryJuumsOn8KplFRodXqk/nMJ1dK1yL6ZiezUXJCko16+XgiJUGP4pBvwC5JhzVfB9M2zwvxA5Od4gxwlBUUFom6Lmnhh5hCEVQlxGeYVEW8hwBHK7lF/bCzDr2zxKmvff9+DESwhxrMitsEIFiNYjGAxguXStUuojY9Lp7no3nHuCn47cQ5FuQoYDAYoi1TwupoDw59X6eeg8EB6BJiXkY8GrTLRoXcOfl0kR066HKnJMsi8vSAWixAeH4Kw6DC069ca3Ud04tJ9TjJcbOakyIqQJ+ge9cdvvOBY3uNZXvJMuOIiwAgWI1iMYDGC5dIVrKJtuov/OoTNO/6FRq214FQ7MQb+265BIhNDka8EyfBelKeAzEuGxPpxKMgtwq0Ld6AsUEIsMb1FGJEQhuiqkWjcoT4GTHrGZZhXNLyFAkYou0dt32jqkr1BV2YD7tdf3pN5sIQa04rWDiNYjGAxgsUIlkvXLaE2Pi6d5qL742Vb8Pd/l6HX6elRkUQiRpRUh8cKC/HfvgxkpaogEosgFouppyo4Kgih0cFIPn8bOq0eEqmY3ltIvF11WsftlEoAACAASURBVNZEx8GPo8vwJ7h0n5MMF5s5KfJQD9bo7b/xOiJc3pN5sISaTxWtHUawGMFiBIsRLJeuWxVlw89OzaEb65rVu7D23AUaR0W+kHtrUSMrFQmaApw5CBQVkLuaJfD290JsjRjk3MuFVCZBflYBjc3Sa3WUgOn1ejzepzXGfj6cHim6qlQUvIXGQyi7R23jeUTYixEsoce2orTHCBYjWIxgMYLl0vVKqI2PS6ft0Z2bnoefPtuIu9fuQVGgxI3Tt1AIHXTB3kCgFFVD81AF+bh9XY70OxKarZ2eH4lEqFo7FukpWZDKxVAWaiCTSyjJiq8TC61Wg1nbP4BvoA+XrnOWscdmzo2XI+gJukdv22TJe8XlUsJlTzOC5az59ai3ywgWI1iMYDGC5dJ16lHbdC8fu47DW49Tj1NIVBD1NF05fp1icvbARRpHRbxXxIFFXFgh4TpExulw7ZIP9HoRjFojRPQ3EeQ+cnpM6OUrh7JQDb3OAC8fGao1TkSDzrXw4gdDXYo1Ufao4e0qAISye/TW38qmaXDgNcJlzzCC5aoxf9T0MILFCBYjWIxguXRdEmrj49Lp0rpJioXZLyyAXqu3NJeRkomI+DB6HQ4hWEYDIVf3/xiMiIrTorBVLLKPqyEickZAkq+GRKGDX6AvZF5SS1tatQ6+AT6YsHAMIuoGo1q1aly6zUvmUcKblyEOCgtl9+jfNzmouWT1Zc/0LfFFUVERfHx8aMyetaJWq2muNLlcXq4cfatVqYSfX8kjZ2s6bNW1pa+goAABAQEl+uBIXSH6Zgsrvn1zFsalx9OpBEuj0UCn08HX17fciWJtos2ePRtvv/02r8nNVVioh5OLfnfpdpde9r9stulyeU64yJSe49dO3cQP09aVaCrtRjqCwgMowbr6300aoE4KDXI3GCGL90FB9wTgUAbEOWr6chmpJMtXIyA2FP4aIwpyiqg8IWaEYPUe3wPthrdgBIvLoHGUEWo9G72FJ8HqbSJYmZmZGDp0KKRSKZKTkzF58mSMGDHCYh3ZKydOnIiTJ09SL2qzZs0wf/58ZGdnW5VbsWIF5s2bh9jYWLrPrlmzhhIzazqs1Q0JCbGqj+gfOXIkEhISaD+XL1+OJk2a2F23RYsW4Ns3W3YcP36cV99s2SEExtamqdMI1jvvvIO///4b9erVQ25uLh18wrQfNsFKd5ARLI4rC0cxoRYkLuqZbi6ocZdheANn9l3Avl8P4+gfp+hdguGxoXSDyknPQ+btTCgLVFAVqejRIEmzQJgUOfKT1I1ETvNQGDMVkF3MATQGGMUiINQLaBYH3wwV/PZeh7ePCjK5Hj2Hi1BQEAdp7c6QNUpATpECIX6+6FA7CbHBgdwH0U5JNtZ2AmWj2pjN9wkWxzQN3/UxEaxZs2aBeF4++eQTpKWlISYmBsRDY3ZAHDx4EG+88QaOHj1K69euXRvff/899u3bV0YuLy8PQUFBdG8lf0+YMIG2R+ZvaR226nbo0MGqvhkzZuCtt95Ct27dsGHDBixZsgTTp0+3u+727dshk8l49c2aHQSrvn378uqbLTv4Ylx8HItPI6cQLKKsU6dOlonSrl07TJkyBefPn3/oBGMEy4SAuxZEd+l1p82VVXdlH+ub51KwfOoa0/P2XzJUCg1908/LR07TKci9ZCjIKaTX3mhUWurFIvmsyMIvDvBGYb0gFNQMgs5XDi3EEIkBebYSXmIZpDIpYg6dRv2EPHQZpERwGI2Cx8fH+iGwapxlmQv188XHz3blt/vbIV3Zx9oOiB5aZcymTbzSNCzrayJYo0ePRpcuXTBkyBDq2SRHhNeuXbN4NVevXo0DBw5g0aJFtD4hE/3798eePXvKyO3evZt6cog8KcTTderUKTo/S+uwVZfs0db0vfvuuyBkLz4+nnrTevToga+++sruuocPH6Z94NM3a3aQ9ggp5NM3W3bwxbj4ODqdYJkVnD17lroKycS5ePEidYk+bIIxgsUIFt/FkIt8ZdyAKqPNxcn07nUHsWvNXjpdCIG6evIGzVkVUy0Kirwi5GbkQ+4js8TJqArVMMIIqVwKg04PjRgoahEOZVwQVFUCIdIbINYaEKIWQywBql06jShjHoZNKqQ67ij9sfRyJ4TFJJWYopN7PIGkcOdem1PZx5rLmlBcZsymzbyC3L97tg9tbtCgQfTPgAED6OeoqCgcOXIEiYmJ9PPChQtx4cIFSpZIGTVqFHVUbNmypYzcypUr8frrr+PSpUu07qpVqygRy8/Pt7suOYK0pm/cuHG0XeIRI3OHkJqpU6faXXfbtm0YOHAgr75Zs4Ng1ahRI159s2UHX4yLj6PLCNbp06cpGyfHg5s2bcLixYttTrD9+/dThly6kIFihSHAEGAICInAsW3/4cjmk3TjzM8qRPrNTIilYlRrUhWZKdnIvptLE4SKpRIY9HqoCjWQyiU01kqn1sJAAt8D5ZDGeEMR6gtFh6rQ6UTwVxggMRjQ6Mpp+GoLMXxyHu12uiEEK1N6AOKSR4IjW9ZHXJC/kKaxtoohIMRLBWM2bqZvjz5I5W4+K7Tv7+/6mTxYM2fORGBgID1qIzFWJAaKHPGZg92Jp2nOnDmUUJHSu3dvTJs2DeTIrbRcamoq/P39qbeVeHvmzp1LZcjxoL11mzZtalXfm2++Sdtr3rw5jh07RvtNvrPWN2t1161bR489+fTNmh0Eq44dO/Lqmy07+GJcfBydTrDu3LlDB6ZPHxNz/+CDD2iAH2HED5tgpVcGFoPl2rWS/U/XtXgTbe7C3F163Wlzcd03z97CsqlraLZ1VaEKRfkK6p2KSYqidwvePHcLCo0WWuKZMhhhuH+ESNog5IrEYxn9vSCJ9IfYW4r8NrFQhHghUGVAYrYB8RnXULd5EZ4ZSY6CRPAOjMTrW1rBIPG2TLJAH2982q8bxOYoeidNv8o+1nxhHUsJFveytJ9pHyTEacGCBdixYwfWr19PCcuhQ4fo6U5wcDCNW0pKSqKB5STomhCglJQU6pmyJte4cWPq9WrYsCG6d+8OEjulUqnsrksIlDV9hFCFh4fTsB4Si0WIHCGF9tb96KOPwLdvtuyYNGkSr77ZskMIjK3NEKfEYOXk5KBOnTr0/DY6OhrDhw+nbkbyb2sTxdbUZQSL+0PNRZItxFxQ4yfjLszdpfdRIVikH5sW/A9bFv5JPVQkoJ1magdQq0V1JCf44m5WHpCloL9L/70LUZH2vhPDVE8f4gOjH7nMWYbwXg0QlBiOBjfV0Kq0qFo7Cj2eN8DbJwcicQAgb4N9pzNxVaFFTpESIX4+6FS7GhKdfDz4KOHN70lxXFqoOT5mg/ktQm5R7t/1N3mwyEtePXv2pLHI5N87d+5E69at6alO165dMWbMGJCXwwhpIh4csleOHz/ephwhbMOGDaNt9+rVC2vXrqUEy5oOa3WJ58uaPhJP1LZtW9ouIX6EBIaGhjpUl2/fbNkhRN+chbHLCBZRRFjwl19+Sd9wIGyWnBF7e3tbHXxGsEoiINTC4OiS5C69bBNgaRocnatc6xef40f/dxK/L/qTNkXIFbnihsRjBdWNxvEIEUiOLInUdCyIW7nw35cCaPUWIibxlsHgK4PUR4bavZvi46/GwFcus9k1dz1f7tLrKc/12A2mGCwyDQgHL/23+RJoW78vHWDyYJkL8UoRZwPxWFkr5LSH5MAipz3lySkUCpC3BMnpENe61vSRtA93796lge6EiJmLI3WF6Js1rITom7MwLj2eTvFgmZUQlk6YKDlrLm/wrU005sHiuo1wk2MLMTfc+Ei5C3N36X2UNt3r/93Eig9+tgyfRqnBrUt3URQoxb3mkaaUDOTNQbGIbqxRh1PhlauBskgFrZq8WSiCWCJCQIg/GrSviw/WvfnQqeAuzN2l91Eaaz7P6Nj1/GKwlg4smWiUT1+YbMVCwKkEiy8UjGDxRdAxebYQO4aXELXdhbm79D5qm+7/lu3Cod+PUa9UXmYByD2EhUYd7rSrcj+Duyk9Aym1T+Ug0FuO25dSoVKo6YXO5Goc8ndIVDCWnPqSEaxSCHjCPHuJEizuZcnAkh4s7i0xyYqGACNYNkbMExYGRydjZbT5UdvwHR0zrvXZWD9AjuS6Il6pX7/6HQc3/0uPCnNrBiMvKRBiiQT+wX7oUj0RoSmFOLjpKHQaHbJSc2gD5A0wcnlzZNVwfLL1XQRF2E4c6i7M3aXXU56tl9bxy4O1dDDzYHFdpyq6HCNYjGBZEGALsesfZ3dh7i69j+qmu33ZX/hr9V6kXb8HRYGKZm43SMXwjQ7EC1P64cmBbXFm7wX88uVmmoD09uXU+/cXGlG1bhwCQ+WYsqwzAkL9AHEoIDHlNipe3IW5u/Q+qmPt6FP+8jp+HqzFg5kHy1HMPaU+I1iMYDGCxS57dul65swN/69Ve+mRHznCi06KRPt+j6FJp/oPnePkmPDgln/ptTiEOJH4Kr8gP+qN6vd6T3Qc/DiVP3/4Mn76dCO9k/D66WQUio3QSo0QdY5CtbA8fDHhP/jKfQBpIkRenQHfIYxgecCz9dLPphgsEUQ02Wzpv835sWz9vmQI82C5dIF5hJQxgsUIFiNYHrAJOLqmOJPklNcXZ+le8/EGbCZpF6QiGCUihAX4IyoxAlNXT6DHeLY8KgsnrkDqtXv0d3KZM3l7sFbz6njxk+dMdxCSYsiDRqXDvHE/oSC7EGlZebiTkwdRlBR+XUMRGqHA44lpGNb4CiCJAcQREAV/BYgeJBF1lt3uwrs8vZ7iwXrl58080owCi4cwD5Y9c8UT6zCCxQgWI1iMYLl0bXMG0bhzNQ1zxy7GCZkaRdG+1B55aiESc43oPagdWvVshoR6cVYTuy5560fcvny3BAZNn2yIfq/3AgyZMBYtA3Q36O9ZmQk4fbQFdp26hRSdCv6NigCjAjAqEeWvwLROxwFxGCCJhShwBiCJdvvz5Qy87Z0wnqD75Z823U/kbs7TYE7sbt/nxUOZB8ve+eJp9RjBYgTL7RuAp/xPl8vi4K4NyF16nTXWl49fw6xPf8Y5f9PFytLUQsgvZkIuEqFRjXh4+3lh6Lv94BUptVyuS+plpGRh4Rvf4/yhyzQdQ2BYAKISIjBoch80bF8XUKyCUb2/xNCKvLvg5zO1sffyDUB3FTAWAAYFqgYX4O32pwBxFCVWouBvAJHc7c+Xp421vc+ZUHa/spZfDNaiocyDZe+YeVo9RrAYwXL7BuCsTdfeh1WohdhefcXruUu3u/Q6a6zTkzMwedoPuCLVQKfWwevMPUizVZDJpWhd35TItVGHemj+bIMSBGv1zPW4dOwavdxZWaikua2eGvkk+r3Ri8oYC74wkajiRdYAF/IHY8HfhwBDDqBPAYxq9K1zCV1rpAPS6hD5Pgd4dy0h5i7M3aXXWWNt73MmlN2vrOGXB2vR88yDZe+YeVo9RrAYwWIEix0RunRdE2rjK93pL+b/hk3/XaBB6t4n0yAt0EAmFqNBYhX4BvigdqsaqNIgAgV3lLRObM0Y7F1/CIW5RSWaatu7JZ4a/aSJYBUtBjQnS3qw5G0AvxG4fC8TF+6mQ6fPR1KICs3ifejRIMSRJTxXZmFn2V3e4LlLr6cQrHGr73uwuN2Ug4XDmAervDnqqb8zgsUIFiNYjGC5dH1z1oafp1Rh6OSFUEAP8YUMiG/mwkdjRGKcHEGhItRrHYIT+/Lh7fPgWhFFvtISAG8GodOQx/H4oDa4ci8Leu0VVJWvRbCP/v7PYogCJgLSWg5j5iy7y+uIu/R6DMFaxS8P1qLhzINV3hz11N8ZwWIEixEsRrBcur45c8Of8dwc3IMOOoMBygv3IFNnIa66Eo3b+cI/SIQ9m5WQyO97mQCazsHb18tiP4nD6jd9ANZevYJCldr0vVGDl9uFolFsACCtCYhLXv1lL3jOtPthfXCXXk8hWONXme4iJHcOmu8idOTzwv9jHix7nxFPq8cIFiNYjGAxguXSdc2ZG/76r37H6T3nLPa07XIOT/QV0SPC/61SY/9WJSRSQpRq0DqBYf7oPf4ppF6/R+O1SHqG3ffu4p+L10tgUq9KJF7t3IYXTs60mxGssggIhfe4lfxisBa+wDxYvB6cCizMCBYjWIxgMYLl0iXMkY2vQKXGtfQs6jBIDA9BiK8pn5WtQq692bVmL+5euwcvHzk6PH0B0bHJtPrZwzr8NLewBMFq0qkB+k98ukRzy/cdw/HkOyW+iw0Jwnu9OvLCyRG7eSkqJewuvZ7iwXp1Jb88WN++wDxYQs7nitQWI1iMYDGCxQiWS9csezf8axnZ+Oavg9DqzfFPwPjObVC/SqT9/VX/A6PiZ0v9vzcW4OqZatDqkxBfJxZPjexML2wuXracuoA/zl4u8V3TqlUw5omW9uu1UtNeu3kpeYT0egrBGr9i031UuUW5f/si82AJPacrSnuMYDGCxQgWI1guXa/sJRqrDp3EoWu3SvStSXwMxnZo5Vh/lb/DqD0NQI/M3DBEVB3/UPlClQaL9xzB9YxsWi8iwA8j27VAQliwY3ofEU+SvXjzMs6D19FXV/DLg7XgRebBcsbcqghtMoLlwQuDoxOQLcSOIsa/vrswd5deR7waC/85jLN3TFfYmEv1iFBM6t6eflQVqZFyyZSBvWrdWHokWF5xxO7MQgUMBgMiAx9cd1Ne+w/73RHdfPSUlnWXXkfGWkh7zW0JZfer3xeLweIQ5b5gFPNgOWN8K0KbjGAxgmVBQKgFicvEZ7q5oMZdpiLg/euxs/j74rUSRrapXhXD2zRF8vnbWDVjPdRKDf2dZGr/vw8H0mO/R5HkuJNsVISx5j6TbUsKZfdry/l5sOaPYh4sZ4xvRWiTESxGsBjBYkeELl2r7N34chUqfLf3KG5k5tD+xYUEYVT7FogK9MevX/2O//act/T73s0MyH1kiK9dBTWaJqHvq09BIpOUscte3c4AxF263aXXnaRSSN2vLXtIHiwjICLpG0xZHMr+bQQWjGEeLGc8TxWhTUawGMFiBIsRLJeuVY5u+DlFSrpxhfo9eIPw+/d+wo0zpvisrLvZyLyTDb9AX8TVNiURbdO7JXrez8Ze3DhHdZN8WmsPn8KF1AyIxSI0iovG4JaNOOHlqG5OSqwIuUuvkCSHCxZC2T3hO35vEc4fwzxYXMbPE2QYwWIEixEsRrBcupYJsfFtmv8/HN9JAteBO1dS6XU3wRGBiEqMoN+Ro8Kxnw/n7cFaf+xMmZxYfZvWQ7f6NR3GTAi7HVYKwF16PYVgvbaUXx6s+WOZB4vLvPUEGUawGMFiBIsRLJeuZUJs+Om3MvHTrN+QeTsbqdfuQaVUI7ZGNOTeMmpL9SaJGDFzCG+C9fkfe3Hz/hGluTFObzK6kegIgTfXCeIJuicQglX6DNAMiK2zwWK/f/MS82BxnT8VXY4RLEawGMFiBMul65iQmy4hWpeOXcOOH/4pYUPvcT3QskcT3gRr3s4D9FLn4qVVUhxGPN7cYcyEtNsR5e7S6ykerAmL+eXB+uZl5sFyZL56Ul1GsBjBYgSLESyXrmmcN3yjCtAcA4xFgCQSkDW19PvaqZu4fjoZRqMRCXXjULuV6Sqc0sVR3Xsu3cC6f01HkeZCEo6SxKOOFkd1O9q+rfru0uspBOv1xfzeIvz6ZebBEmouV7R2GMFiBIsRLEawXLpucdvwdTDmfwRlXioO/6lFToYBMr8aiKzWE0HhAahaL44GuZdXuOg+lZJKr+sRi0SoHROBejEOZJIv1iEuusuzx57f3aXXYwjWwvsxWPR1wWJngnZ+/noc82DZM089sQ4jWIxgMYLFCJZL1zZOG77mOIxFS7F0mgK3r+qhKDDi9lUDpF4hSGqUSGOvXpgxGAn14h5qCyfdAqHjLt3u0uspBOsNSrC4l3njmAeLO3oVW5IRLEawGMFiBOv/2TsP8KaLN45/s5uke0/aAqXspWxlyJAlKiIiqKDg+CuKMsTJFAVRUFQEt4IKIqggoAxBGTJk79IC3XukSbPH/7kLCQ1taZqkSdvcPQ+PJrn1fu9+d5/e3e89t45iDk34mv0oTP0WK2ZW0LrmXDVCXmoEuH6IS46BxF+CLnd1wOgXRzDAukkBh/R2UY9oCmW/+MmvlQ653+z4qvbPH0y930VqsmwamwIMsBhgMcBigOXWccuhSVefirzzS/DJbDNgZaQYoKrgABxfxLaKhjRAgqSuzfHYvLE3JsNqrHKobBep46myPVVuU1nBeuljyyF3xzrC8qlsi9Ax5Rp/KgZYDLAYYDHAcutI5vCEr9qMdydvhLxUh7wMLmTFfIDDR4vOieALeIiID6NX58iL5QiKCsKAcX3QsW9bG9scLtsFCnmqbE+V22QA6yMnAet5BlgueHwaZRYMsBhgMcBigOXWwcuZCf/a2Qzs23gQOWmFyLiYDYFIAL8gKUKig5B3rRACId9qC/nttR+mgS+48Z0zZTsrkqfK9lS5TQWwpq+4DliWu3AsHcHOz8teYIDl7LPTWNMzwGKAxQCLAZZbxy9XTvil+WX0FrjCzCKsWbChih3PffgEIhNvvPXnyrLrKpqnyvZUuU0GsD681QqW5a3CmnqDCcumsTNYdX1Wmkp8BlgMsBhgMcBy63hWHxP+tXOZ+PLV76vY8dLqpxEcFeTVfbw+9La3wzSFsqcTwKrGY/vNXhpuvu3Z8vuyF9kKlr39panFq1fA0uv1UCgUCAwMdEi3JUuWYPbs2Q6ldTZRUxgY6qqBN9rcVP7KZm0NrHjuC+Sm5YF/fZsw+fYWeGTOgzbSeGMf90abXflcT1/u3BmsZS8xwKrr+NRU4tcbYC1btgyrV69Gjx49UF5eDgJLCQkJCAsLw9ChQ6l+ycnJWLhwYY1aMsBybzdjA7F79XblJFDXmjeWts4oKUNumRwiAR/tYyLA53KrmFohU2Ld4l9x9UwGZMVyeiZryMR+6P9QnypxG4vddW3PW8X3Rptd+WzNcBKw3meA5cru3KjyqhfA0mq1EIlEdPVKKpXirbfeQn5+Pp577jnMmTMHP/zwA/j8GwdPa1KMAZZ7+xIbiN2rtysngbrWvDG09c7zqfjl+DmraeF+vpg19E5IBWWAoQDgiAF+C/z5zV7s33TYRoLOd7XHA9X4xGoMdte1LWuL7402u/LZmvH+L7VJfMvf35/BzmA5JWAjTlwvgEX0KC0tRVBQEJRKJQYOHIhp06bB19cX48ePh1wuR7du3eiq1oABA9gK1k0KeGpA9FS5rhwMHXkWvdHuhm5zaYUKs37eDrlKA7GAD4lISJt2bCct+sXuutHM/Nb4YUU8Lh6+bNP0sa2i8PR7j7EVLAANva0deWbtSeMqu2e+T7YIqzmEdfOhqxo+v8cAy57mapJx6g2wiFrHjx/H448/jvbt2+PLL7/EgQMH6HdTp07F+vXr8c477+DixYvgcDjYv38//f3m8OCDtmcommQrMKOYAkwBqwIFCiW+PHoO5/NLYKITGxAmlSBYDIxKPoRhSTlQKQXIuFCBzMsm/LEuBvJyKUJjg615JHSMw4ipdzFVvVyB5s2bO63AzPd+cYav8N4stoLldCM00gzqDbB2795NV6tWrFiBhx56iMpDtg55PB79ZzAY6DZhZmYmYmOrvz+MbRG6t1e56i8+R2rNynZENcfTNGS9t5y6gO1nUpBaUAyVVkeN9BEYkRRciImdjiFcUYqfPxXjxD4p1CpyAa8QGjUXEQnhiGkZSeNPeOMBtO7ekq1gsRUsxx+S6ylnLf3FifUrMMByugUabwb1AlgmkwkBAQHYtWsXunfvblVn7ty5KCwsxMqVK3Hw4EE8+uijSEtLq1E9Blju7VgNedKtTyW80e6GaPPZ/ReRdvIqDlWUIkNkANdXhOyycuj0Bgi4SjzQKh99cBTb1/ogI4WLwhwBjCYOdBoBeAIRAsP8kXRbC6gVaviH+qHbsC7oP7a3TddpiHbXZ98meXujza60e9a7m5xqoqUvj3YqPUvceBWoF8BKTU1FUlKSjSoTJ06kW4KDBg2iK1fk3/z58zFy5EgGWDcp4KkB0VPlunIwdORR9Ea7G5rNp/aew8/LttDmy/Pn4koID2FxoQiODITOYECM6QIM688BJh3SzhqgVHBA/QwZudBq+dSju0gsRMsuzcHj33jTcPLb45HQvpm1WzQ0ux3pr3VN4402u3JMmbXEfMjdTsft1uaxxF8623aLsKKiAmKxGNxq3ogliTUaDT02IxSazx1aQnXpjEYjVCoVfZnM0bg1lUfOSvv5+dnkW5e4rqhbTVo5W7f60vjmZ7NeAKu2ASAvLw+Rkeal/FsFtoJVm0Ku/Z0NxK7V057cPKW5p8qtaeLb8N5mnP7nvFWyFH8D5BVyBPkBEdFixIsqcCZFAR2PB1mqGpxLpXRbEODRNCKxCCKJkF74XDmMfHoIeozoav2qodltTx9xNo432lxTP3NEy5cXb7q+RcihZwIt4MSBfZ+XvmJewSoqKqLHZsjiQnp6OmbNmoVJkyZZq0T8Rr700ks4ceIEPULTtWtXfPTRRygpKak23ddff40PPvgAMTExIGm///57CmbVlVFdXPISWnXlkfKfeOIJxMfH03qS89OdO3e2O+7tt98OZ+tWkx3Hjh1zqm412eEKjavrWx4BLHs7OQMse5VyTTw2ELtGx7rk4inNPVVuTRPfusW/4NzBS1bprp0+Cw5Xj8B4AQwmDq6pJVB3jyZLVtBpTeBfUcD/vyIan8fnoWXXBKjkGgSE2v7FPfrFEehyVwcGWC447F2Xfm2J29D6mSM2zF5845C7yQS6cmo5lGXP53dfNa9gLV68mL5Bv2jRIpBFhqioKJAVGolEQn8nx2ZefPFFHDlyhH4mfiK/+uor7Nu3r0o6mUxGj+GUlZXR/77wwgs0PwImN5dRU9x+/fpVWx7ZyyEQygAAIABJREFUWZo5cyaGDBmCjRs3Un+W8+bNszvutm3bIBAInKpbdXYQre677z6n6laTHc5qXLkdK/cxBlg1PHFNYWCo62DijTa78i/duurtybIbWlsf/O0otn+5m0qoUiiQcS4F2hAJTAIeVGpAY+RC1TsWPmIR3Q40Goy4XxCC3sO6IrpFJKISI/DbJ3/g2M5T1mbwC/LF1I8mQ+IvZoDFAMuRx5OmefltcgbLcTcN7772AM1nypQp9IjMuHHjQM4pky1CcgbZ8qbj2rVr6Zv0n376KY1PYOKBBx7A33//XSXd3r176UqO5QwzWek6efIkBayby6gpLnGRVF15r732GoW9uLg4uppGHIO///77dsc9dOgQrYMzdavODpIfgUJn6laTHc5qXLkdGWDZ8ag1tAnIjio7HcUbbfYk5Hiy7IbY1rvW/oNLR1MhKyjGhdOnIBeKoK4wQWfgQM/lorxvHHgqIwQiHvxD/PH5Cw+jWbMbFzkTPU/9fQ5FWSUQ+/qgXZ/WVVa0GqLdTj+4tWTgjTa78tmaTQHrerj5bmc7Pi953bxFOHbsWPpvzJgx9HNERAQOHz5Mbzghgbz8deHCBbotSMLkyZOpn8jNmzdXSfftt99S35KXLplXfdesWUNBjNyacnMZNcUlW5DVlffss8/SfMmKGOk7BGpeffVVu+Nu3boVxL2SM3Wrzg6iVceOHZ2qW012OKtx5XZkgGXHiOaNg5I32uzKgdiOblUliqc091S59uitlKswY+TzyJGZoJSZQA7L6n2EKBvREqISDUQiAcL8pdi09Pk6S96Q7a6zMXYm8Eab7elndsqH2W9dByy6NViJqOz8vOQN8wrWggUL4O/vT7fayBkrcgaKbPFZDruTlSZyxRyZ7EkYNWoUvfmEbLndnC43N5c67ibPBlntWb58OU1DtgftjdulS5dqy5s+fTrN77bbbsN///1H602+q65u1cUlPi7JtqczdavODqJV//79napbTXY4q3HldmSAZceT5Y2Dkjfa7MqB2I5uxQDLDrcB65f8ih07DyM9owjIqwB4HBgkQmhaBMIYH4gArgCt1Dws/vx5nN13Eenns8DlctCyayI6D2h/y2bwxj7ujTa78rl+hQKW41uEi68DFgGnjz/+GDt27MCGDRsosPz777/U2XZgYCA9t5SYmEgPlpND1wSAiJ9IsjJVXbpOnTrRVa8OHTrg7rvvpm/lq9Vqu+MSgKquPAJUoaGhePnll+l5JwJyBArtjUvuF3a2bjXZMWPGDKfqVpMdrtC4uoGHncGqYTj2xkHJG2125UDMAMs+BW7Vzw79fgxbP9tJMzp25grURgM9r8IxAQKFDlIeH0ldEyH0EaL/uDuwd53t7Q8PvDQSnQe0q7Ei3tjHvdFmVz7XryzYWGN/unmH8OaI5Pclc8wrWMSdwvDhw3H+/Hn6/zt37kSPHj3olt7gwYPx5JNP4pVXXqHQRFZwCFSR+3trSkeA7ZFHHqF5jxgxgt7xS8CkujKqi0tWvqorj5wn6t3b7D+OgB+BwODg4DrFdbZuNdnhirrVl8YMsOwb/2ksbxyUvNFm1tZ1eChcFPVW/ez31TtweOtxZF/OQ961fIDLgdFoAof843IQHBmE+Lax6Da0MwoyipF5KcemVp36t8OY6TX71vPGPu6NNrvyuX51fs2AZc8j8c5cM2BZAlmVIm6KyIpVdYG4cyA+sMhWX23pyF2/5C1Bcl7K0bjVlUfcPuTk5NCD7gTELKEucV1Rt+q0ckXd6kvjm9uTrWDV8IR446DkjTa7ciC2Z7C9OY6nNK+p3JT/0pB3tQACHwGSu7Wkjj5dHW5l819rNmDHd0dx5WwhKmQa+ragwWCkvoc4XC7EUhE63dUR8zbOwKoZ31IQqxw69G2DsTNH1VhlT+ntyX7mjTa7Uu9X5/3s1CPwzjzzoXYWvE8BBlgMsKwKsIHY/QOApzSvrty/ftyPPT/ut4pA3CH8b/kkhMWGuFSYmmw2KT5EUfpZrJhZgUvH9dRDu0qhp+eKCWCR+hCXC+HNwtBvbG8c/eMkclLzIPETIzw+lP6lPfKZwegx/IZj0YYCtK6c8OvaGJ7qY5602ZVlvzbvxgqWHS8N0r5qCST+O/NsV7Dq2n4sfuNVgAEWAywGWFeuWH3RuPtR9tTkV125701eCVlhuY0Egx7th34P9nKpLNXarDsHk2IF5CUK5Gfq8eEME7g8HjJThVArtbR8aYCEHmYX+4oRGhtCwaowqxjKchWiW0Rg+JSB6FtLXT2ltysn/Lo2hjfa7Eq9X5uzwQz5HI75PGCV/5pfLqzp93cWPljXJmPxm4gCDLAYYDHAYoBF+8CiccuhVmpsnog7H+iJIRP7u3S4q3bC1x5C5om3USGroGWd+VeI4/vEyLoSjpK8crp6JfQxn1kRikVo1jqGenC3hIiEMExd8USt9fRG2PBGm10JWK+/+bMT7xACby9kW4S1PphNNAIDLAZYDLAYYNE+8PUbP+LK6XSbJ2LM9HtADo67Mtw84ZM7CFMOH4SycBPikvSIijfQ4gx6HnJLXseedQeReSELOq0ekYkR9L7B3Cv5NlWKSYrCM+8/Vms1vRE2vNFmVwLWa29soP2q0g05NsBl6XQ1/f72W2wFq9YHs4lGYIDFAIsBFgMs2gcItGxdvRMZF7MhFAvoHX4jnhrs8qGv8oRP3CxsWb2Dbk0qZTnwD9Ji7HMViEow4siellDre0OlUNHtl4792mLAuDtw/t8U/PjOLzb1Gvxo31q3B1056ToiiqdAx1PlNhW933jdDFgkOHIGa9EiBliOPC9NIQ0DLAZYDLAYYNk8BZZzJvU1wFWe8BeMeQ9nD1ykZ1sqZEp6kW50cz8ERYYj81IhfYsxINQfPAEPBRlFiG0VjaCIAPgF+yI4KghGvRFxrWPQddCNC51vVW9vhA1vtNmVcPf6qz9dX8HiwEQRyxw4sO/zonfG1tejxPJt4AowwGKAxQCLAZZbh6nKE/7zPV9F7tUC6NQ6ugVI3DIIRHz4BUnp4Xa+gEfhyi9QirLCcoREByM0JpjWd/Bj/dF3TM861d0bYcMbbXYlYL3xKlnBctyT+1sMsOr0jDalyAywGGAxwGKA5fIxTanVIatUBj6Xi+ZhZiCyhMoT/mvDF+HMvgsw6I3W37k8Ltr0aImslFwY9ObzWOTtQeJwlLw9GBIVRL9L7t4Sj7xRtwPE3ggb3mizSwHrlZ8srwk69N+3ljzk8ueLZdg4FGCAxQCLARYDLJeOVqcyc/HFvv9gMJqhKTLADy8M7I1AiQ/9XHnC3/rZLqye9R0FKXJImC/k0zhkK1Cr1qKsQEY/W16Bj28bBx+piH7Xrncyxr1yf53q7o2w4Y02uxKw3pxt3iJ0NCxcwrYIHdWusadjgMUAiwEWAyyXjmPLd+7H5fximzxHdEzGiI6tbQArJb8IGUWlWPXiN+BcKwNfbYDUX4Jyow48Hz5EUhEMSh189CbEJkWhvERBfV9ZwuhpI9BloH1nryxpvBE2vNFmVwLWG7PWmSH/+kahpS/Z+/mtpeNc+nyxzBqPAgywGGAxwGKA5dIRa86vu1CkMPuzsoQ+LeMxoWdnK2BdURux6fg5+pl4Y68oUaDFBTkUai0yIgUIzFOCq9TRlasOd7XHgncn49Tec7h2NoMsZ6F5x3h0uLNNnevtjbDhjTa7ErDeJIBFj2Bxrm8RWo5k2fd54XsMsOr8oDaRBAywGGAxwGKAhZK8MqgVagRFBkLsa97KczR8uOsALuUV2SQf2ak1hndItgLW2nPXkCeTW+OQS5t5R7PB4XFRmuAHHp+LiNgQBEYGwl8ixpuD7sTVM+n0XsKYllHWg+51raM3woY32uxSwJrxY127mU38he8/7FR6lrjxKsAAiwEWA6wmAFileWXYs/4ACjOLIPGTULcF7fqYt+SqC5Un3Z+W/kYPmlsC8X3Vc+RtdRrVZEVynNl3Hiq5GuV+fBzUyaDS6mgezUICMfWuXvAVCa2A9dmJFJSrbniNz76cC+GlYqjLlCiKlsBkNIIv4NPrcSRCATqcV9DvLGHsrHvZCpadLcQAy06haog2x0nAWsAAy7kGaMSpGWDZMQG5u309NSB6qlxX/rXpSFs1Bbs/f3kNdRBaOTz/8RSENwu9JWCl/JeGNQtuOFIkkX2kPnj9xxftllJdocFHU79AefGNFakO/dqi+6Q76VuEsUEBNnkRvbddy8f5nALz94Y8ZFzKh2lXNrhqE/I7x8CoN4HD5cA/xBc+WQpEXChFTMtIaz5ki/Dxt+q+MtAU2truhrke0RttduWY8uZLP9RVcpv4C5ePdyo9S9x4FWCAxQDLqgAbiN3/ILtCc5VchbcnfFil8ve/MBxdB3W8JWAd/eMENq/8s0qcV9a8QFeP7AnkqpsN722uEvWN9dMhEptXrSyBvBV4/OBJ+ISH4kB5Ma4WpINrvAbBVRmyV2XQoy4lEUGoiPAHBDwEGLiIylZBI1OhZZcEaz4R8WGY+tFke6pXBe6aN29e53SuSOCKtnakHp4q15WQ40m757xIAOtmP1iWGtXkH+vG7ws+mOBI9VmaJqAAAywGWAywGvkWIVlBWvTw8io9efSLI+h1N9UFy6R74dBl/PD2Rpso5GLlORtm1Dy8mSoAYwlOZilRofNB4ZksHPt6X5X4s797Hr6BUuv3x3efwS8fboVSqYREIkFYXAgeez0UAeI/kJFiwPxHFSjOM0CnBfR6Hng8DoU8H4mIenpv3inemlf7Pq3RsksiSvNlkAZK0HlAe7vOjnkjbHijza6EuznTvnfK0eiCDx9pAqjATHBEAQZYDLAYYDVywCIN+O3c9ShMP4PE5DyIfLQol0kx7H+L6bUytwIsS9rUE1et0QY90hf9xvau/slQb4dJ9Sve/Tsc6aVC6A1BUCmDYDqRg8Ris1NQEsLjAvH8J8/Y5PHJtK+Qd7XACljkxyETQtFzwFH8u12Lla8qoZQb6ctaaiWPvhdPAI1sE8YlR1PIIiEyIZz6yyKOSC2BwNoLn0ypdQz0RtjwRptdCVhzp30P0vXMLxGazD7ZLG4bLJ9v8fuCFQywan0wm2gEBlgMsBhgNQHA0lQUo+TyNBh0cvB4XPiH+kES3BMc32er7eHHDp5A8WUZKsoqEBwdhGatY6HX6REcGYSQaLOn9JyycvybloFytQZhvlIMbB0DH+VMnMoV47PDIci5aoS81ARwJTDogD7ZJsS3kKP34GtIbMuFJCAIHFFfyCqGUE/sBLDIfYPF+SWAkUO/6/tARyiLd+HyCTUunTBAqzbCYOCAwxFSwCJ3Dva5txvdDlSUVdCrdMhkt/TxT6gTUp1GT6/TCQjzx+MLxyHptltv/3kjbHijzS4FrOfXVAKsSt4aLF4aavnvgo8fbaL4wMyqTQEGWAywGGA1AcCC9ihMFV9U6c2cwOUAx/YslUalxVsT3gf0xFWiOTTvlEABxRLUOj3m/LYLCvWNN/1ahonwUvdfcDBdik//CkTu1etv9XHEAIePoXo/zHwnHzBk0WwKsoz44DMhMgvDYCw2gJergNBkQlmhDHqtAQadAT6+IvgHSxCdKETK8SLodUYoVAZo4wJg9BNCqjLg2an34p7/DcHJzFzklytw7e+L2D5nE/QqLci1OmRLkzggfWXtC9S7+62CN8KGN9rsUsCauuZ6l7LXtailB5rjz2eAVRuHNNnfGWAxwGKA1SQA6yBMFd9WBayApQDX3+b7i4cv4/PX19BzUJXDrK+eoytfJGzddQzrzl+EwEdAz0CZgx4LB+xGsZKPN38ORVHOdcDSCcE/V4Kw7Ar0GapApzv46DVMiJkr/HAywwfcAwUA8dhgMEFQqATZYDEZTeDxeTRvcslzdItIejVOfn4pFGIu1O3CoQ+XwtfPB51F/ug+tif2Xb4GfakKeV8cREWxAqISNT17TFbCJP4SkIP5xD0FAyxbBRhgOTd/z33uO2sGlq1Cyxf2fF6w8jHnKsBSN1oFGGAxwGKA1RQAy5CFzBPzkHuN+I8CWnbkwy8kFhz/OVV6+NkDF/H13B+qANb0z56hW22fzVqD07n5uBTOo2lDY0Ks24bz71YhlL8Hyzb4YdsZX7pyxT9aAnGWHBIOFy3aEQ/uRoyfKcHMnXHQnJKBc6kc4HBpXkKFjnpoF0lEFIxg0tOtSZFEgKDwYKQXy1HBN6F8SCJM/iIIjBxE63iIvi0Bsr9SID90DdocGchpLx444GkN9ExMXOsYvPTZM2jFtgirtDcDLOfm57nP3gAsR3KazwDLEdmaRBoGWAywGGA1AcA6vO04fl+5jr7dR1aaRBIJnlr6JMITu1Tp4cRr+7wH34WQLwRfyKNbbCFRQXhx9dM4uecsNi7fCg0fOBZnvniZy+MhqWsiwv18Me/egXQLUKcqwKpX/0FWlhrpR67AaDQiLDYEweFqwFiIPvf6YGVWPJSHS8G5QqDLvB0p0ZpglKkglvoAJg39pzdwoDbxYBDwoAz3g6p1MPSJ/uCSw8QmQKrhwL9YC+PRTPAMJhiLKuj2Ip/Hhe/1C6RbdE7Aq2unwT/EvAJXU/BG2PBGm0n7u8ruuc98U8VJQ03OGar7fsGqSU0CFpgRdVeAARYDLAZYTQCwVk77GrlX8216M3kTkLwReHPY8umf2PrlTqhkGhj0erTonIgp70ygq0AHfj2KP776iyYplnKQ58eFjsfBsDG9MaJza8SHmA/AWwJxVPrla9/TLT+yKkWDsRyDHo7DFiUfJ7dngHPqRr2ahwVDVSJHeaECHI4SRhNQLpZC1SYE+ggptJG+MAq44BqM4PM5MBhMCFQZILlUDv0V8wXSfJkGJgJYJsA/UIqQmGBMfnsCddVQW3DVpFtbOdX97qmyPVWuKyHHk3oTwLIGC0FZvrDj8/zVDLAcab+mkOaWgKXX68Hnm/+KdSSQ9AqFAoGBgTbJKyoqIBaLweWatw1qCkuWLMHs2bMdKdrpNN44KHmjzU1lEnjviZUoKS6HTKUGR62HiMtD/3F9cM8zQ2yehYKMInz03CfQqPMhEnIAjgjghmDml8/T7cHzh1Lw49u/2KQhrh6mf27rcqFyBOKolDgsJcFoMoEckB+3cCyCE8Kwbv9xnPrhEHQphQgL8EVyUgz8Y/xwbMtpqGRXkK+XorR1BPQh5KA8oA8SwyAVQGDSQ+zLgUFhRHyJFpIUNfKyimHgAhIfIaRGLoL9JRg76z70vrcbfZPQnuCNfdwbbXblcz33qa9r9INlggkcujpb/ZoW+X3BZ0/Y0zVZnCaowC0BKzk5GfPnz8eDDz4IHs++Acyi0bJly7B69Wr06NED5eXlILAUEhKC8ePHU2hLT0/HrFmzMGlSzXTPAMu9PY4NxO7V25WTwGvzvsXfWdn0PBMJAVfLMaRlImZ+9ZyNUWknU/HNawth0KtvPNMcKZ5aPp/6miLh52W/49Tec/T/ybU59zwzGB37tb2lOP9u/g/Hjl/GkaxcCFoEQxQXhLjgALwwsDekIiHIwfpNH26DSqFCZko2KsrUCI8uQyo3CEVJN67AMfrwoQ/ygaREAT9/I4xGHjrkA2K5EOnnMqDXGxDfOhZiPx8MGNcHd42/s06N5o193BttduWzNffJr+rUx26OPP9zBlhOCdiIE98SsMjhURI6duxIAWno0KF2marVaiESiejqlVQqxVtvvYX8/HzExMRALpdj0aJFyMvLQ1RUFMhq1s1vM1kKYYBll9wui8QGYpdJaXdG1WmedvIadn//DwqziiENkKLnyK7oOfJ2a56F8groDAbqskCl1YCrAz5ctxPpaXkwXP87iFyU3KuUh9kfTKEe0y3h6Nbf8On0H6HTGCH04SIonAOxlIMZ37yFwIgbPqQUZUpolBrr4XZ7DHp/xz6kFZAzYDfCqM5tMLR9K6ye+a3VMWhWag6Ks8sg8gE0YVzkdm4G4w0fpeDrdIjNz0dopB6+aj9IOM1ohnpNGUyGQtzzuBDh8QFo2W0Y9bNVl+CNfdwbbXYpYE2p6v6kLn1u/he1O8CtS34sbuNR4JaAlZWVhY8//pjCFQn9+/fHAw88QN/aIeHJJ5+EUGh715jF9NLSUgQFBVGvzQMHDsS0adOwa9cuDBo0COPGjaMecckWYVpaGmq6G4wBlns7EhuI3at3TZPA+1M+pU40LcFoNGH0zHuQeS4LWwuyUSI0QSaogMGkQ2hKPtTHZNDq+DCq9TAmBsHUNpx6nW6bp8fMuRMQ3zaWZkWu1Fk6cREyL6SgtMhINzb4Qg4emSXG8OfeAXhRTgnw+qYdKFWqbPK4MykBD/fohLfHfwCVQk1/I45Gsy/lwWgwUT9WpUkB0LQMgoFrgo9Sg5ZlRQg3Kem5rt4PjIZIEkJ9Z/lLdqHbQB2MuiKUl8jp76dPPITBk8YiKML2GEJNhnhjH/dGm10JWPMmE8Cqy7F22y3DeV8+6dRzxRI3XgXsOuT+zz//oF+/flWslMlk8Pe39bFTOdLx48fx+OOPo3379vjyyy/x2GOPYezYsRgzZgyNFhERgcOHDyMhIQH79+/HgQMHqpRBtidZYAp4iwLykgp898oGaq7eaESeXAmlTgdVUjBMYVJoYIRJYIBaKgBfZ4D/1jSIBUYotHxwNearZAx942HyFaLNNSX+N38MfIPM/q4yL+Rg8/JtEHHToNWAel8nLh2eXhwMbsQspyX++r/zyCyT2+QzoEUs7kyMwfdzNiEnJR8w6qCpKEFZoZbeNajT8sDhCtC+XzJM+lQY1XJkpZmgUpBrSXgIT4jFvdPvRuseAQgVrkB5kRwlOWXWMv7a0haCgG4Y8mTV8clpg1gGjV4BV1zsPffxz5zSYf7XTzmVniVuvArcErAOHTqExYsX47fffqMWPvHEExg9erTV2rvvvrvGQ/C7d++m561WrFiBhx56iKZZsGABBbIXX3wRBoOBrnCVlZXVeNidrWC5t2Oxv3Tdqzcp7WbNK8qVWPzICloRclVNcYUSRr0RytYhUMT6UmecAhig8RWCX6aG395MBEiMUOvJm3dC6DQ6GHvEIlQqwZjWrSASi6CSqxEeH0rfEvx2DnHlQK6YyYNAQEoRYupHUxDRotstjVfJVVBVaBAcWfNK0anMXKz4/R8U5ZXSs2DhYgleGzMYMbGh9DLqS0dT6VU+WhUgEgNxSQZI/UXg+bRDv4f6olmbWHz12ipcOZVHnEPAPywIUYkRiIgPw9QPR8Mke4XeZSgrKrfWde/vXaDWtsKLq+ybxLyxj3ujzdU9W44+3fOcBKx5DLAclb7Rp7PrDNbgwYOxdOlSdOrUyS6DyfZfQEAA3RLs3r27Nc3mzZvpluOOHTuwYcMGkIPw//77b415MsCyS26XRWIDscuktDuj6jRft/gXnDt4CVcKS1Ch1QJiAeRdIlDBM0Fj0kOg1kDjLwFPrUPAH1fhLzVByOegWWg8tDo9Rs0ehQ6tmuGTF2wP57bpkYTs1FyUF8utFy5TePlo8i3r+9snf+C/P0/SOMQVw4gnB6HLwKoe05XlKrzzxMco5xrB1efDV12CoHA+bhuUjDXv5KA4txgcTgV0Gg58JCZExevM3tz9ktDrvoEY9ezd2LXmb+z+YR/9o4tsH1IE9BHizZ+mw6T4GAVpe1Cab17BUsgk2PJ9b0S1iMYz70+0S3Nv7OPeaLMrAWvuxFXV9y3z7c8197vrv8//tuY3cO3qtCxSo1XgloBFgKouh9stKqSmpiIpKclGlIkTJ+LTTz/F8OHDcf78eahUKuzcuZO+ZVhTYIDl3n7FBmL36n2rSYAAzaa9x5GlUkKcHI6rqTlQK2Wo0HMoWOn9faAXCxB0PBthZXJEBfkhUBqFTv3aYcyMe3Bk+wls+XRHFYP+t3wiju86g/TUdDRvnYhe99yOwPCAGg1PPXEV385db/O7b6AUs797vkqalGNX8OWr30OnygeXU0wPz5PAE3Bw/ggXGpUJPJ4KGjUHxPtLs1ZaelZMrYnAxAVPoc993XB463H8vtq23sSB6QsrzedYClJ/xsFN26BWCXHlYhRUFSKMeGoweo68za7G88Y+7o02uxKw5j12HbAcu4oQ875jgGXXw9kEI90SsMhKlOVAuyttz8zMRGRkJATmPQoGWDcp4KkB0VPlunIwdKSfNlS7T2fmYdXfh6lJ5IB42skL8N17DRyDCRwRDwKlFm068jF1yRSUyyLgG+SL2CTzQfVDvx/D1s92VZFjzobp1HO7vTYT/1bEz9XNgdz7Jw2wvctw3ZJfsemDrYBJCZjI9h8Q25ILjdqEaxc40Kj54EBJX3AhZ7+iE3R0fFGqYzFv4xsICPWDj68PvnrtB2Sl5FiLvP+F4eg6qKP1c356IciblnqdAbFJkfSianuDvXbbm19d4nmqbE+V21Se67mPfkrPuFsXrK6Dlvmz5Yeaf5+/9tm6dBMWtwkpYNchd0/Zy1aw3Ks8G4jdq7c9E1BuWR6uFJQCXAk+G/cW5Fdl0GvN9QwI4WDC7GQM/d8C+plsKRInnxEBvlDnyLBqhu0daokdmuGJRQ+b49rpvZ5sVZIty8qBbN3N3TjLfJfg9UAmmnmj38PlY1eg18rpHYMkkIufyRx0+qAJKiUXeq0OAqEeyZ21aNXFgAvHY5GVakCr21tQ2OoxoitGPj0EGReyadzwZmHwDZK6rGHstdtlBVbKyFNle6rcuvSzhqz33EdWOvUW4fy1tr7o6sNWlmfDVIABVg3t4o2Dkjfa3GAnAZMOpopPAZ3Z4eeF48F4Z0oeFGUV9C9pHh8QiDh4e8skxHcehmV/7kNa4Q0fVGO7dUBgjhIndp+lq1+RCWG4a/wd1u3AurT15y+vQcbFbOuT0ndMLwx+zPatPUVpBZZM/Jj6zioryINWWQK1EgiN4iI/0wi9TgC+UATickKr1tAD7WTFimxB+gUYYYSEAAAgAElEQVT7IrqF2dmoXqtHTFIUyCoVj89Fuz6t8eCMUS4bPetit8sKvZ6Rp8r2VLkN9tmqY8POHf+xE04agAU/TK1jiSx6U1GAARYDLKsCbCB2/2Ndo+bqbTCpzG/vGg1GfDi9DLsO+kIZ6AsTFxCXa5AUIMXSPYtxIjcfa/41X1VjCYESMd4ebXtNTuXf69rWZGVKVaGml0ITAKouLBr3AdRKDf0pO+UahUGJPx/KchP0eg78g33pFqCPnxBDHumPgsxiHN1+HMFRN+43JPcp+gX62qxaEZgjUOeKUFe7XVGmJQ9Ple2pcpsMYD38kVPdYP6PVc8rOpUhS9xoFGCAxQCLAZad22X18VRXN/mRVR118SaEhF5EWBwPP/2jxZqfA5DvHwK+WgeOwUgPfCSVy7B20zv481wWfjt5oUr1Php/D3g13PdZH5Nu5XNfBMiI/y0uj2d1mhoSHYzQmGDwxFzMWz8LFTIlFj9qdklhCdfOZiIiIQxiXx/rdx37tsWDM+1fxTq87TgKM4poHu3vbEPdPHgacjwJG/XR1vY+C02h7DkPfWg218FD7gvWT7NXLhaviSnAAIsBlldPPp6c+CxlB0mCsWf9AQoF5w9dpmeR/ALKAWMRFP1jcS6fjyKtBDqRAByjCT7FCjrWJ0XosHbhIBzJbY1vDhyz6cmhvlIsuG9QjcNVfU18xFt8SV4pvnhlLXQaPcqLFci9kk/rERoTgoAwP4j8Beg1tBuCowLpdUDkHkNLUMpVkPiJberdbVgXjPrf3XYNvT8v22K9R5EkIAf6p618kl5k3RDa2hWOL+0SolKk+mpre+rRFMqeO/aDGrYIOTBf9lyTn3fz7wt+etEeqVicJqgAAywGWAywPLyCtXvVAXrGifinssBIQrsIcMQ52BvcjF4Jo/XzgfCqDKJrZXQVi+vHQ6sRvvh0zh2A+AGs3HMI+0+kQKPSQsDnYWLfbhjWq73bActS4O+rd+LwVjP0leSVgZzRatsrGRkXsyAvlZOXDMET8NCpb1uMe+1+yArK6VuJ+RlF+O3j7Tb1JgfzEzvE1zr8kq3Uufe/WyXevVOH4fYhZh9+TWHCr1WImyJ4o82ubOs5Y5aZFa2JpCx61/D7gp+n17XJWPwmogADLAZYDLA8CFjnz1zAj6+bz1oRB5oFGUX0/yMTImD052N/cxGMQi712u57MJv+qczVG8AzmRAUaMT0N/uj2z2PgjgDPXTgPAzkfJbOBLFQQH1HkYPk1YX6mnT3/3IYJ/echaZCQw+0xyZHISg8EG16tgLxBk/uJKyQK8HjXb+VGsC7O+cioX2ctZrXzmVSNw3kbcUWHRPolqE9gXi5Xzj2+mRYKUFlP1n1Zbc99fNU2Z4q15WQY4++N8dxld1zxrx/I2vLlYQW4qJuGiqVXM3vCzbOcKT6LE0TUIABFgMsBlgeBKwLZy/ih9d+pW1AVnmIp3USpP5S5LbwRU6SP0w8DsQXiyA+XwwTjwuuRg+eRg+hQoO23UKQ3KM3Mi/d8BtladD7pg7FbddXbupr8qmcLzl39d38n2yKatE5AZMWjKPfHdl2Au9N/oRek1UZsJ7/ZAruHN3TJcPpqhnfIvuyWUNLmLL4EeuF166adB2prKfK9lS5TQWw3hz9niPNbU2zcNNMp9KzxI1XAQZYDLAYYHkQsMjkt+/bo9RdAQkElIiLAg44KB6SAG2QCOKLxRBmysErV1Mno1ytgcblcDlo1YkP/4i20GmM9BqbymHk04OpX6nqQn1Mun//dBC71v5jUxyPx8W8X16m36Wfz8KsgfNsAIsv5OOV715Ax35tXTKKki3WXWv+Qd61AnrI/bbBndBr1O1e3cfro63tbaymUPac+5faa2618Rb84vxF6k5VgCX2mAIMsBhgefXk0xD+yo6JjME/Px9C2smrOPXPBWRdyqF39BUNiINepoLPpWJwyNagTAOOzgCu3mhuMw4HyZ35CIxqi4DQYMiK5Ta9+cklj6BZmxi3ARbZHvzz6z025RHoe2PdS9bv3p7wAU7/c54CpNBHgIiEcLy5fjr1heWO0BQm/Lrq5I02u/K5fvPeJXWV3Cb+wt9mO5WeJW68CjDAYoDFAMvDK1jkzbKc1Dx8Ov0bpJ/LRFGO+TJjdccwaIRcCK+V0dUqo94IQYkKHK3BeoVV2+4iBEV3xqSF47D3p4PIv1ZoXrkZ0pHeM1hTqI9Jl6y8ffz8lzZFdhvaGaOeHWr9TqvWYdPqLeBqefRQe+cB7Wv0q1Ufw2p92G1vPT1VtqfKdSXk2Ktx5XiusvvNUYsdKd6aZuHmV5xKzxI3XgUYYDHAYoDVAABr77oD2P3DPmSn5tGD7kayFcjlwBDrB4NMDYmfD1QFcnBUWnIBGoh7K74QuPP+eAx/5kkY9AYc+OUIZEXl1Fv7nQ/0RLveyW4FLFIY2eI8/+8laJRa6j2++/CqW5SumvgcGXa9sWxvtNnTcOdI32Rpmp4CDLAYYDHAagCAtfO7v/HPz/9S55vpF7KgVemoe4bgyEBEJIbR7bSz+y7CoFNDGmCAf5ARIZFGTHtPggtnR+HbhQfoW3dkVSgoIhACcrZp7TSarrrAJl33D+ae0txT5Xoacjxpt/t7FyuxISrAAIsBFgOsBgBY5w5cxLol5rcJ9To91AoN4lrH4H/LJ9Etv/TzmVjy2McoL0yDTmsCTwgk9OaCo+Ag9T8R5GXmy5WFPkIKWLGtovD00scQmxztGsDSnQSMMoAbBAg6OjWWeXLi88ayvdFmT8OdUw8IS9xkFGCAxQCLAZYbAKusQIaLR1JBfDWRq1uSu7WkupPJj6sSUBcNFw9fRtblXBTnlKC8SA6xnw9dkeo2tAuGPnEXnuw4HT7CdChCpUhvFgtTjho+l0thUpjALTHfAUi8wJM0LTolYNqqpxCZEO40YJkUK6yXTpsp7jZwpE85PAiyCd9h6RxKyPR2SDaWiCngtAIMsBhgMcCqZ8AqyS3Fype+geb6RchE8H5je2PQI32x8uUvkXux0NoGxG9VdkoudTNQOTz86v34aOqXMGgzkNU1BnKhBEiTU+/u5PZnYbEGHL3ZfYNvoJSefRrx5CD6NiLxgi4Q8W3ys3vSNVyDqfydKk8JJ2AhwK0e3moblewuu7aMHPjdG8v2Rpstf7x44moiB7olS9JEFWCAxQCLAVY9A1Z17gv8gnwx4c0xWPbMSkgkEmsbkHNXZIuQ3KFXOdz9+AAQP1MF6QU4244LhYYLXrEK4nPFMBo54FfowVdo6QqWj68P4lrFwP+6F3fiAoFcN0MuWrYEuydd3TnQFaybAsfvVYCf4NCwaHfZDuV+60TeWLY32swAqx4eHpZlnRVggMUAq+6Tbp27We0JmvIksPv7fdi7/oCNCASgHn7lfqya/Y0NYJFI5I1AsvJUOdz73FD6huDedTtwNFiPUgjpW4aSa6XAVQU4ZVoINUZI/MXgcrj0nr+WXRKtWZC3CodM7Ff3tjYWwiR7oypgBS4DONLaG7aaGE25rW8liKfs9lS5noYcT9rt0IPBEjU5BRhgMcCq+6RbD4+BJwfD+i777P4LWP+u+b5BS0hoF4dRz96NxY+vqAJYt9/dGf/9edIa1z/ED89+8Dg9W5V+ajN+/GUHtueFgCfgUHcO+lw1fHdlgaM1glx4TO5GI/AVFheKuOQY+nZhl4EdMHracEB/GSbNX5CVXEVAcHNwRAMBfotbt6h6O0zqbYBJC3Ak4IhHAaIBDveC+ta7IUKOJ2GD6e1wV2UJmQJOKcAAiwEWA6x63iIkAm/7YheO7zoNrUqL2FbRIBcQxyRFYe3Sn3Bp3xVrGwx6tB/6PdgLl46moTCrCD4SEb0omcAVDbrTKL32EZbM0KBCIERJtgGqywoo5TziHov6yKI3QnM48A/2Q3h8KIIjgzBwwp3o/1A3mMpeBkxKKJVKM9hxA8AJIJ6qK99YW8NDYZIDnOovj67LKMQm/Lqo5XxcprfzGrIcmAKOKMAAiwEWAyw3AJZFZHLGinhltwQy+UWFR6Mws4i+8ScUC216ZEleGf7dfBTkv/7Bvrh9aGdER/yAa2cu4OQ+HQ5u16EwxwdFOVroNDrKVoSVeHwuJH5ihEQHo/uwrnjkzTEQCdNhkpsvrrUAlkEP8IMcP0/lyKDDJnxHVHM8DdPbce1YSqaAMwowwGKAxQDLjYB1c3fb8MlvuLA3lcKRj1SEux6+0+ZyYnL1DLmCxhIINM348lkIeZcBUwW2f3sVf627QC9SJk5KjUYjdTJK8mrWJhaDH+0HckCeBn0aTPJ36f9uWyvHyb85UFeYENGiO3qOGoCo5uF0tYv43arPwCb8+lS3at5Mb/fqzUpjClgUYIDFAIsBVj0AVk5aHr20mcPlIrFDM5s3+CyCl+aX4a0Jy6qcwXp17TR6WJ2saq147osqPXTi/IesB9jlpQqse+cXHNl+EsW5JRTUyAXL5I1Bcs/f4wvH0c+WYJK9hqtnC/DFfDl4PB7AESEnPYBebUPqSQLZvuw58rZ6GyXZhF9v0labMdPbvXqz0pgCDLBq6QPeOCh5o82kG7ja7tN/n8eG9zfb9DDiJoH4o6oc0k5ew8qZX1UBrKffe4ye0yJ3En40tSpgPTZvLJK6NrfJS1YkR0lOCXQ6AzQqLUKiAhHdIrJqLzfk4vDm9fhl5RkIhFIoFRJkphTReC27NKdbi2QF67UfXqy3UdLVetelot5YtjfaXB/PdV36GYvLFCAKsBUstoLFVrBcvIL17dz1SD1x1aZnEQei900dZvMdudj5Zj9YJMK0T5+yrnh98PRqFOeWWtMR9w6zvn7O7m28y/lFuJBbiPzMInALK5AgkkJdocZfP+2jYEc8zFu2IFvd3oL60SLhlTUv3DhY7+Kxkk34LhaU/bHY4Fbu3NvCrLSGqgADLAZYDLBcDFirpn8DAk+VQ9teySDe2G8OK178DIVXSqxft+vTGuNm32f9nHe1AAd+PWI95N59WBckdrRdCatpcDmbnY+Vew7Ra3iyU3NptIQSAyJL9KioqICfv5/1t8DwAHqFDwnkgug3f5pRb2MWA6x6k7bBgYa3trV7W5iV1lAVYIDFAIsBlosB65cV26hLhsqh/0N9qKuEmwOZgLSFBpCzVP4h/kjuVotPqjqMJN8fOokDqenIvZKP8mI5TemnMaFDjh4B0b7od98dUCnUOLr9OMoKy605k4PxfR/sVYeS6hbVWyddT9ntqXJJr/DWsuv2RLDYTVUBBlgMsBhguRiwCKxsWv47rp7NoNq27pGEh16+F3yB7X2A9T0BfX3gGI5ezaKraYpSBa2LRGtC52w9/CKkePnz561tn5WSA7VCg+CoQARHBdXreOetk66n7PZUufXdv2vrpJ60u7a6sd+9QwEGWAywGGC5GLAsgmrVOupRnS+sClaWOPU5Cfx1IQ0/HzuL4pwSFGWbtyEj5Ea0KDKgRY94THr9YY+McvVpc20GeWPZ3mizp+Gutn7IfvcOBRhgMcBigFVPgGXPEFLfk99PR8/gZGYOrl3IAjdHjqQyoE3nRHQa2QbJbVrZU0WXx6lvm29VYW8s2xttZoDl8seWZeiAAgywGGAxwGrCgFXTmMAmXQdGSyeTeEpzT5XracjxpN1OdhWWvIkoUO+ApVAoIJVKra9/10W3JUuWYPbs2XVJ4rK4nnw4PVW2p8r15oHYU5p7qlzW1rb+y1w2YN0iI9bW7lCZlcEUqKpAvQFWQUEBTp8+jdGjRyM1NRXh4eHQaDQICwvD0KFDaU2Sk5OxcOHCGtuFAZZ7uywbiN2rtztgg1wuTS5+Jq4XKgfW1k2vrdlqpa0Cnuzj7u9drMSGqEC9AdbGjRtx4MABLF++HPn5+RSwLl68iDlz5uCHH34An1/zwV+LUAyw3NtlPDkgsbJd29byEgV+XvY7rpxOpxkn3dYcY2eOoncUugPsbmUNa2vXtnVtuTG9a1OI/c4UqB8F6g2wLNUlnqEtgPX7779j/PjxkMvl6NatGwhADRhw/SLaauxjgFU/jc7+0m04f+nW1+S3eeWfOPrHSRtD7xjdA3dP6k+/W/36Nyi4XAyD3gjiwf3+F4bb7R3e2V5ZXzbbUy9vLNsbbfb0HxH29EUWp+kr4FbA2r17N44fP46pU6di/fr1eOedd+iqFoGw/fv30xWvm8ODDz7Y9FuBWcgUcLECm97djtzUAptc49vHYOQLg3B0y0kc2WILX+37tUa/CT1dXAuWHVPAswo0b+7+M2+etZiV3pAUcCtgabVa8Hg8+s9gMNBtwszMTMTGxlarCVvBcm9XYX/p1q/eRqMROrUOIol5m84Vf2WTa3DIXYVk689y1Q3J9/tFm3Dx8GUbgzr1b4cx00fih7c34dhfJ20umSaXS5NLpt0RWD9zh8o3ymB6u1dvVhpTwKKAWwFr7ty5KCwsxMqVK3Hw4EE8+uijSEtLq7E1GGC5t6Oygbj+9P7t4z9wbOdpmEwmRCSE4Z5nhiC+baxTV4n8u/k/bPtil7XSrbsnYcIbD+DsgYvY9/MhHNt5CmJfMcg9gyRMnD8WLbskYuPy33Fw6xEbwCLfT5z/UP0JUCln1s/cIrPLIN6Z2nprWzujGUvbdBRwC2CRNwrJ24O5ubkYNGgQXbki/+bPn4+RI0cywLpJAU8NSp4q1xUrOc48kvVt96m95+iB88qhWesYPPnuI04B1tvjP6B3CVYOvUbdDgJeJGiUWqgq1OjUty3ufX4YwmJD6PeXjqbis1e/swGs+6eNQNeBHZyR0e609a33rSrijWV7o82eHlPsfhhYxCatQL0DVnXq5eXlITIyslZh2QpWrRK5NAIbiB2U05AJGLIACAFBO4DjY5PRrrX78PdPB22+I24T3vxpusOApZKr8PaED6tUmEBUYcY1AEaAI6J1iUwIx3MrnrCJ++/uw9CVmmAyGdGsdSwSOzRz0Pi6J2P9rO6aOZOC6e2MeiwtU8BxBTwCWPZWlwGWvUq5Jh4biB3QUbMHJuW6Gwm5geD4vYytXxzHqb/PQ6fRgcvjQlGqtPFFFRDqh5lfPeswYJECFz38ASpkFSjMLKYrWVweBwEhFZAVqmDQA0IfDkJjwhGQ2ArD5twPf7EPkiLMq1isrR1oayeTeEpzT5Xrzf3Mya7CkjcRBRhg1dCQ3jgoeaPNzk4CpvJ5gCHXphed+Lc7fllVaP1Op9WjLL8cYXFmuCGh/Z2tIRQJkJ2Rg9adktBvbG8IRLbOQC1xSwtk+OPL3ci8lAORWIiO/dphwLg+OPDrEXz1+g8gPq9IEEkARUk5OFzA4mZOx+NDMrQLAu4y3zvYtVk0pvTtxgDLAwO4p54vT5Xr7LPlbBN50m5n687SNw0FGGAxwLIq4MkBqbGWbSqbCZjkNr1o+4/N8e92OWCqMH/P8YXYNwRDJw+EVq2lK1m/rNhGf1IqlfQsVHL3lrhr6hBo9QZEB/pDyOdZ81y78Gd6bqpyGPfK/WjXOxkLHnwfsqJyukqmURQg72ohRGIOuFxAb+RAZhQg9o2R4EpubFu+Orw/dGXF8NQr7I21rZ0d8j1lt6fKZYDlbI9h6Ru7AgywGGAxwHLismeT/H1An2LTi3ZvjMLfG22/C23WHtNWv0bjHf3jBIgjUAtgiaUSnIvkI6hrHLg8HqRSH0zs05WuNpGwaNxyqJUamzL6jumGwRNaYumUDSgv1tPfyovykJuWg5BIHkKjOVDquEgrFiNy6lBwReabE+SlFRgoCYZEpcadw3shqnmE28cwNuG7V3Kmt3v1ZqUxBSwKMMBigMUAywnAInCVdfpLmIzFiG3BA4RdkZMmw6rZto48B45vi/6PvkG1PrLtOLas2mEFrHx/AVL9AYm/hFwbCImfGL16tsFrI823HLw76WPrNiD9wliGu0YXov/9fGxfo8G/f4gAfiIMOgOunL6AmOYGSHw50Bv5uOrfDMH3dqPJirNLUJRTgi5ZBphkFXTl7Jn3H0NMUpRbR0Q24btVbrYd7F65WWlMAasCDLAYYDHAchCw8tML8f1bP6M0XwaYdAgI9cf41x9CVMQa5F9NweWTeuh0QHQCF8k9uoDjO5VqnXslHytf/NoKWBd5epTGSm2uqolLiMDSMcPoluLx3WcolFmD/hKeeYuH6ETzNuLhHTrkZneFQJqM8GYhkOXnI6+gGKFx8eB0iMDmkxdovKunMxCer0azUqN1a7Lf2F4Y9Ehftw6JDLDcKjcDLPfKzUpjCjDAqq0PeOMk4I02k37gqN2/ffIH/vvzxkoVOWzO4/MwcHQe2nbNRFBUIPyD/WhX+z21H1JK46DX6OFbooHxaBauncuAwWhEusAIWZtgcLgca7eUaE3onG3e+iPnq9rf0ZqucJGD8a3b/IjYliabLswR3wP4jMTF3EK8++OfKCwpB4mRHB6CqcPuQH5+GX5fvg0cndEKdmQFi/jNGj5lYG2Pg0t/d1RvV1TCG8v2Rpudea5d0c9YHkwBogBbwaqhH3jjoOSNNjszEH87dz1ST1ylPchoMNL/F/v6IKF9JHoNPI/o+CK06ZmMbWnt8cflCHqlTc7lXOh1GvidzIZ/ZimEYh5MfCmKeifCGCqheZG3DmOvKBBaboC6QgMOl4vYVlHUbxYJJtnrgLHIFrAkjwCiOzHjkw04mZJh/U2j0iI6R41krhjZl/PA5XMRlRhhXcEaPW04urjJwailUqyfuXfyYXq7V29WGlPAogADLAZYVgXYQFy3geHXj7fj2I5TNBHxQ0UAi1xcTlwpiCRChMWGYupHT+Dn7HSkFRTj8rErUJRVgMvVQphRDv/D2dDrOBAIOTAY+QjqFIeg2GDwy3VQ5JShrEAGkwkw6PQgh7NmfzcVPYZ3BTT/wKT8/kZl+c3B8ZsJgIdxcz9DYZn5rUaj0QRluRIhhVrcxvelPrny04sQ3TISHCHQZ0QPDJt8V92MdkFs1s9cIGIdsmB610EsFpUp4EIFGGAxwGKA5eAZLHKWirhQKC+WUxi6ciYdPhIRjAYTdBo9dfw58JG+yOwQBJkQSDuVDpW8AhyODsL0coj3Z18HMg58fH0RlRiLsS/fC76Qj+VPrQZZfSIe2wlkcbkcxCZH4fGFD6PHiK6AsdTsf4t4jec3t7bhpHlfILNUZgYsgxFKuQoROSp0EpvvIySB3DnIDTAxNw0uHEjtycpToOOpcokm3lq2Pf2BxWn6CjDAYoDFAMtBwCLCkcubMy9m49Ses9jw/haU5Mmg1+lhMpooPMW1iYG+cyT0t0cjJy0PKrmSrmBJj+SCe6kMJhOX+qwSiEQIjQnF859MRse+bfF051kozCqGVq2j7UNWxMLjQtDhzjaY+tFk+h0BsIL0QvBFfLrtR8I3P+7GmkPmc2GkDpr8crTL0SMi2N/azi98MgVyXTkDLDeP756CDU+VywDLzR2MFdfgFGCAxQCLAZYTgGUR7/jO0/j6zXXISsmBWqkl5EXPTvkFSdGsTQy0rUNRyjeiMLMIoZpccC8UoSCbB5g4EPhwIRL70kPuI54aRFeYflq6GX989ZfZiSiXS7f3fKQi+AZJMeGNMfTi5p+XbYFBb6BVIJdHT1r4MAQiPnZtPoyTZ66CC0BcoqHnvizBfKh9kNeuLHgjbHijzZ6GuwY307MKeUQBBlgMsBhguQCwyNmqefcvRcbFbCjLVfT8k0DIp8BDQCskKohelUNAiaxs8fnlSDtdAEWZFj5S8+F2v2Bf3D6kE/63fBLNY9WMb3Fs52lolBq6KkY8wEv8xYhLjqF5kNWzyoGAEwGom4OitIJuYxI48w8xv9XIJl33j7ee0txT5XpzP3N/72IlNkQFGGAxwGKA5QLAIiKe3HMOn89ei9L8MqgVanqWivhKIBhEzmaVF5dTj+xk644v5FGXDnqdAaExIYhMCKcrVIntm+GJtx+2tsm6Jb9i+xe76CF6oVhI45E3FckFz5XvNiQJ+tzXHUOfsO/QOpt03T8ce0pzT5XLAMv9fYyV2LAUYIDFAIsBlosAiwi5a80/2PHtXqSfz4JeqwWPb6AH3snBd63GBIOe4JaJvhVItv7ItqDUX4I2Pc2XMY/63xB0G9bFpleunvkdrp3LBF9w435CsmLmGyi1iTds8kD0vu61vbZhhk26tSnk+t89pbmnymWA5fo+xHJsXAowwGKAxQDLCcAiW3lkRcniJLQktxTLn15N397LPH8Jep0RSgXA4ZrA4xLIIiejCGRxaBofXxFCo4Lpuaq41jFI6ppYpUfu23QIO77Za/N957va4+Ses+asAHrdzRNvPUxXuewJbNK1RyXXxvGU5p4qlwGWa/sPy63xKcAAiwEWAywHAOv0P+fx59d76dkm4mmdrBzdPak/zu6/iPXv/oorp9JQWlBGtTXoiTd2gMsxwWDg0tUsAljEjYPYzwd3PXwnhrxxH1LyCmE0mdA8PAQdYmwvYT76x0mkn8ukUNaySyI69W9HIY68RZiVmgd5kRwGgxFxydH0t9oCm3RrU8j1v3tKc0+VywDL9X2I5di4FGCAxQCLAZYDgLXksY+p01BLIF7aW93enF6Fc+FwCopziIsFNf3ZZDQDltDXBBNPCGWhnq48EcCKaB6GCaum4NesdJue+HCPTrgzKaHW0eTSkVSsfWujTbzBj/VF3zG9bpmWTbq1SuvyCJ7S3FPlMsByeRdiGTYyBRhgMcBigFVHwCKrVksfX2kDV0VZxYhMDKduGS4eSYVeq4NOq6HbgRwfHnT+PhC28kWFJBCiE3kIE4oQGR8GI8cITvMwKPs2s+mJyZFhmDaod63DyeaVf4KsblUOxFP7/5ZNZIBVjQLeCBveaLOn4a7WB5dF8AoFGGAxwGKAVUfAIs4/F45dZtUt81IOvZImpmUkdYVQnFOK4twSCASAVqOEMlgCTbgvWozvAsWRQiiOZyLS3w9hflJ6J7Ub3dEAACAASURBVKCMx4Hw0a42PTEhNAgvD+1b6yC06YOtOPHXWZt44XFmh6W3CmzSrVVal0fwlOaeKtfTkONJu13eeViGjVIBBlgMsBhg1RGwiGBbVu3EkW3HqXYEsIx6A4K7xiEjmAeFgAOjUotmeh6kKaW4zNdCGCRCSOcI6Iv0kB/JRJBEjNigAApYCPaFalSyTU/sn9wcY7t1qHVQObztOH5ftdMm3u13d8a9z93NAIutYFEFPAka3lp2rQ8ui+AVCjDAYoDFAKsWwCJ3+h347SiKc0qoS4XOA9pTH1SXjl7Bzu/24PLxqygrKENRywCoWwVTPckqkv5sHgLP5UOmL4MWHPq9X69AyA9pEOYXgMgAPwpYI6cMQW6iH05n5VIHpW2iwzGhZ2cIeTfcMtxqNNrx7d+4cCiF+tRq3qEZRj4zGAKRgAEWAywGWM1v3NPpFTM6M7JBKcAAiwEWA6xaAGvN/A1IOZZm1UniL8GLq56ibwue2XcBQh8hZMVyXCmXQdArHr7toxEUEYDC7/9DmKoMXJQhi9z2DEDSzheh3SLRQp+Ma/lFkItMaHtnO9zdPgntom3fHKzPkcJbVxa80W5vtNnTK3f1+eyyvBuPAgywGGAxwLoFYFXIlFj86IoqvYQ4+Tz993notObLmCMSwpGlVUHSOQYBA5Lod4VrjiJcW4JgnzKo9Vyo9Ry07C7CmKkxWPS3+cwVWcGSSCTwFQnx7oPD3DZysEnXbVJ7/Plibe3+tmYlMgWIAgywGGB5fALw9F+bt5qAyovkWPrEJza9RFZYTv1RFWWX0LsFSSBbcqK4IGhbh8C/X0v6nWrfFURmZICPfGv6UZN9IO7cGSsPxdsAFvnw+sgBiAn0d8vIxCZdt8hsU4inNPdUuQ35uXZ/67MSvVEBBlgMsBhg1bJFuOLZz1GYVWzViZzF8gvyhayoHCV5Zmei5PLlVre3QOfJfcGNC4BEKEDX+Bgc/XEfrp7YCh6vDK278tHvgUikKMbgwz1ZVQBr3qiBCPf3dcs4xCZdt8jMAMuBF0hc1TKe7OOusoHl07gVYIDFAIsBVi2TwN8/HcSfX+9BeYkCwVGBaNkzCecPp0BgAL3YWSlXQ6PUICI+FAGh/ugyIBIjJ0eBy9EDvDhA0A4wFgEm8jmS6j1/827klyusW4RJEaF4aXAft40mnpx8WNlua2ZaENPbvXqz0pgCFgUYYDHAYoB1E2DptXrwhXzz5HTqGr5+cx39f5WAg8thPPDjAqFVayHIVyK5QI+Sa4UQSUQUrgJDFBg29jBiW5rgF0jXtsDxGQj4vWLT02QqNf5Ny0BaZhaS45uhX3JzCHjknkL3BDbpukfnyqV4SnNPlevNcOf+3sVKbIgKMMBigMUA6zpgXT2TgW1f7ELe1QIIRHwQf1JlBeXY8+N+GPRGFLQLgjLal/7WolMCXbVqw5OgYttFul0oDZCgQ/cruOPuMwgK1cBHKjJryxGB4z8fEPWr0ts8Nfl5qlxvnnQ9pbmnyvXmtm6Ikz2rk/sVYIDFAIsB1nXA+vSlb5CTlmfVgxxgz7tWRL20k5DbMxLGYDGkQRK07JyI3Cv5EGSUQ7o/CxWyCgpYo56Qo++wU5D4AT4Ss2sGgA9IHwNH+iQDLLZl5fZRngGW2yVnBTIFzH9bm0wmU0PVYsmSJZg9e7ZHqueNg1KjtdmQDehTABgBXnOAn1inPkPsTohPwLzR76Ly0yArkkNRpoSiVEHzK+gaBlWomN45GB4Xgiun0xEhNyHsUhmFLRLuGCnAhBcOwz+YB77guqNQjh8gGQuOdAoDLAZYdeqbrojcaJ9rJ433pN1OVp0lbyIK1DtgKRQKSKVS+paVJVRUVEAsFoPLvfWZEwZY7u1lnhyQHC5bfwEm+Qc2QnGkjwPCnnaL9+sXW1GWLse+TYeou4Ww2BCalgCWyWiCUsKDQqaETsBBQccQtO3ZCnq9ARlnM9E+1wA/jQkquRoqhQr9xvbG8HF7IBUdoRc9gyMBeDHg+D4NCKte3uyw3XZbV31ET5VLasPKdrLx6pic6V1HwVh0poCLFKg3wCooKMDp06cxevRopKamIjw8HEVFRRg/fjz4fD7S09Mxa9YsTJo0qUZTGGC5qJXtzKYxDsQm5XeA5oCthYK24PhOu6XV5MJmEsgVM9+9tZ46+ySuGEpySxEUEYjwZqFQ+wpwOtAEvcD8x4FID/T0C8bdTw2i/q+2vLYBQoNtMdNWPonQ2GBAsxsmXQo4HB7AbwuI7qi2Pp7S3FPlMsBy/9UtrK3tHABZNKaAixWoN8DauHEjDhw4gOXLlyM/P58C1uLFiyGXy7Fo0SLk5eUhKioKZDWLTG7VBQZYLm7tWrJz50BM7vfb8P4WCjhGgwFhLUIwef4jkPiJ62S0SbEK0J2wTcNPAMfv1WrzqShXYsPSzdj/yxEQL+0moxFCiQDxbeJofPIdj89F/4f6IC2Qg6P5BSgvKodBb6BX4ozo1QGTB5lXxw7+dhS71u6jsEUcj/Yf2xt3ja8epGoyyp2aV66Dp8plgMUAq04PuBORPdnHnag2S9qEFKg3wLJoRLYGLYA1ZcoUDBo0COPGjQM5+kW2CNPS0tC8hgs5GWC5t6e5c0Da/f0+7F1/Y+WJXBnTf8wduOeZIXUzWr0FJtXvtmlEd4AjebTafLZ+vgtbPt1BV6pI0Ki0FLKiW0bSrcH89EKo5CoktOHhSpEKnHZB8O/XHOBF0/jtosPx3F29rHmTflxerIBvoAQ8vn2XMzcE0HFnW9/cEKzsunVxZ2MzvZ1VkKVnCjimgFsBa+zYsSD/xowZQ2sbERGBw4cPIyEhAfv376crXjeHBx980DHLWKoGrcDWT3bj2qlMmzpGNg/DA6+MqGO9jQgQbIAP9zxNpzW2gEx/P4wmv2rz+XXZnzi27QzUCjX93aAzQK8zIDDcD8HRgchOyUNQOBAerURWuQgyNR9hE6Nh8o2EwRSCrjHhGPn/9q4DPMpia7/bW7LpnZAQQu9dUUEREUGxYsGG9drFdvWqV6+9XLvYrr3rb1dAqpUuHQIkAdJ7L9vb/5yJiQSIyW529wvZM8+TJ8nuzJw577T3O3O+M0O8c6L3UiHOzggwAn5CoKOHdz9Vz9UwAn+LQFAJ1sMPPwyj0YgFCxbA5XIhKioK9fX1HTq7swUruKM3mE+6Xz2/CNt+3tWmIFmwRp0wHJc9eH6XlSYHdDqaa0nuFqdy/L0V6bOnvsXy935Bc72pTY5MIUPGiL5IztBjz/rtiIlrADxumJ1aFNSHIfK8ZKiTYhEVMRQ3nHgMUqL8d19gMDE/GFip5FIbWHaXh7hfMjLefoGRK2EEvEYgqATr+++/x8KFC7F8+XJ88cUXeO6557Bu3boOG80Ey+v+7FaBYC7E2X/sw0ePfNmOYF163/kYfdLwTnWgS5a/f3UpKDAoRVwfOWUozr5lliiXu+WACAAamxIjwikcmvZu3AeKd9UaVoG+j0mNwvX/nQ+YX8P7j5VApbJDrqAjbBkg1+O8h+MRnjgM/fte32nbvM0QTMyZYIUmuZNqjIUymfZ2HeD8vROBoBAseqMwLi4OFosFs2bNwu7du8XfK1aswKRJk5hgHYKAVAuiv+Xu+G03/li6TQThJMJz4gWTkdy/5S4+SiX7ygRJEv54YR4cN+Mv36aDISnKLsWKD35BRX4VdOFaNNU2oWhvGWxWu3BIpytqzr/zTGz/ZRdK9v0VKHT6JVNE2IRDE/lZbVi8BZUFVYhJiUZMZgRSUpJhL78GqxdpkL1NDpXaBYoscvzpOpx2eSy8Df3Q1eXC35j3dLmhvOlyX3d1dPonn1R4+6f1XEtvQCDgBOtIIBUVFSExMREqlepvMWQLVnCHmD8XJLIyvXj9/9opQKEPbl54eLDNzjbdV259R1xfI5LHhp2/Z0OhlEGhVAKyljE0cdZYNFQ1tpOnC9Pi3k8WdAoi6V2ytRIq+0MAnOKk0e10IDrejkHHzoRMPwdQje60Hl8y+BNzb+RLJbezvvZGB1/yhqLeoaiz1OPMl7HJZXofApIQrK7CyASrq0j5J58/F2KyXn3xzPeHNezOd24QFqdDU0eyrSYbHrvo+T/JlQMuWw52rLWBuLmKbqKRqQGZFkOOGQgK/XBo+vf/3QG19u+JPMn+6pEfkb1hNcIjLNDoPDjhdCtSByowctbHgDzKPwAfoRZ/Yu5NI6WSK/XGF4p6h6LOUo8zb+Yi5+29CDDB6qBvQ3FR8qfOWWv2ghzKD013v38zwqIMXSJYORXVKKyswzcLPkSYVgO1rAEuezH2/OEEZBAkSyS5EbOumo79O/Lb1RuVEIHb3/zLb2rd/kKUNzRBp1ahny4M2ct2oKa0DiUFpajcV4Py/Epo9XaoVE5oDUrM+scZmH1tYN9i9Sfm3ixTUsmVeuMLRb1DUWepx5k3c5Hz9l4EmGAxwWpDwJ8LsbnJghf+8QYsf4ZDICH9R6dj/sMXHhHxQ2Wv3L0PX2/JEnnrl+2BdU8F+sfIoZWXoazAjTCjDHY7QH7ohuhB+Of7t+KTx7/C5uXbxTU2FLD0wrvPwrR5J4g6Pl6/DWv2FbTJLskqxqDsZmicHpTll6Op2oSkjAQUZZeI2FgUo+3MG2fiqicuDujs9yfm3jRUKrlSb3yhqHco6iz1OPNmLnLe3osAEywmWAEhWFQpWYS2/bRLREePSY7CcWdNFHf9HSkdugk8/MNPwtpEEdSJpNn2VmJUhAqTMzchc4QCO9c5UVniht4YhTGnLUClwoU3nv0GHpsT4SYXomVKETj0llevEeKuefMLlOZVwmF1QKFSwGqyYkCdHQkN1agpa0B1iRNutxJEDClR+AeDUY+5d8zB3DvnBGwFkGrzk0qu1BtfKOodijpLPc4CtmBwxUcVAkywmGAFjGB5MxMO3QTu+WopyivqUJxTJt4ypJRqkePhG/sgtd8uwG0ClH0g056F3w8Ary3+HcU5peJyZrlCjhG1QJTZjTveuh66SD1OvukZOGzOP5vkEflGOKuRXF8jLF7FuUBjHeCwt1xArtGpBRkcdtxgPPjlnd6o4lVeqTY/qeRKvfGFot6hqLPU48yrRYAz91oEmGAxweqRBGvhT+uw8vcdaKptbmtf/2o3Tps0rC3mVesXz/74G5Ys/aNd8NC4RhfGuHS4672bsHd9Du588xvYjOQVD7g0cjg0CsRYTQgzWxBdVIVIhwM2iw1VJeFkvhIkjdLIqUNx/2e3B2wBkGrzk0qu1BtfKOodijpLPc4CtmBwxUcVAkywmGBJTrDydxXix49WQgU1ohIixVGiM1KDe5/5DCXNzZB5gLhmDzKrXRgwLgOXPdje8fyON7/G1p0HYG60tFm79BVmXDp2JJIuGo8Vv27Dxl+z4NS2RHm3xOqgtDgQLrPDbvNA5XBgfF4erGYXaivD4HK1kCtK8x++ALOuOSVgk1qqzU8quVJvfKGodyjqLPU4C9iCwRUfVQgwwWKCJSnBoqjr/73iFdTV1MMeY0BFuByKCB1mzz0ervWFyPl5D+QtJ4QiHXP6OMy+dnq7Xnvy3cVYsW2vCNNgtzrE77jCZpx/11lYW10hPtu1eq8gX4YKM0wJehFEVB/WEkzUAw/GFBZAbQaiUsahtqxeHA+OnzEKZ950WkAntFSbn1Rypd74QlHvUNRZ6nEW0EWDKz9qEGCCxQRLUoK1b2se3n/wczTYLdg9yChuE6SUPrwvksLDkLC6FJWF1eKz5P4JuOhfZyMyPqJdr2Vvy8O/F36JKrkLtmYrdBUWJO5vhO3U/jCOTYXWoBWBSquKqgGrC/ZINcKjw2BvaIDKaYMHbowtrIDOnYAL75kn/K6ClaTa/KSSK/XGF4p6h6LOUo+zYK0fLKdnI8AEiwlW0AgWhUlYkbUPdWYLYsP0mDliIKLrnXjvgc9QqrAjv+9f8bGIYGl0Kjx85lTIminslQzRSZEdzqZVH/2Gd+//FKZGs3BQT85MQuFAI9AvChRBHu5GmK2VqGh0w+ZWwOFSwNRoh85mQ0xjI0aVFAOKNNz48m1HvMMwUNNYqs1PKrlSb3yhqHco6iz1OAvUesH1Hl0IMMFighUQgkWWqf3b88VxXd8hfZAyOg33fr2sHdpKhRxPzJmBl697A7nN9W0EiwhS+hAZ4K7DwzPKEWNMhUx/KaBIOWJv0X2GH/zn/7Brzd4/3yKUITw6HLIxSagZGCniW8GxG2VNMtia3JDbnDCbXXDLlVC73Bi9OxvhWhmOP3MgTpr/YFBnsFSbn1Rypd74QlHvUNRZ6nEW1EWEhfVYBJhgMcHyO8HavT4Hnz7+dTtkh198DH51NByG9t2nTYWyzorvPlqBFW4T5BolYhLdUMor0DfSgbtPrGgpoxoJWdiNh5Vf/8NmfPHcDyjaWwK6VsfpoCCjGvEWYMaodKRdMB7Kfmp4bCuxYpUcpfucUGXVQm510MuCSBymxfPPNCMuQY/y0nQU5M0QJC11SAr6DEgK+MSVavOTSq7UG18o6h2KOks9zgK+cLCAowIBJlhMsPxOsL5+cTG2rtrZDtnw4cnIH9red4oyXBTfCL1lB7ThjdBkDMOa4hFoMuUiTrsf0zObEK13tdQjj4Ys4onDeuu1295DzuYDKMktg9vths1sh0Ihh1qnwozLT8LVT16MxqoCOOsew2VXKtDYLIOitiWYKKWYMCeuv82G1MxwfPhMGKD4i1Sdf+ccjJgyNKATWarNTyq5Um98oah3KOos9TgL6KLBlR81CDDBYoLld4L1+dPfYdfqPe2QTc5MRNOMDORX17V87gFMOw+g785N4l+Xy4WpZ+qgNsRh304tPI489B+uxLS5LbGroEiFzHj/Yb313LVvYP/WPBTsKYHH5RYR2CPijMgck46ZV07DTx//DqvZBlPdPuTvbkKjTgcXvTooAxR2F1KMJpw5vwFu2XBsXxdPTK5NxsDx/XHpA3wXob9XM97w/Y3o39fHeAcXb5bGCLQiwASLCZbfCdaabzZi6bs/iXrJB6uhuglpQ/vg+POOgT0zBo1WKxryqpD91veAq1Tkq6lwoa6CIqgDuohExMbTm4NuTDtPgxPPUUOmvwDQTDustz55/Bt8/8pSQaIcNgco6Ls+XIsbXpiP375aD5ejxQJG1+3kbs4RV++QpaslydBviAKz5stQVzMI2Vs17ervOzgF1zx9aUBXC6k2P6nkEpgsO6BD6rDKGe/g4s3SGAEmWJ2MgVBclLqr87JducitrIZcJoN5ZxlkO8qxZ30OKNhUYlqcsC5ljEzDFY9ehA1LtmDRq58BrhI01NKFyy7YzC0ES6YIR2RcGBL6qtFveBSufHQuyouNUKqUiE2Jbtdzezfk4slLX4a5ySpiWoVFhYlwDiOOG4zfvloHpVopQjJQKtiVBbvVjuaGlvhXBqMHY6ZqMO9OOfZuG4qfvnQLyxqVoTTxtDE44/pTA7padBdzXxsnlVwmWBm+dpnP5bivfYaOCzIC3UKALVgdwBeKi1J3dF60Yy+W7MgWaFJgT6e1CtPCmpH7RSEgjwBkLSTH6XZj4HVTcaCmFnt/y0J8Qz7suxtQX+OGwyZuWYbDJoNMLkd4lAFpw1IRGRchLoymRJawy/5zPtTalkuj6yoa8Nw1r4sgojJiTQCKsksRGW9E6b4y8X9YpAEpA+LQWJGFuBQFPC4zjNFWnHK+CRkjk2B3yrFmcX98sbAJzXXN0Og1GDwxEwajAY21TYKgHXfmBEycNbZbk+1IhbuDeXcaI5VcJlhMsLozbr0pK+UY96adnLf3IsAEiwlWGwLdWZD+u/Q35FXXoaqoBrVlZYDHgajCGkTmViEpTQ6HKx3VZVZUWC1onpQEd7gGLpcbbpcL/baVwlneBH2YFhWFLXcPyhUKcdQnl9PbgP2gUP7lGzVj/ok44ZxJbe3++NGvsHfjPvE/vUlYUVAliFh5fiUaqlreXIxNiUBjVTGi4uSgu3f0YTbMuaIBk09Pxh+r4/DDWwkiX+vF0jWldYdZy27733WITuw4Fpcvy0R3MPdFXmsZqeQywWKC1Z1x601ZKce4N+3kvL0XASZYTLD8RrByy6qxf1se4CaS5EFMTQOwqgRpgxWoLNHCbFKgVi9D8+Q+gFwGfbgO8uJGxBU0w13ZBJVKJS5sJpJD38X1iUFNWT1SMhNFNPbW1HJ0N6Ndz237eRfqKxrQVGfChsVbxHEkJbqf0GF3QBemRd6O3fC4XcJPi5zcj5ulxm1vP4OX//kDKnNr2uqzWeyoyK8U8bsOThfffy4GTxzg19VAqk1AKrlMsJhg+XUC/U1lUo7xYOnIcno2AkywmGD5hWDREeHX63egIKsIcDeJOvtXVkB7oApR8TbhQK7UKlEwNA22aIPwgdK6APW6YkTKlYgK18LaaENjTTPojcOYpChRR8HuEhEotPVIkD47+eITcOIFk4/Ycw1VjXjmqtcO+87UYMKB7QfgVLlg06nhlsuhitHhjg9uR+EX65C/paStDDnL0/U8KYfEwbrikYuQMSrNrzNaqk1AKrlMsJhg+XUCMcEKFpwsxwcEmGAxwfILwaJKvtu4C++9vhiWxjpoKuoRXVGHiCgrFjxbh9fuT0TJATnyB/eBNTZMWJAMDXao91QjUaVFfJ9I6PV6FOeUIjE9vs3RPDY5GtWlf4Z2EEd90cJJ3hjT4tN1pLT2uz/w6xfrhPWK/K9OuvA4fPvyEmz7JQvWWC08f/pqudIjgKn9EOmRw1FrQYzFg341LW8dEsGrKftLLrXpxpeu9GGK/X0RqYiOVHKZYDHB8vsk6oFreLB0ZDk9GwEmWD1wckq1+flD7v2nP46czfsBj034YUXEOPDopzIs/JcW2ZtdcMjlqEmNg9OoQbjNDX1eA9LSE6DQygXBonTOrbPhsDsRERuOQRMy0VTbLC5rVqgU4i3ErqTS/eWwW+zi0mhKHz78Jf7vlSVojNGQoxVcEVqYxsTDHaaG1uyEXqYQlrJpffvivCljxIXSm5dvR11lgyBpY6YNF87v/k7+wNyXNkkllwkWEyxfxqsvZaQc4760l8v0PgSYYDHBakOguwuSpcmCxy9+EU67UzibK1UuaDX5mDxLjbVLHNi/0wWLyQOXSy3eEoyKj4AxNhz1lQ2wmCzQ6DQYOXUo/vnuTT7PtKriGnz86JcgJ3VKEbFGXHTvOcIH6/bTHsWekS3R5CkeliNaC49GAXW9DQqHG8n9EzHrxDG4ZsoEn+V7W7C7mHsrrzW/VHKZYDHB8nXMeltOyjHubVs5f+9EgAkWEyy/ESyryYr7z3hSvL1H1iNKWr0dkTEOWM0eVJW4YbPKoFJrhDWIwh/QaR35VxHBMhjDEJUQgdve+Aei//TB8nba/fDaMmz8cWu7YqNOHIbzbj8DO37NwjNfrkSxzCGsYo5onXC2V9e2xNCicBAzJ4/Acboo0SaynhExC2SSahOQSi4TLCZYgZxPB9ct5RgPlo4sp2cjwASLCZbfCBZVdMeJD6Iou73DeEKaEcZoNfZtq4LV7BRkxhhjRHzfGJDFqf+odJjN5rYjwnn3noMhxwz0aeZ8+NAXLUeUByUK2XD1k5e0fbJmTx5evOd9VDlsMMfrxeXO1Ca9UY8h1W7EmFoivRtjwnHds5e3BSr1qUGdFJJqE5BKLhMsJliBmEdHqlPKMR4sHVlOz0aACRYTLL8SrKcuX4i8nQUiYrpCqWghL3KZcFyvLq5BZVGNIDODJw2A0+FCSU4Z0oentiNYlz90ATLH9PNp5nz3ylJsWratXdkRJwzB+Xed2e6zT5/8Bsve/Rm1YXJYI9QIizAgygYkK9v7Wc26ejqOnTPep7Z0pZBUm4BUcplgMcHqyrzwRx4px7g/2s91HP0IMMFiguVXgvXa7e+hdF+5qJPiSdFbgfQ2Hx0JGow6EZFdb9Shz8BkkYeO4OiewFYLFsW+uuXVa3yeWeQM/+HDX6CxpiVUBMXTovhVh8a0Ij+xr19cjJxN+2EymTBu2mhkrdkrSN/Bid5AnDbvBJ/b01lBqTYBqeQywWKC1dmc8Nf3Uo5xf+nA9RzdCDDBYoLlV4K1edEb+PbVLSKS54Esh3Bqp4jsZMki09WI4wdj4uyx0Bo0SM5IEG/5kc9Uzs5c9BuYjtHThsNgbHmb0NfkdntQuKdYvC1IRK71bsGO6mtdiF+/432U5LZcr9Oa5t4xRzjeBypJtQlIJZcJFhOsQM2lQ+uVcowHS0eW07MRYILFBMt/BMv8GTy2n1FR5MaPH9iw5AM7INNCJlcLGWnD+mDaRcfjtKumHYa6lIthq+wDOwqw6PXlwi+M0rhTRuGsm08L6AyWSm+p5DLBYoIV0Al1UOVSjvFg6chyejYCTLCYYPmNYHka/g24K0V9L9xmxuafHbDb1IJkUYpJjsLcO88QJKsnPW0euhDTkaVaoxJxtwKdpNoEpJLLBIsJVqDnVGv9Uo7xYOnIcno2AkywmGAFhGA9dZ0JhTluVJcp2wgWXZT80Dd3ISE9rkcTrGBOWak2AankMsFighWs+SXlGA+WjiynZyPABIsJlt8IFsyfw2P7SdT3/hPN2POHAzWVUWiuh7hwmYhVxog0TJt3PMZOH9kOeSkXw1CUHYo6hyq5477u2Zswt673IhBUgmWz2RAXF4eZM2cKRAcNGoRHHnmkQ3Sfeuop3H333ZKgH4qLkj90Xr/n//DjjkJkZzegIc8DxaZGeA7UwBgd1hZ6QaGU475Pb4NKo/IfuevGKPGH3r6Kl0q2VHJDleRIqTf3ta+zk8sxAt1DIKgEa+/evXjggQfwySefQKlUdtpyJlidQuR1Brrjb/Eby5G3s1D4GA09ZiCmXzpV1PN3C7HD5YbT7YZO1XG/NVqsuOerZeKSZIp5RUle0QzD8gPwuDyI6xuD8KgwcbffDS9egaR+CZISrJ2/7wE5tldX1lUKPgAAIABJREFUV2PclNEYfdJwr/HsbgGpNj+p5HY2zrqLZ2flQ1HvUNRZ6nHW2Tjk70MDgaASrEWLFmHevHloamrChAkTQATqpJNOYgvWIQgEckH8/tWl+GNp+0CcZ1x/KiaeNqZDgvXO6k3YlN8Snb1vTCQunjQaqdEtd/odnF5/8Vt8mXdAxL+ieFIanRruymYYlu2DzOEWxErUMaQP7vtkAaISIyUjWFtX7RRxsCi1xuCafe0pOOb0cUGd+YHs679TRCq5Um98oah3KOos9TgL6iLCwnosAkElWKtWrcKWLVtw00034fPPP8cTTzwBsmrJZDKsXr0aa9asOQyouXPn9ljwjsaGffrgt6gtq2/X9MGTM3Hy/MPf7KNMG4vKsTS7oF3+zNhIzBs9qN1nORsO4JtP1iA7TQeX0w2b2Q6FQg63243o73PFZcoafUu4hkHH9MfVL8yTFL6lr/+M/Vva65U6NBlzFsyQtF0snBFgBPyHQEZG8F8q8F/ruaajHYGgEiy7nTZdhfhxuVzimLCoqAh9+vQ5Io58ROj/4fXabe+hdH9LpPXWNOqUkTjt2unI25OLnT9m48COQqjUSgw/fjAaR8Xjt5y8dvkj9To8fk57IrLyo9/w6/+txY5kJZo1MtitDrjIilVnRfqeRhGxna7MoXrPvOk0UIT0g1Own7I/evRLZG/cJ5rQasGiK3uuevxi/4P+NzUGW+/Wpkgll+Sz7KAOMcY7uHCzNEagDYGgEqwHH3wQVVVVePXVV7F27Vpceuml2L+//cW8B/cNEyz/j9Rfv1iHlR/+KioWEc9r66GaOQjajBg07i1F0p5GaB2eNsHR545CrsLeriEpUUbcN7v90e6abzdi6Ts/wSUHKsPksCtliNJrcUzfPti9Nrtd+fkPX4j+o9MlJVi/fbkeKz74pR3Bmjp3MqZfOsX/oDPBkrSvpSTyPUE2E9qgTmkWxghIQ7DKysowffp0Ybmin4ceeginn356h93BBCswI3XbT7tQlF2CnWWV2K9yQJ0WDbvNgfysQsQ1uXHh4N1ISq2FzmCDwxiPj4rGwuZSA/JIwGPD+WNjceKQ0YAita2B9ZUNoKtm6K7B1nTyxSfgmNPHY8WHv6J0Xxk0Og1GTBkiIqQfmqTYBJa/9zNyNh9AfX0Dxk4dCbrYOdhJCr1JR6nksuzgH1lxXwd7VrM8RqAFgaBasFpBLy8vR2JiYqd9wASrU4i6leGNXzfit63ZqCioEncFmhrNyIxvwv0nb4Zc4UZSn1po9IDJE4XNeXGw2V0YkpGIftEulBxwoaF5FgyxE5A+rIVoNdebkP3HPnE8mJAWh4yRaV1uH28CXYbKLxkZb7/A6FUlUmEuldxQJtNeDQzO3GsRkIRgdRVNJlhdRcq3fB+v34YPvvoVTrtTVGA12zCmTxGuG78H4REuxCbVQ6tz4+MXEpG7na678SAyTo2YFCP273ACsjBAmYFBEzNxyf3n+daIP0vxJtAt+LwuzHh7DVm3C0iFuVRymWB1e8hwBUc5AkywOujAUFiUFm3Zjcc/WSoQULo9gMWJ02P34NyTKxGdBBiNZdiwXIsfP4kWeUyNMtRXq1Bfo0RcigzRiWoo1RSuwYOrHp2G9DG+k6xQwPtIQ00qvaWSG8qbrlSYSyU3lPv6KOcF3Hw/IcAEK0QJ1paCUrz1+x/I3noANrcbNqsdETurkVpZibRBDsy7Q4cBQ3Zg0ft6bFwVAbsNyNujhtslg7lJDoXKDaVKhvg+SsT3kePCBToMmzIH0J3p09DkTcAn2HwuxHj7DJ3PBaXCXCq5TLB8HipcsJcgwAQrRAnWu6s344/8YhF1vXRfufCbUleZkbanEakDDLBbm2CMsmG/1Y3KsCjIdDI4Suww7KmGtcYFhbLlTUODUY6oODkeeD8MKQP6QmZ8wKepwZuAT7D5XIjx9hk6nwtKhblUcplg+TxUuGAvQYAJVogSLHJw315UJrTP31WEmtJaKKrMiFldAo/HA12YDn1OyMS2BMBqskIud8Pp9EBVbkb0mkI4XUSwPDCEy5E6UIFnfzACikTIjA/5NDV4E/AJNp8LMd4+Q+dzQakwl0ouEyyfhwoX7CUIMMEKUYK1dFcOvt+2R2ifu+UATJuLoMmtg7rKIgiWUqVEwpnDUZigJh4FlcYJS5MZTgeQvGQv4KIjQg8iYpWIiJZj/n06DJ48HTL9RT5NDd4EfILN50KMt8/Q+VxQKsylkssEy+ehwgV7CQJMsEKUYJHan23cgdXbcrD3u63wrC+EosEGGWSCYNFF0NGnDkF5ukEEJA2L1EOuMqOx0Yq4n/NgaHKhucEFmcyF6AQl4vpEYsaV83DCucf4NDV4E/AJNp8LMd4+Q+dzQakwl0ouEyyfhwoX7CUIMMEKYYK17odNWPLmSuxZn4um2iYyVIn7A0WSydD3hAHYnaEXlze7wlRw6FVQOT2IkikRl9cIRU4NPBqlIF8GtRoZg1Jw00tX+TQ1eBPwCTafCzHePkPnc0GpMJdKLhMsn4cKF+wlCDDBCmGC9ebdH6JwT4n4qSioFJYquVwOpUqBsCgDLv/PBfjs819QrvGgMi2s5VjQ5IBGq0ZYhRmKA3WQWxwiSKlMpcDIcZl47NM7fJoavAn4BJvPhRhvn6HzuaBUmEsllwmWz0OFC/YSBJhghTDBeuWWd1CeX4mmumYUZ5eKQKNqIk+RBvQb0ReDJvQHWblKimtQcEJSG1JEwtTNdhh+LYTcI4xdIiUMS8F7q5/0aWrwJuATbD4XYrx9hs7nglJhLpVcJlg+DxUu2EsQYIIVwgTru1eWYtOybQKBptpm1FXVo8+AZDRUNSIqIVJ8vnfjPjTWNKPmjP7waBR/oiWD3OaE8bciyMyOFoKlUUKXYMQzKx/AwJQEr6cHbwJeQ9atAox3t+DzqbBUmEsllwmWT8OEC/UiBJhghTDBspps+P7Vpdi3NU+8NRg/IBqxsbHYsGRLGyr0hmFtWT2smVEwjf2LOGnKm6HbWgmZ3QWPcNuSwaNTIvL6ybjy3BNx+qjBXk0T3gS8gqvbmRnvbkPodQVSYS6VXCZYXg8RLtDLEGCCFcIE61DVv33zK2QtXw5zQw0iYxUwxiXi568saKhuglLpglMmg02jgcLpgsblhNUBeMgpXpiwWs4KLecMQd+ByfjsPu+c3XkTCO7KwngHF28pyQb3dfD7miUyAsLs4KF38nto6k2XPbtdbshb39DrBG8pFsTd63LwwQNPAu5m2Mx2OOyAxy1D8QEd7DYPlEo3ADfsNpngUxodYGn2wK2Uw6OSAwo53DolbCf2gyE5AoufvgVqZeuRYucDTAqdW1sVirJDUWcpSY6UsrmvO19/OAcjEAgEmGB10YKVs2k/zE0W4ZuUNrRPl/sib2cBlr7zE8oOVEBr0GLCzDE45bKpf1teigVx2Xs/4ddP3kCNRo9CTQSaawGZzYUIpxvqA2bYLRTN3QmHQwatjqxVgKlBBrdWCUeUpkUfmQyO6f0Rrdfhh4W3dxkjKTefUJUtxRgLZUIr5TjjvvZqKeLMjIDfEGCC1SnB8uDDh95B9h8UxsANhVKBY84Yj9nXTO9SJyy85W1U5Fe1y0vhDzLH9uuwvBQL4soPf8GyN1/Gtri+cG+ph9vV0jy5zQ2NwwOl043YRBsuu6sRtVVy2CwqrFvZB4V7mtGsBFw6JewDoqHrH4eTU1Lwr/9c0iV8eNM9gIyMDK+w8kdmKcYY9zX3tT/GblfrkHKMd7WNnK93I8AE69D+9VjhsS5BXXUWoo2NMNXn4/3HLcjepkZjnQFOpxEJ6XF4bNG90OjVovTO3/dg/aLNItxBTFIUppx3LOLTYrH4jZXCiVwulyE8JgzRiVEi/2lXnYzJZ07oUQSLLG1PXPMv7NfFQJbfBLdLBpnZKX4oFIPc5RHxrnRhSiiUcihUGujCtLj26cuwaeU2lBVWQ2XUYeSY/jjl8hMRGWf0auZIuRiGouxQ1FlKK5KUsrmvvVqKODMj4DcEQo5glewrx5pvNqK2vB7G6DBMnDUWmWPS2wD1NL8MOHbBYq6DTlWEDSvU+L9Xo4Q/EqXSghhExKjx31V3ISK+n3AAf+LiF2BptoK82Yh0xKZEI3VwCrLW7AUdLba6uSVnJiI8Kgxn3XQaxs0Y1aMIFjXmy/+eh3dWxMGdb4HbA7jL7YDLI8gVBRklP3aKgSVXKqBSKwTBvOCus3Du7ad3e0DyJtBtCL2qgPH2Ci6/ZJYKc6nkSkkqpZbtlwHDlRz1CIQcwXrumtdRV9HQ1nFFcSoMPHM0bCYbYqxOjNd8jX7DlIiMrYZWVY4lH+nx8zcGNDcoYbMALqcckbFuvLg8DlCk4ecfxuL1O79sNxBSMpMQERsOl8uNysJq1FXUi++jk6LQf2QabnjpShiM+p5FsJx7sXXxP/HfN+NRtZvuGATcVTbInB4I/3YALocLMiJYCrn4PiY5CsefPRH/eObybk8E3gS6DaFXFTDeXsHll8xSYS6VXKlJjpR6+2XAcCVHPQIhRbAqCqqw8OZ32jotP1qOsqZm6KwuWJqs8ERr0V9bg7CieoyY7EBy3zrUViqxZokBpfkKyGVueDxyaPQy3Py0AcfMVOPNh2Kx8vOKtjo9dBxo1CNjVDpsZpv4nI4OG6ubEJsag8HjByC+rw6p/csxcrISMnkUoJkCyOPa6pBkYXDsxIvXPY7SAy7kVWtgrvfAUe+EyqOAQqGAw+6Ey9nimEUWOTr2NEToRWDSF9Y8CllrOHcfp4QkOv/Z1lCUHYo6h+qGz33t46LExRiBbiIQUgSrqqgGL934VhtkW2GCLatcHO0ReaCAme5EPfTljTBaTFCqPHC7PHA6VZDJ6YjQDRnkiO8jw5ipKlz5bx0+fCYcyz4yoSrdgKY+4XArZYiUKTF34kgULN0l7vcr3F0EU6MFMplc+C/1HWCGzgCcerEGx81WAfJ4yCIekZRgmepKcOdVD8JkMFDsDkRYLAhvskOuGYKq4hrxY7c6YLdS/AYIPOjOwswx/XDlY/MwcurQbg1F3gS6BZ/XhRlvryHrdgGpMJdKbqgS2m4PFK6g1yAQUgSLeu2VW99FeV6l6MAtVZWwVTSKoy8XxXKSy+AyamAdFA1Dbg2i91VCqVbDodXAYNAgJpwuOjZBZ5Ahpb8C/3hEj2Wfp+K75TLsilO0XHoslwkfrLFjMjFDHomNP27FrtW7YTXZhZ+WSu1EQkq9sP6kDlTgmv/oRFtk4f8ElP3F38FaEOmolHzGtAYNVu7IwWP/+1KEYhCMUybH4AoXzj7jZGgNamxavh1bVuwQx51krVKoyLIlR/9R6Tjrllk49ozx3ZoUwdL5SI0MRdmhqHMw51ZPGmfc191amrgwI+AzAiFHsOorG8UFxkQUlv+0FYW5paCDLxEsk2xUehUsw2JBXt7Ra0vQPDEFnnC18D1KUcgwpDhLRC2n48FZl4fD6rkOdz23HlvNDRQaCkatBikZCVBpVHj+wtnYtGiLiINVur9C3Pen1jgRl9RCsJL7KXD9460E605AOSAoBIvI0tK3V8FmsQt5k2aPw77+eiz/aQtsppbPKEXVOdG/zAa1Tg1TgxnFOaXiePDg48CMEWm44rGLMGhCps+DMFQ3Pin15k23W8PVp8JSYS6VXCnHt9SyfRogXKjXIRByBOvgHrzr5IewdVMuXAYl3Bol4HbDkRwOW3rLRcfqWitccXpoDGqo1Cqo7W4k5jViYLQCp1wyEhNmz8DSrDK8v2YDimqbKWoUVGTViY+BXqPCSxedgb0bc/Hxo18Jx3pyeCdXpeS0OoRFajBphgqz52sAmRayiKcBWUvAzkAviI9d9DzoHsKDk2zWIBTKrbA22P48CnTAnV2FsDXFglBFJUagqYZ0JJjc4khVF64Tb0Sefcusbk+MQOv8dw0MRdmhqHMw5lZPHGfc191enrgCRsAnBEKGYNWV16M8v1Jcatx/ZATkCjeuGfUEKGyDXSWHLdkAV6QWtn4t5EpOlhy5DPIIHcIi9YgON8C2eA8i1WqkJcSIPOOnJ+CPhDJUNbuRU6WGw02+WnokRoTj/AkjMHf8CJHvu1eWYsPizSg7UAmHzYnMUdEYfYILp1+pgUIVA5n2ZEA5pK0DA7kgNlQ34pkrXz1ssETPHIrtShP0+pa3G/dtyYNuRyU0WX8FSU3OTBBhJijEhFqrxnFzJiAi3rt4Vx2N0kDq3NnMCEXZoagzE6zOZoL/vw/VceZ/JLnGoxGBXk+w6HqbHb9kYfGbK4WTOpz5iIoz48p/63HnHLN4S9BmdqJxZCzM/SKEtUZpd8GwvQLmQTFAnAF6ow6yvDrIsiqhdXgQpdYgdVAy1Ko81J2Vgrp6O5wuD5pdaphMBpw8cgxG1ytwYHsBZAoZzI1W7F63F5Ymi7guh3y0bnzxCqQP73vEMRPIRYkc1R85/9nD5F547zlYWlmASrsLTpsT5Sv3Inx7JWrL6tryJmXEY8b8k7ocxd6bCRFInTtrRyjKDkWdmWB1NhP8/32ojjP/I8k1Ho0I9CqC1VjThL0bcoVvUXh0OH5btRX7ckpQva0IKo8MKRkKKOQtDu4nz9Vg7Y8ObPvdA5dLI47FHA4nDNE6KEFvDgKWvhFoHJsAl9MNXbkJyr3VCLe64TI7oA3TwhDWCN0lcahVa0WdKrUbbrcCg2sbUZath10Vg6aiJtRtyIfH0xKokxI5ldN9hs///oi4eufQFOhF6ce3V2Htd3+0iU0floqrnri47Why//Z8PH/tGzA1WFBfWQ+H3SXCMkyeMw4L3rhOtN/fKdA6/117Q1F2KOrMBMvfs7bz+kJ1nHWODOcIBQR6DcGio69XF7wLc6NF9NveA6WoTdLBNTAGip/yoDM70T/ZAWPkn47dM9Qi1MIbDzixaz3gcTvgcduhVAIKlQvhUQo01hlhHJCASrMZUcYwNGeVwNpoFQFEKURBRLQLukwPlNPjYNLqoNa5McxQic0bY1Bgi4DLJYPDDmj218PwR2nbeJLJAY1eg1Pnn4QbX7wyaATLY/4IsG8EPHYUHUhFXcMU6CNSMGBcy114tBhayhz47KlvUZxTBoob1koIwyINmDR7zBHb64+JEqoLsVR6SyU3VEmOlHpzX/tjheI6GAHvEeg1BIveDFwijgEBq8OJ7blFsHvcsByfCu3WcigabOgf5URikkPkmXmJBpNnqZGzMxHvPCIDnDlw2D0ozXfBbnUhKc0FtycBMSnpKM4tR0pmorCOmRpMwhBFvlz6cBmS0xqRPhUoyuiDBrcWDSYNCsrDIau0iRhYHo8M+m0V0ObUQtZqwgKgN+qRNjQVNy+8SsSSOjgFZEG0/Q5BsA5OqlGQhd3Q9gnJXf/ZNuxZnyuuACrJKRU60BuP/Uakinz3fHALDJEdR6H3fgi2lAiIzl1sTCjKDkWdQ3WccV93cSHgbIyAnxHoNQTrl8/XYtXHvwl4mq027MgtFm+7NZ/QF/JaC7TZNTA22DBkBDB0QgvBytnmRHH+aGxcXoLw8OI2aJsbnJh1aQMKcofDZBmEfsPT8PvXG1CwuwjN9WYRLFQXphEO62qNG6aT4iFLV8MY5YDFpcaBugjIam1QmByQWVzCeqUqN4kAni1JJvy66L7CC+8+C8edNTHwBMv8GTy2n9vk1JS7AZkRsYP/8seihfiXtzcgb2ch6KWA0gMtEerpGHPwxJYYXfd+skDEzvJ34k3A34j+fX2Md3DxlpLccV8Hv69ZIiMgdnpP603EPRCPp556CnfffXeXWrZ7XQ4+feJrkZcsWFuzC2DXKWEeFd9WfuDWOkybMw5nXNsPr96+FG63Fm63Evu35yEqphmxyS0XOsf3UeDK/wD6uAchU7fEd6KLm9/992eoLKqBtbnlGJL4EsW7qj61H9x6N5L61qOuXosiix6yJgeUFAm92Qn95kMIlkwmyqm1KvQdnIKrHr+4XST07iyI+7bmYefve2A125CUHo8TLzyupa2WbwHrj6gud+PlVxSoqvBA7wDS+0zAhfecjbg+McKKtHdVHpa//wtKcstALwiQjlq9GgPG9sOIKUNxyb/P61J/eJupOzp7K+vQ/KEoOxR1lpLkSCmb+7q7KwSXZwR8Q0ASgmUymaDT6SCXtwT37Ch5Q7CoDnLe3rx8u3Byzy6rQlmaATZdixO5saAJA51qWMcmQpcZh5I9JYg1uZHU6BYR1q3NZRg31YLoeBkmz1ZDHt4fMan3tDWNfLv+e8VC4QxfXVIrCAz5JV337OX4OG8fyhqb0FRbjYbqBjR55HBYPZA3OyBzuRGxPA+KZrtwFKerd8jbXa5QQKVRwhgdjmNOH4ebX7m6TZavC2LZgQrhh3ZwGjllKObeOQdwFaKp6knc8mY0CiuVLVlkGvSrVWD2pOE4++ZZgmAlJyTj3tlPoDi7FG6XW1ivwqINGDV1GG56+cpO+8y3YchHhL7i5ms5X8eYr/IOLsey/YFi1+tgvLuOFedkBPyJQFAJVnV1NebNmwelUomCggLcddddmD9/vt8IVmtF9Nbf3g05ePFfH6Kiqh4KmwvhShWsJ/RFY6wWYVGGtvADdB1MtNkt3oy776MLAHctIA/HgQIXMjIysOHrZ1BdvA+GcBkiEjKxZ1sammrNiE6MxPHnTEJSRgJ+z8nHpxvWoiArF1aTB0q3C8aVBWgoc0Nhd4no5+R+Rb9bDYZKpRwqjRoavRrxqbGYev5kWExWJKbHI/2YFAwc1BLV3Zu05tuN+ObFJWisbRLkiCKwx/eNxX++uktUsyprE1749FeYGmyQyRSATAmtAzgnMglXPT6vzQ/qpRvfRFVhDZ1ktqXRJw3Hubed7k1zvMrLm4BXcHU7M+PdbQi9rkAqzKWSSwCFqmyvBwcX6JUIBJVgPfnkk2hqasJjjz2G8vJyJCUlgaxZrcEtD0XYWwvWoeWL9pZi4S1viWMujU6NP/qqEJkWA6VaCbL2UEppcCOt1iUczS9/6IK2KoTD94efYc/6XXA6yPHdAX2YC1PO6YfEwdeK47LWRBHaN6z5ED8uyoG1yYN4txnuZhf27/JAozfCZrbB6XDCYbf/acEC5MRv6E4/hYr+QJ+ByYhJjhJVRiSFYci4QaCwE5HxkTj2jHGIjI84bADS1TUbl2xF9qZ9MDeYYbM4kLN5vzh6bE3h0WF4O+sF8e/9T36Cn/fnw2l3Qq6QQ6PTQC2X4+q+mRg6eRByduUic3B/7Fy9Rzj0H5ymXXQ8Trro+IBNglBdiKXSWyq5obzpSoW5VHJDua8DtlByxUcVAkElWFdffTWmT5+OCy+8UFhy6Ihw//79wlJ0pNRdgkV11pTWImfzAUEqPq8tgVvXcjxWWVSNxuom9GlwY0pSMmZdM11Ye1pT1vbd+OxfL8HjboS50SxIGqUJJyuxZ8d4/OujW4WjOgUTffffn4ojOArKWVXiQWK6XFz8nLfbBZfzz2NQGRmEyFImg8PmgctJvMoDt0cBjVYDtU6FiDgjEtLikLtlPwaO++tuv6iECBxz+nhYTVbE9okBHfuRg/0zV70iQimU7isXbaNLq8kKRv5dRCgpGSIMeDvreWz7aRdef28pciJloh7Cn47/ErQ6TFdEoDy/CmazWZBdCoRKbw+2BhlNH56Ki+8/D1q9/+NfteLNm0Bw1w3GO7h4S0k2uK+D39cskREgBIJKsM4//3zQz3nntThKJyQkYMOGDUhPT8fq1auxZs2aw3pl7ty5fuupH7Pz8UdRi+WqNV02bgjSow6/7qW5zoSP73kRMndju3v7hh+rxJ6dw3DWHTMR1zcGP3+wBvs250Mhq4FSVo1GOmGUAw21TtRXymE1twRnUCgBtQaISZLBZgEsTW4Yo12wOWJgtzhFc+RKBeL6RqM0uwIJGXHCR4usbaU55eL/VsvUsCkDkTm+H757bhlqSura7ggkEtlKBCmUAuUnItV/hBJ2cx3scQpsTxqAWrcGMqcbBqsb/zh1PDYt/PUwjM+9Z7Z4U5IsXeExYX7rA66IEWAEGIFgIdDRw3uw5LOc0EYgqATr4YcfhtFoxIIFC+ByuRAVFYX6+voOHaf9YcE6tHtX7dmHgpp6qJVKjEpNwoiUhCOOAHrq++7xT1BduAvmJmtbnszRySgv6StiWBXsLhbWI3J4T0iPhSWhEWVGJVBhhbqgHqZCwGN1ibJKpQfpQ1xI7qfBqONV0BmaoVK58O17I0U9Io9K3DeN5nor9OE68RlZyciCRtHWKTgpJZlchsv/cwHee+AzYcGqr2wQn5PvGV0mTf5k/Uakie806kpExrphcnqwpX8GIuPdsFgjYLcrEaNU48Xr5uL1298T5VstWPQ31Z85tn18rkBOFX7KDiS6h9fNeAcXb5ImFeZSyZVSZ6llB390scSeiEBQCdb333+PhQsXYvny5fjiiy/w3HPPYd26dR3iEgiC1dVOoEVJZlLip4+/xa7ft4ro5xFxkXB5UoVVyWlvIU41JbWoLq2FIlqLymkxIlipurARin31cNk8UFfZoFK7oFS5MXC0C1PneHDqpQmoq47Fh0+7UV0RgabaZkRG7RPHmBXFKtRXeyCT6YQTOpEmjV6F/qPS2zX97g9uxks3vAny/yrd33JEqNaoEJ0UBUOkAcmZieL4Uq/bLyxqNXoDsuIToNV5oNJoYDHrEZcag/9eNgf/u+Z/wgn/YIJ1+5vXg44mg5V4EwgW0i1yGO/g4i0l5tzXwe9rlsgIEAJBJVgWiwWzZs3C7t27QX+vWLECkyZN6rEEq9W87LA5sHHpVjRUNcEYEwY6PlzzbctdfnQEV7a/ApVqO+onxMLlBnRmG2Q/lwJWF5RWB1RKt7AipQ/RYP5D4eg/bAJguAablm3DrtV7ERufjQlTtmPvViNWfu5AU70LjbVqOF1GceSXkBYDXViLRYtSQno8bnrWW7OQAAAZPklEQVTpShTuLcHGJVuQvWm/cHInUjVk0gBMm3eCyPe/f36Eop1LRViIUhiQlZAEhYIIlhoaQ7iwij127qnIX5uLnz9djfLiSsQmxmDKecceFvw00NOFN4FAI9y+fsY7uHgzwQodvIOvKUvsqQgElWC1glBUVITExESoVH+97XYkgKS2YHV0fr/u+01Y8taqdk12JJiwPVIOuxWQlZkhW1sB2JzQuVwID3eh7/FhcM/siya3EkqZEqNij8cpmRloqmmCs/k3JCT9geoyNz5/ge46dLW8XagaLgKAjpgyGJuWbhPxuhL7xWPG/JMEOeos0YXOP77xDuBpREE+kDsmA+oIOZRqA3mFYUi/ZCxccFFbNdm7szFo6KDOqg3I97zhBwTWDitlvIOLNxOs0ME7+JqyxJ6KgCQEq6tg9FSC1Vxvwht3ftjm+0T6TLs4FS9u3IMmswyy7AbI8pugdHuQGq5AQh8zsuoMsE5Jgd3mFhYluz0MsauLEe1RIildAbhKMedqLYpy3Nj0sxUKpQ7h8eNxxnWnYMgxA48I2b4te1FdUgmdMQbDJg8WF1AfmrJWb0fRzh+x4tNcmLRaNKYkwKHUQ+vwYObowbh4wRltRXjT7erI9F8+qTCXSq6URCNUZXNf+2++ck2MgDcIMMHqAK3OFiWKi5Wzab+Ij5WQFiuup/nyxc9QUWuBy+mBnI4K5Wok94uCXFmOnbUGeE5KhtPpgtOugMMhR+zuWoSVNCNtSBK02mIkpTlx/eN61FWbodBfgIiU9oE9bQ4nlmXloqyhCaWLF6Fp8wEY1HSnoArx6UNxw0t3itALR0rv3PeJuGPw4HTiBZNx8sVTmGAdONBhqBBvJpMveTsbZ77U2ZUyUskNVZIjpd7c112ZEZyHEfA/AkywfCRYBxfbvy1fvNFHiZzOy2obYWuyQJkSgchwPcLcLuwPA9xDY2AxOeB2yUWk9fgd1TBUWYTvVHiUAcZoJ+763wwUlrjQt9/kw1q28Kd12F1aCTjrUPjM7yKeVoTFAq3ag+hEDa568u52AVCpAgpyum9rPvbvyMfab/8QoR8oUayr6ZdOwaZl21FdXCMc41PHJGH2JTP8P8q6UCNvAl0AyY9ZGG8/gtnFqqTCXCq5UpJKqWV3cUhwtl6OABMsPxCsDYs3Y9EbK0RNdSYLiusb4Gq2wTAypYXMJESi1mxFeZgMpgazOCJU1NmQtK5UWJz6DukDXZgW/UenY/7DFx7xDS+Lw4E7Pl8i6rPVF6Pwuc3ib73dBo2DIrMDt715JybNntCmUW1ZPd665yM01ZnEZ/RGIkWFHzl1iAgz8cI/3kBNWV1bfnqL8J73bhV+X8FOvAkEF3HGO7h4S7nhc18Hv69ZIiNACDDB6iLBsjqcqDGZEaZRI0KnbVdq+y9Z+PK5H8RnZfVNqDaZxDU4SbdOFdfgGFQqxC/NR4GlGQWlNTBVNMBQYYHMTSEYNBg8MRMxydE459ZZgmwdaUE02x248/9aCJaprgwlr2+BzOJsI1gUJ/6O9+7GpNPGtLXt50/X4KdPV7drKznJ3/jiFcJ/7NmrX2v3HRGsyx+4UESKD3biTSC4iDPewcWbCVbo4B18TVliT0WACVYXCNbK3fvw9ZastpzHD0jHvEmj2v6nMA6vLngX1SW1qGhsRmVTMwxjUhFxYst1N/HGMCw4Zjy2/ZyFz5/+VpAvCiTaEKGCQyNDv8RYpBgMIo7V4IkDEDso4og+Qc8s+x1ZB0rRUNOA2s37ocytQ0RNE5RwIyohEo8ufkIc/bUmsqptWLylnYZ0N+E/37tRWLWevvzlwwjWVY9cgqHHHtmpPpCDmDf8QKJ7eN2Md3DxZoIVOngHX1OW2FMRYILVCcFyuNy47bNFcLfeQfNn/jtPPQEZcX+RGXJ2z1qbjZKKWnx34ABUaS0XN1M6c/RQnDp8gLi8+b9XvCJiZ+0qq4SJju6abFBChvDUaAxKiRf5j583AadeePJhLVv2zTq8t2g1zCoZmssboCuoxyCjGnpjGDJGD8EVj1zYrsy6HzZhyZvtw0lkjEzDFY+25Pvgof9D7uYDf5VRenD/x3e03WMYzEHLG34w0eZAo8FFu0WaVGNcKrlS6iy1bCnGF8vseQgwweqEYFU2mfCf71YeluvK48cjxa3EL5+vQVVxLcIi9Bg/c7Q4XiMLVlZJJRwuF/pERWBocgtxomjpD5//DErzK7G/tr7lsxozFB5AadSi/+BUGHUa9BufiisfuPgwma/c+g7K8yrF5+RP1VjdiIxR6SIo6MTTxogrdA5NHz/6FfZu3Cc+jkmKwtm3nIa0P2Noud1uUKwsutSZLoWOygjH2GNHSzJKeRMILuyMd3DxlnLD574Ofl+zREaAEGCC1QnBstgduONP36eDs946/TiseOw7cd9fu89fu7bdMd2h1a/+ZgPeeuAzlJhbHM/ldRbIPYBMrUTGiL6I0uuQMSEVV/z7cIL1zFWvoqGqsV2VE2aOwZwbTv3b0UyO9U6HCxGx4X+bjxfi4C8KUmEulVwpiUaoyua+Dv68ZomMABOsvxkDBy9K5H9FflitaUSfRFw8Yqg47js0zb1jDkZO/Xsn8S+e+R6ffPyTOHZ01VvgarBArlNh8Mh+0KtVOOGSiZhx/rTD6v7o0S+R/ac1qvXL2deegmNOH+eX0cwLsV9g9KoSqTCXSm6okhwp9ea+9mpKcmZGwG8IsAWrAygPXZSK6xpQ02xGmFaD/nHRoGjuT13W3kmcqrrg7rMw/LjBf9tB+VlFeG7B26hoaIbN5YS73or04X1x7KTBGDQxE5EZYUd0cq/Ir8J3r/yIouxSUf+oE4fhvNv/isTe3VHBC3F3EfS+vFSYSyVXSqIRqrK5r72fl1yCEfAHAkywukiwjpSNgotSkNHWpDVocNsb10Fv/Oti5o46id44zNtZALvdifQhfZAyIKkta2cLIjnU07U4coXcH2Ogy3L9KuyQyjrTmWX7FwHG2794dqU2qTCXSm6oEtqujAXOExoIMMHqBsGi8AxrvtmI6tJaGCL0GD1tBJL6/enQ3o3xI9WCKJXcUF6IpcJcKrnc1xndWBl8K8p97RtuXIoR6C4CTLC6QbC6C35H5aVaEKWSy5sub7qBmkuH1huKYzwUdZZ6TQnWeGY5PRsBJlhMsPiIkC97DuoqxRt+UOGWLP6W1CRHynEW3B5maT0VASZYTLCYYDHBCur6JOXGF4qyQ1FnqcldUCcUC+uxCDDBYoLFBIsJVlAXKN7wgwo3W7CCCzdLYwTaEGCCxQSLCRYTrKAuiUywggo3E6zgws3SGAEmWJ2NgVDcBEJRZ6mPEqTCXCq5oYq3lHpzX3e22vP3jEBgEGALFluw2ILFFqzArC48t9ohIBXRkUqulKRSatlBnVAsrMciwASLNwEmWEywgrpA8YYfVLj5iDC4cLM0RoCPCDsbA6G4CYSizlI/6UqFuVRyQxVvKfXmvu5stefvGYHAIMAWLLZgsQWLLViBWV14bvERYQjOraBOJhbWoxFggsWbABOsENwE2KoR/HVZKsylkiul1U5q2cEfXSyxJyLABIsJFhMsJlhBXZt4ww8q3OyDFVy4WRojwD5YnY2BUNwEQlFnqZ90pcJcKrmhireUenNfd7ba8/eMQGAQYAsWW7DYgsUWrMCsLjy32AcrBOdWUCcTC+vRCDDB4k2ACVYIbgJs1Qj+uiwV5lLJldJqJ7Xs4I8ultgTEWCCxQSLCRYTrKCuTbzhBxVu9sEKLtwsjRFgH6zOxkAobgKhqLPUT7pSYS6V3FDFW0q9ua87W+35e0YgMAiwBYstWGzBYgtWYFYXnlvsgxWCcyuok4mF9WgEmGDxJsAEKwQ3AbZqBH9dlgpzqeRKabWTWnbwRxdL7IkIBJVg2Ww2xMXFYebMmQKLQYMG4ZFHHukQl6eeegp33323JLiF4qIUijpLvRBLhblUckMVbyn15r6WZAthoYwAgkqw9u7diwceeACffPIJlEplp/AzweoUIr9m4IXYr3B2qTKpMJdKrpREI1Rlc193aSpyJkbA7wgElWAtWrQI8+bNQ1NTEyZMmAAiUCeddBJbsA5BQKoFUSq5obrxSak397Xf19JOK5QKc6nkSjm+pZbd6WDgDCGBQEAI1o4dO5Cfn98OwPT0dFRVVWHLli246aab8Pnnn+OJJ54AWbVkMhlWr16NNWvWtCujUqngcDhCoiNYSUaAEWAEGAH/IRAfH48rrrjCfxVyTYyAlwgEhGC98847WLZsWbumnHbaacJ6pVAoxI/L5RLHhEVFRejTp88Rmy3lEWEoyg5FnWnghaLeoagz97WXu4MfsofqOPMDdFxFL0AgIASrI1wefPBBYcV69dVXsXbtWlx66aXYv39/hzCG6uSUSm+p5Ibqxiel3tzXwV+9pcJcKrlSjm+pZQd/dLHEnohAUAlWWVkZpk+fLixX9PPQQw/h9NNPZ4J1CAJSLYhSyZV6MQxFvUNR51AdZ9zXPXHr5TaFAgJBJVitgJaXlyMxMbFTfHlh6BQiv2ZgvP0KZ5cqkwpzqeSGKsmRUm/u6y5NRc7ECPgdAUkIVle1IMf3448/vqvZ/ZovFGWHos40aEJR71DUmfvar0tklyoL1XHWJXA4U69HoEcTrF6PPivICDACjAAjwAgwAr0SASZYvbJbWSlGgBFgBBgBRoARkBIBJlhHQN/tdsNiscBgMEjZN0GT3djYCKPR2E4eBYMNDw8PaBucTifsdjv0en1A5Ryp8pqaGsTExLT7iq5yophsarU6YO0hnZubmxEZGRkwGR1VTH2q0+kOu0XBZDKJz+VyecDaVFdXh6ioqIDV31nFpaWlSE5ObssWzDl+qOzO2hrI74PR14Fsf2vdHo8H9fX1h42p3qJfMDBkGYFH4KglWCeffDIiIiLaNosPP/wQGo2m24i9++67eOGFF5CSkgLaDD/++GNxf2IwUqB06qjt+/btw6+//ornnnsOWVlZItvmzZtx5ZVXIi0tDQUFBXj77bcxfvx4v6pPMdB27dol6qaYaM8//7yo/9FHH8XSpUvbNsL7778fI0eO9Kvsn376Cddffz3Gjh0LWoyvvvpqzJo1C7fddhu2bt0q4rPRdy+//LLfCQfh/MYbb2DSpEkgUkvOxxSA15v7OX0Bw2w247zzzgORCiLS/fr1E7Krq6tFbDp6o5f6+q677sL8+fN9EdFhGQokfPHFF6N///6gdlxyySW48MIL8dtvv+Gaa67BqFGjRNlzzjlHfB6IRDdInHHGGUJ/ItDBnOOHyg7GHD/SPCJyGei+pr47kn4bNmzwa18vX74c//rXvzBs2LC2eUQPS8HQLxDjk+vsvQgctQSLFuzc3FzQkwxt0v5IRKgoejw9GRF5u+WWW5CUlCQmczBSIHT6u3Y/+eST2LlzJ7Zt29ZGsGbMmIE777wT9Purr74ShIAWNH8msuDQnZSbNm3CuHHj2ggWbcT33HMPhgwZ0qW7Kn1pE13NdN9994lwIa2bPG24CxYswMaNG0WVdAk5Bcs97rjjfBFxxDJkqaMHANKdLKO0CVZUVODGG2/06n5OXxpEjsZffPEFXnzxRXFNFZEsIldvvvmm+P+xxx4DvdlLY51Ipz8tikQqqd6LLroIK1euxB133IHt27fjrbfeErc0EMnqyr2kvuhNZehGCepvuv+UCBYR6GDN8UNlE7kLxhw/0jyiuR7ovia8j6Sfv/s6ISFBPAhSgOo9e/aIfv3hhx+Cop+v45DLhSYCRyXBouOG6OhocYRFROjee+8VVonupry8PLHxtgY/JSsGkQ+ytAQ6BUqnztpN1xrR5tdqwUpNTRVBYOk3WXRmzpwpiEAg0iuvvAKyorVasMiaQRs9Hc+SZenxxx+HVqv1q2jaZIhAECm//fbbhSwiUnRN02uvvSZknXXWWTj33HNFIFx/ptZjMrLk0JP+rbfeirCwMK/u5+xOe3788UdBmInsLVmyRGBM450sR/SgQkeENPYzMjK6I+aIZSm4MMkmTInA//Of/8Trr78uNsW5c+cKixpZ1vyZ6MiXrJPvv/++GM+0ERPpCcYcP5JsenALxLp1KGZHmkd0PVmg+7qjNcyffU1zhx5Qzj77bEHYySL69NNPiwekQOvnz7HJdYUGAj2aYFmt1iNaT4YPHy6OcMgKUlhYiNGjR6O4uFgc63UnEdmgxT47O1tUQ8eOdIRGT2CBTtT+Z5991u86ddbuQwkWWTdIf7I60CWxU6dOFdcZBSIdSrBuvvlm/OMf/xC+UWeeeaY4sqL+8HdqtRyRBfT777/H4sWLxZMwjSlKV111lbiEnBZvfye6i5PuR6MxTMSdiF1H93P6WzYdV9GY/uWXX4QViSy0559/vjg+pESWATrOoWNLfyci0WQRJXJLFlHqezq2OuWUUwTZIsLbir+/ZBOBpbWB8CbrEREsstgGY44fSXZJSUlQ5viR5hFZMAPd1x2tYd9++63f+poeyAYMGCAIOR0r33DDDbjsssvEPA60fv4al1xP6CDQowkWPfHRhntooqdhIgJk6qc0Z84cYQXorg8HWTNoA2j11Wi1rJB/TqATHU+SFcHfOnXW7kMJ1pQpU4RFiY7u6Ajv4YcfFotXINLBBIswpyOjVj86akNOTk6bVclf8omQE3miRfnuu+8WFjIiHHSU1aonjSci7/72PVu1apUYpy+99BIuuOACoRJZk7y5n9MXHOjokwjGhAkTRPFjjz1WWM8IX5pH9PRPR2fkhE5zzp/O7rS5Tpw4UWywrU7JRDRIFjnWU6JxRnj83bVZ3upNR51kHWzV+Y8//hB/r1ixQrxgEMg53pFsGmc0vwM5xzuaR/TAFOi+7mgNo4clf/U1HW2Tz2JDQ4PQ54MPPgD5VZLVNdD6eTsGOT8j0KMJVkfdQ6Zh2iDo+I6OGMhnh6wA3bVgkTwyrxOBGzFiBE499VRxnQ/5IwU6BVKnv2v7oQSLfGRiY2OFVYGOcmiTeuSRRwKi/sEEi44XyLGe+pR8K8iqQr4krUTEXw2g41DaaOl4sDXRG4V0PEWO3rW1tRgzZoyw2tHxs78SkWeqj/qZCEdr8vZ+Tl/aQ0eD5H/19ddfi+LkY0aXsZM1YOHChcKiRBYOIpnr1q3zRUSHZcinjkgz6bl7925xNEpv1ZFllCwt1L90xENHdzTv/JUIb9KvNQ0cOBDkcE+/yaoVyDnekWwi90RmA7FuterZ0TwighPovu5oDaM+9ldfE7Z9+/bF//73P+G+QA/g9NIIka5A6+evscn1hA4CRyXBoklGZ/B0rENPTddee62wRvgjkRWj9Who9uzZwjmWnv4DnQKpkzcEi6wIkydPFkXoSZ82XPIbCUQigkXyaGOnRBst+elQoo2Yjkz9HSqCjsEqKyvb1ImPjxc+ZkQEaNMlwk4LNTmf+zO1Hm0cXOfll1+OJ554wqv7OX1pE/mt0NuBdNxNiYgrYU4WW/JRIuJDf5N1hzYrfyaqm+YnHcdS+AvyqyM/LNqM6eiOLMZ05EN9P3ToUH+KbldX6xEh/Q72HG+VTQ0K1Lp1sLJHmkf0IkGg+7qjNczffd1K5OhNXFqryHeSCGSg9QvY4OSKey0CRyXBau0NsjwcHKrBX71EGxKZoMmsHuwUKJ280YNIK1kZyDE4GOTy4LYR9nRc5W9i1RX96fiBSMChMcG6Ura7ebp6P2d35JB1jgjNoS8OkLWO7gZtPbrqjoyOytJF70RuDz5+pH6mNgUrDMqh46w3z/GO5lEw+vpIa5i/+5rIXKtT/cH9Ggz9AjE/uM7eicBRTbB6Z5ewVowAI8AIMAKMACNwtCPABOto70FuPyPACDACjAAjwAj0OASYYPW4LuEGMQKMACPACDACjMDRjgATrKO9B7n9jAAjwAgwAowAI9DjEGCC1eO6hBvECDACjAAjwAgwAkc7AkywjvYe5PYzAowAI8AIMAKMQI9DgAlWj+sSbhAj0DECFIWeIoLTtTN0VQjd50f3cNKPPwN1ch8wAowAI8AIdA8BJljdw49LMwJBRYACdw4bNkxEJF+/fr2Ifk+JIqEHKiBsUBVkYYwAI8AI9BIEmGD1ko5kNUIHgfvuu09ERKfI50S46LYBugKIEyPACDACjEDPQYAJVs/pC24JI9AlBChKN90nWFxcjFNOOUXcKxjsiPtdaihnYgQYAUYghBFgghXCnc+qH50INDc3iwvOiWCNHTsWGzZsAN01x4kRYAQYAUag5yDABKvn9AW3hBHoEgK33XYbXnjhhbYjwmeeeQZ33HFHl8pyJkaAEWAEGIHgIMAEKzg4sxRGwC8IrF27FscddxwmTJiA5cuXi6PCyspK5ObmIjMz0y8yuBJGgBFgBBiB7iPABKv7GHINjEBQELDb7RgxYgRycnKwefNmcTz4wQcf4PLLL8e0adOwatWqoLSDhTACjAAjwAh0jgATrM4x4hyMACPACDACjAAjwAh4hQATLK/g4syMACPACDACjAAjwAh0jgATrM4x4hyMACPACDACjAAjwAh4hQATLK/g4syMACPACDACjAAjwAh0jgATrM4x4hyMACPACDACjAAjwAh4hQATLK/g4syMACPACDACjAAjwAh0jsD/A/bj+H7vKhQpAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Arrow\n", + "import Data.List (sortOn, nubBy)\n", + "import Data.Function (on)\n", + "\n", + "sample <- sampleIOfixed $ replicateM 7 $ smcRes\n", + "((infX, infY), strs) = second join $ first (unzip . join) $ unzip $ fmap (second (replicate 100 . (ln . exp))) sample\n", + "\n", + "plotVega (zip (zip (infX) (infY)) \n", + " (take 50000 strs))" + ] + }, + { + "cell_type": "markdown", + "id": "7a09543e-e78e-41f7-a844-dc5605b7154c", + "metadata": {}, + "source": [ + "# Current work\n", + "\n", + "- implement Hamiltonian Monte Carlo\n", + "- explore online/active inference with SMC\n", + "- implementation of factor graphs and belief propagation" + ] + }, + { + "attachments": { + "3e5fb311-d958-4f84-b487-ba8ebbbd1a40.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "9092a0b8-4de4-4186-ad9c-ed4a7dd804ee", + "metadata": {}, + "source": [ + "# The original paper Monad-Bayes is based on\n", + "\n", + "\n", + "\n", + "![Screenshot 2022-06-15 at 5.21.42 PM.png](attachment:3e5fb311-d958-4f84-b487-ba8ebbbd1a40.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb3d9c19-37ff-4100-a3f6-0ebc4d426035", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/.ipynb_checkpoints/Histogram-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/Histogram-checkpoint.ipynb new file mode 100644 index 00000000..3f27c9c2 --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/Histogram-checkpoint.ipynb @@ -0,0 +1,542 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 95, + "id": "d9f736cc-ee3f-4567-966e-9c15a5122ea6", + "metadata": {}, + "outputs": [], + "source": [ + "import Data.Histogram\n", + "import Data.Histogram.Fill\n", + "import Data.Histogram.Bin\n", + "import Prelude \n", + "import Data.Vector.Unboxed (fromList, Unbox)\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler.Strict\n", + "import Control.Monad\n", + "\n", + ":l ../Plotting.hs\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "19ed64c9-530b-4261-bf17-cb862ea00e41", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "4736a0ef-fc95-4f58-b41d-1f20c2067fd8", + "metadata": {}, + "outputs": [], + "source": [ + "histogram :: (Foldable v) =>\n", + " Int\n", + " -> v Double\n", + " -> [(Double, Double)]\n", + "histogram n v = asList $ fillBuilder buildr v\n", + " where\n", + " mi = Prelude.minimum v\n", + " ma = Prelude.maximum v\n", + " bins = binD mi n ma\n", + " buildr = mkSimple bins" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "25701ef8-c671-48d9-a161-009f1dd7e1c2", + "metadata": {}, + "outputs": [], + "source": [ + "-- toHistogram 3 [1,2,2]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "01e82e4f-e5a2-4fbb-8fad-5e4ab3a253c6", + "metadata": {}, + "outputs": [], + "source": [ + "model :: MonadSample m => m Double\n", + "model = do\n", + " x <- bernoulli 0.5\n", + " normal (if x then 0 else 1) 1\n", + " \n", + "image :: MonadSample m => m Plot\n", + "image = fmap (plot . histogram 100) (replicateM 100000 model)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "ace53904-ff25-419c-95b8-e3ee6debea48", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -4.052652426365952, + "Y": 1 + }, + { + "X": -3.9619144247619023, + "Y": 1 + }, + { + "X": -3.871176423157853, + "Y": 1 + }, + { + "X": -3.7804384215538036, + "Y": 2 + }, + { + "X": -3.689700419949754, + "Y": 5 + }, + { + "X": -3.5989624183457045, + "Y": 1 + }, + { + "X": -3.5082244167416547, + "Y": 2 + }, + { + "X": -3.4174864151376054, + "Y": 7 + }, + { + "X": -3.326748413533556, + "Y": 6 + }, + { + "X": -3.2360104119295063, + "Y": 9 + }, + { + "X": -3.145272410325457, + "Y": 10 + }, + { + "X": -3.0545344087214077, + "Y": 17 + }, + { + "X": -2.963796407117358, + "Y": 27 + }, + { + "X": -2.8730584055133086, + "Y": 24 + }, + { + "X": -2.7823204039092593, + "Y": 43 + }, + { + "X": -2.69158240230521, + "Y": 49 + }, + { + "X": -2.60084440070116, + "Y": 72 + }, + { + "X": -2.5101063990971104, + "Y": 72 + }, + { + "X": -2.419368397493061, + "Y": 128 + }, + { + "X": -2.3286303958890118, + "Y": 132 + }, + { + "X": -2.2378923942849624, + "Y": 181 + }, + { + "X": -2.1471543926809127, + "Y": 212 + }, + { + "X": -2.0564163910768634, + "Y": 207 + }, + { + "X": -1.9656783894728136, + "Y": 309 + }, + { + "X": -1.8749403878687643, + "Y": 338 + }, + { + "X": -1.784202386264715, + "Y": 382 + }, + { + "X": -1.6934643846606652, + "Y": 492 + }, + { + "X": -1.6027263830566159, + "Y": 561 + }, + { + "X": -1.5119883814525665, + "Y": 636 + }, + { + "X": -1.4212503798485168, + "Y": 725 + }, + { + "X": -1.3305123782444674, + "Y": 888 + }, + { + "X": -1.2397743766404177, + "Y": 982 + }, + { + "X": -1.1490363750363684, + "Y": 1169 + }, + { + "X": -1.058298373432319, + "Y": 1243 + }, + { + "X": -0.9675603718282693, + "Y": 1395 + }, + { + "X": -0.8768223702242199, + "Y": 1453 + }, + { + "X": -0.7860843686201702, + "Y": 1725 + }, + { + "X": -0.6953463670161208, + "Y": 1832 + }, + { + "X": -0.6046083654120715, + "Y": 1938 + }, + { + "X": -0.5138703638080218, + "Y": 2176 + }, + { + "X": -0.42313236220397243, + "Y": 2313 + }, + { + "X": -0.3323943605999231, + "Y": 2381 + }, + { + "X": -0.24165635899587334, + "Y": 2677 + }, + { + "X": -0.15091835739182402, + "Y": 2709 + }, + { + "X": -0.06018035578777425, + "Y": 2888 + }, + { + "X": 0.03055764581627507, + "Y": 2869 + }, + { + "X": 0.12129564742032528, + "Y": 3142 + }, + { + "X": 0.2120336490243746, + "Y": 3182 + }, + { + "X": 0.3027716506284239, + "Y": 3149 + }, + { + "X": 0.39350965223247325, + "Y": 3228 + }, + { + "X": 0.4842476538365226, + "Y": 3180 + }, + { + "X": 0.5749856554405728, + "Y": 3199 + }, + { + "X": 0.6657236570446221, + "Y": 3121 + }, + { + "X": 0.7564616586486714, + "Y": 3087 + }, + { + "X": 0.8471996602527208, + "Y": 3094 + }, + { + "X": 0.9379376618567701, + "Y": 3001 + }, + { + "X": 1.0286756634608194, + "Y": 2865 + }, + { + "X": 1.1194136650648696, + "Y": 2773 + }, + { + "X": 1.210151666668919, + "Y": 2645 + }, + { + "X": 1.3008896682729683, + "Y": 2509 + }, + { + "X": 1.3916276698770176, + "Y": 2336 + }, + { + "X": 1.482365671481067, + "Y": 2210 + }, + { + "X": 1.5731036730851171, + "Y": 2052 + }, + { + "X": 1.6638416746891664, + "Y": 1972 + }, + { + "X": 1.7545796762932158, + "Y": 1746 + }, + { + "X": 1.845317677897265, + "Y": 1603 + }, + { + "X": 1.9360556795013144, + "Y": 1371 + }, + { + "X": 2.0267936811053646, + "Y": 1283 + }, + { + "X": 2.117531682709414, + "Y": 1183 + }, + { + "X": 2.2082696843134633, + "Y": 1097 + }, + { + "X": 2.2990076859175126, + "Y": 860 + }, + { + "X": 2.389745687521562, + "Y": 753 + }, + { + "X": 2.480483689125612, + "Y": 643 + }, + { + "X": 2.5712216907296614, + "Y": 590 + }, + { + "X": 2.6619596923337108, + "Y": 519 + }, + { + "X": 2.75269769393776, + "Y": 420 + }, + { + "X": 2.8434356955418094, + "Y": 351 + }, + { + "X": 2.9341736971458587, + "Y": 296 + }, + { + "X": 3.024911698749909, + "Y": 246 + }, + { + "X": 3.1156497003539583, + "Y": 207 + }, + { + "X": 3.2063877019580076, + "Y": 172 + }, + { + "X": 3.297125703562057, + "Y": 136 + }, + { + "X": 3.3878637051661062, + "Y": 106 + }, + { + "X": 3.4786017067701565, + "Y": 100 + }, + { + "X": 3.5693397083742058, + "Y": 71 + }, + { + "X": 3.660077709978255, + "Y": 50 + }, + { + "X": 3.7508157115823044, + "Y": 38 + }, + { + "X": 3.8415537131863537, + "Y": 29 + }, + { + "X": 3.932291714790402, + "Y": 21 + }, + { + "X": 4.023029716394452, + "Y": 23 + }, + { + "X": 4.113767717998501, + "Y": 16 + }, + { + "X": 4.204505719602551, + "Y": 9 + }, + { + "X": 4.295243721206601, + "Y": 4 + }, + { + "X": 4.38598172281065, + "Y": 3 + }, + { + "X": 4.4767197244147, + "Y": 2 + }, + { + "X": 4.567457726018748, + "Y": 5 + }, + { + "X": 4.6581957276227985, + "Y": 5 + }, + { + "X": 4.748933729226849, + "Y": 5 + }, + { + "X": 4.839671730830897, + "Y": 1 + }, + { + "X": 4.930409732434947, + "Y": 1 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampler image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26beabf5-9f6b-4807-b2db-bd0198e997c0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/.ipynb_checkpoints/Lenses-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/Lenses-checkpoint.ipynb new file mode 100644 index 00000000..363fcab7 --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/Lenses-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/.ipynb_checkpoints/Parsing-checkpoint.ipynb b/notebooks/examples/.ipynb_checkpoints/Parsing-checkpoint.ipynb new file mode 100644 index 00000000..61c9f00d --- /dev/null +++ b/notebooks/examples/.ipynb_checkpoints/Parsing-checkpoint.ipynb @@ -0,0 +1,373 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b14be2d4-ec16-46d3-8cd9-810a25f70495", + "metadata": {}, + "outputs": [], + "source": [ + "import Text.Megaparsec\n", + "import Text.Megaparsec.Char\n", + "import Data.Char\n", + "import qualified Data.Text as T\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "import Control.Monad.Trans (lift)\n", + "import Control.Monad (join, replicateM)\n", + "import Data.Void\n", + "import Text.Pretty.Simple\n", + ":e OverloadedStrings\n", + ":e FlexibleContexts\n", + ":e GADTs\n", + ":e LambdaCase" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "5aec194f-b147-456b-8be0-46c12f4ed495", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant bracket
Found:
(either (T.pack . errorBundlePretty') (T.pack . show))\n", + " <$> runParserT parser \"\" input
Why Not:
either (T.pack . errorBundlePretty') (T.pack . show)\n", + " <$> runParserT parser \"\" input
" + ], + "text/plain": [ + "Line 18: Redundant bracket\n", + "Found:\n", + "(either (T.pack . errorBundlePretty') (T.pack . show))\n", + " <$> runParserT parser \"\" input\n", + "Why not:\n", + "either (T.pack . errorBundlePretty') (T.pack . show)\n", + " <$> runParserT parser \"\" input" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = \\case\n", + " \"g\" -> lift $ uniformD [\"g\",\"h\"]\n", + " \"h\" -> return \"h\"\n", + "\n", + "parser = do\n", + " true <- lift $ uniformD [\"g\", \"h\"]\n", + " predicted <- noise true\n", + " observed <- lookAhead (\"g\" <|> \"h\")\n", + " lift $ condition $ predicted == observed\n", + " string observed\n", + " return $ head true \n", + "\n", + "errorBundlePretty' :: (TraversableStream s, VisualStream s) => ParseErrorBundle s Void -> String \n", + "errorBundlePretty' = errorBundlePretty\n", + "\n", + "-- foo :: MonadInfer m => m T.Text\n", + "\n", + "run parser input = (either (T.pack . errorBundlePretty' ) (T.pack . show) ) <$> runParserT parser \"\" input" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "e64782da-ddcc-41bd-aa29-b8f2dcd27184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"hh\"\n", + " , 0.57\n", + " )\n", + ",\n", + " ( \"gh\"\n", + " , 0.21\n", + " )\n", + ",\n", + " ( \"hg\"\n", + " , 0.11999999999999995\n", + " )\n", + ",\n", + " ( \"gg\"\n", + " , 9.999999999999998 e- 2\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (some parser <* eof) \"hh\"\n", + "pPrint $ toEmpiricalWeighted x " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "596bd3d7-9b32-40af-8c13-041cc9e8e267", + "metadata": {}, + "outputs": [], + "source": [ + "import Debug.Trace\n", + "\n", + "two = do\n", + " x <- parser\n", + " y <- parser\n", + " lift $ factor $ case (x,y) of ('h','g') -> 1; _ -> 0.5\n", + " return [x ,y]\n", + " \n", + "duplicate = do\n", + " -- x <- parser\n", + " b <- lift $ bernoulli 0.5\n", + " if b then \"h\" else \"g\"\n", + " -- char x\n", + " -- lift $ factor $ case (x,y) of ('h','g') -> 1; _ -> 0.5\n", + " -- return x\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3743b28f-0358-42ce-9dd8-d32cfdcd3e4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"\"h\"\"\n", + " , 0.7000000000000001\n", + " )\n", + ",\n", + " ( \"1:1:\n", + " |\n", + " 1 | hg\n", + " | ^\n", + " unexpected 'h'\n", + " expecting 'g'\n", + " \"\n", + " , 0.3\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Monad.Bayes.Enumerator\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (duplicate) \"hg\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "45652aea-3299-4c01-8da9-adccf0d19be2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"'a'\"\n", + " , 1.0\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p = do \n", + " x <- lift (uniformD ['a', 'b'])\n", + " lift $ condition (x == 'a')\n", + " char x\n", + " -- char =<< lift (uniformD ['a', 'b'])\n", + " -- lift $ uniformD ['a', 'b']\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run p \"aa\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "456f0269-2b1f-480c-9b94-60389f5ad66d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"[True,True]\"\n", + " , 0.85\n", + " )\n", + ",\n", + " ( \"[True,False]\"\n", + " , 0.14999999999999994\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = \\case\n", + " True -> lift $ uniformD [\"g\",\"h\"]\n", + " False -> return \"h\"\n", + "\n", + "parser = do\n", + " true <- lift $ bernoulli 0.9\n", + " predicted <- noise true\n", + " observed <- lookAhead (\"g\" <|> \"h\")\n", + " lift $ condition $ predicted == observed\n", + " string observed\n", + " return true \n", + "\n", + "errorBundlePretty' :: (TraversableStream s, VisualStream s) => ParseErrorBundle s Void -> String \n", + "errorBundlePretty' = errorBundlePretty\n", + "\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (some parser) \"gh\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "702e0b55-6850-4b23-9cbb-835cca65a119", + "metadata": {}, + "outputs": [], + "source": [ + "-- parser: inferring state of the world: parse sentence, infer state." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0dcf8e1-e359-4cda-a73c-560146eb3fee", + "metadata": {}, + "outputs": [], + "source": [ + "ex = do\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/ClassicalPhysics.ipynb b/notebooks/examples/ClassicalPhysics.ipynb new file mode 100644 index 00000000..d74434ca --- /dev/null +++ b/notebooks/examples/ClassicalPhysics.ipynb @@ -0,0 +1,1403 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "dea0401b-5fdb-47a3-b3ae-5d1dff9d5898", + "metadata": {}, + "outputs": [], + "source": [ + "import Numeric.Hamilton (stepHam, System, Phase (Phs, phsPositions, phsMomenta), mkSystem', Config (cfgPositions, cfgVelocities, Cfg), toPhase)\n", + "import GHC.TypeLits (KnownNat)\n", + "import Numeric.LinearAlgebra.Static hiding ((#))\n", + "import qualified Data.Vector.Sized as V\n", + "import Control.Monad.Bayes.Class\n", + "import Data.Maybe (fromMaybe)\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad\n", + "import Diagrams.Prelude hiding (normal)\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "import Data.List\n", + "\n", + "\n", + ":e PatternSynonyms\n", + ":e ViewPatterns\n", + ":e RankNTypes\n", + ":e DataKinds\n", + ":e FlexibleContexts\n", + ":e GADTs\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "30af4ead-38c3-4ca3-b5a9-d157edd00951", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant bracket
Found:
Double -> (R 1)
Why Not:
Double -> R 1
" + ], + "text/plain": [ + "Line 31: Redundant bracket\n", + "Found:\n", + "Double -> (R 1)\n", + "Why not:\n", + "Double -> R 1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "pattern V1 :: a -> V.Vector 1 a\n", + "pattern V1 x <- (V.head->x)\n", + " where\n", + " V1 x = V.singleton x\n", + "\n", + "type V2 = V.Vector 2\n", + "pattern V2 :: a -> a -> V2 a\n", + "pattern V2 x y <- (V.toList->[x,y])\n", + " where\n", + " V2 x y = V.fromTuple (x, y)\n", + "\n", + "\n", + "\n", + "system :: System 1 1\n", + "system = \n", + " mkSystem' 1 \n", + " id \n", + " (\\(V1 x) -> x ** 2 / 2)\n", + " -- mkSystem' (vec2 1 1 ) -- masses\n", + " -- (\\(V1 θ) -> V2 (sin θ) (0.5 - cos θ)) -- coordinates\n", + " -- (\\(V2 _ y) -> y ) -- potential\n", + "\n", + "-- ex :: (KnownNat m, KnownNat n) => System\n", + "-- m n\n", + "-- -> Phase n\n", + "-- -> Phase n\n", + "step = sampleIO $ stepHam 0.1 system <$> phase \n", + "\n", + "-- a :: (R 1)\n", + "fromDouble :: Double -> (R 1)\n", + "fromDouble = fromList . (:[])\n", + "\n", + "phase :: MonadSample m => m (Phase 1)\n", + "phase = do\n", + " pos <- (10*) <$> random\n", + " return $ Phs {phsPositions = fromDouble pos, phsMomenta = 10}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3cae8752-1b16-4998-9b4c-0e0e6c0471ff", + "metadata": {}, + "outputs": [], + "source": [ + "toDouble :: R 1 -> Double \n", + "toDouble = read . take 8 . tail . show" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "af70a4e0-4095-4e9f-91d0-4d8b10bb44dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "pushforward = do\n", + " old <- phase\n", + " let new = [stepHam stepSize system old | stepSize <- [0.1,0.2..10]]\n", + " \n", + " return ( (toDouble . phsPositions) <$> (old:new) )\n", + " \n", + "pairs <- sampleIO $ replicateM 10 pushforward\n", + "\n", + "timeseries = transpose pairs\n", + "\n", + "length $ head timeseries\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "433d9fd9-51bc-411f-a659-25072436abaa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "[toD <$> x | x <- timeseries] :: forall {b}. (Transformable b, TrailLike b, V b ~ V2, N b ~ Double) => [[b]]" + ], + "text/plain": [ + "[toD <$> x | x <- timeseries] :: forall {b}. (Transformable b, TrailLike b, V b ~ V2, N b ~ Double) => [[b]]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "toD x = circle 1 # translateX x\n", + "\n", + "\n", + ":t [toD <$> x | x <- timeseries]\n", + "-- diag = " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d3c167ca-fae2-4b69-bcdb-07f2f30eb9eb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram $ vsep 0.1 $\n", + " [mconcat $ toD <$> x | x <- timeseries]\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31126424-bb32-40b0-afc8-93e741e58de8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01fb853c-a176-4d52-8a55-9293d12a3553", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/Diagrams.ipynb b/notebooks/examples/Diagrams.ipynb new file mode 100644 index 00000000..8b7784f0 --- /dev/null +++ b/notebooks/examples/Diagrams.ipynb @@ -0,0 +1,1476 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "id": "4a04aca6-ee17-4e97-89a2-682e428f216e", + "metadata": {}, + "outputs": [], + "source": [ + "import Diagrams.Prelude\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler.Strict\n", + "import Control.Monad.Bayes.Traced.Static\n", + "import Numeric.Log\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "import Control.Monad\n", + "import qualified Control.Monad.Bayes.Weighted as Weighted\n", + "import Control.Monad.Bayes.Density.Free\n", + "import Control.Monad.Writer\n", + "\n", + "{-# LANGUAGE NoMonomorphismRestriction #-}\n", + "{-# LANGUAGE FlexibleContexts #-}\n", + "{-# LANGUAGE TypeFamilies #-}" + ] + }, + { + "cell_type": "markdown", + "id": "745dd187-2737-4075-a1e5-def36b220a77", + "metadata": {}, + "source": [ + "ideas:\n", + "\n", + "sample from the space of linear maps, and apply to a square\n", + "\n", + "show wigner semicircle distribution\n", + "\n", + "create grammar of shapes, with duplication, mirroring and fancier things\n", + "\n", + "probabilistic language for declarative: a red square points at a red circle: really means: sample from the distribution induced by this!!\n", + "\n", + "display factor graphs\n", + "\n", + "the folding map: random transforms\n", + "\n", + "sampling: show samples from normal" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "55e00c89-fa70-4c16-a9c5-a68fc1c49ed6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d n = do \n", + " x <- bernoulli 0.01\n", + " if x then return $ mconcat (circle <$> [1..n]) else d (n + 1)\n", + " \n", + "sampleIO (diagram <$> d 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4831d732-fb7e-4261-ad30-3260f4e93e5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Functor law
Found:
fmap diagram\n", + " $ fmap mconcat\n", + " $ replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))
Why Not:
fmap\n", + " (diagram . mconcat)\n", + " (replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))
" + ], + "text/plain": [ + "Line 3: Functor law\n", + "Found:\n", + "fmap diagram\n", + " $ fmap mconcat\n", + " $ replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z))\n", + "Why not:\n", + "fmap\n", + " (diagram . mconcat)\n", + " (replicateM 10\n", + " $ do x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " factor (if 2 * y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z)))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fmap head $ sampleIO $ prior $ mh 100 $ fmap diagram $ fmap mconcat $ replicateM 10 $ do\n", + " x <- random\n", + " y <- Control.Monad.Bayes.Class.normal 0 1\n", + " z <- Control.Monad.Bayes.Class.normal 0 1\n", + " -- condition (y > 0.01 )\n", + " factor (if 2*y > z then 1 else 0.001)\n", + " return (eqTriangle 0.5 # rotateBy x # translate (V2 y z) )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb8d259c-a65c-424f-8e9e-9c4d32bfe2ac", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "556f2c35-7561-47a1-9949-87b54513aff0", + "metadata": {}, + "outputs": [], + "source": [ + "getTrace :: Weighted (Density SamplerIO) a -> SamplerIO ([Double], Log Double)\n", + "getTrace m = fmap (\\((x,y),z) -> (z,y) ) $ runWriterT $ weighted $ Weighted.hoist (WriterT . density []) m" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4339a75c-b28a-48fd-a498-15fdd07e6ca3", + "metadata": {}, + "outputs": [], + "source": [ + "program = do\n", + " x <- beta 1 2\n", + " b <- Control.Monad.Bayes.Class.normal (x**2) 1\n", + " factor $ normalPdf 0 ( abs b) x\n", + " return b\n", + "\n", + "-- program = do \n", + "-- y <- gamma 2 2\n", + "-- x <- Control.Monad.Bayes.Class.normal 0 1\n", + " \n", + "-- z <- Control.Monad.Bayes.Class.normal 0 1\n", + "-- factor $ normalPdf x y z\n", + "-- return x\n", + "-- -- factor $ normalPdf 0 1 (x + y)\n", + " -- if y > 0.99 then program else return 2" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "dcdb1f95-1b10-4db4-8a9b-c4fa8762b6bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "traceDiagram :: ([Double], Log Double) -> Diagram C.B\n", + "traceDiagram (trace, weight) = fromVertices [p2 (i,y) | (y,i) <- zip trace [1..]] # opacity (ln $ exp weight) # scaleX 1\n", + "\n", + "sampleIOfixed $ fmap (diagram . mconcat . fmap traceDiagram) $ replicateM 1000 $ getTrace program\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6dad6b23-bf92-4a8b-8fd4-74e91aac1959", + "metadata": {}, + "outputs": [], + "source": [ + "sizedText str = text str <> rect 10 2 # opacity 0 # frame 0.1\n", + "scale = vsep 1 $ map (sizedText . show) [1 :: Float,0.9..0]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "bb057b20-137c-4dde-8829-79b34f42a312", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAI8AAAHfCAYAAABpmovQAAAABmJLR0QA/wD/AP+gvaeTAAAVL0lEQVR4nO3de7AkZXnH8e+6uwkBgY3gIoggZLkkJkYtWIW4iJbrhUiErYgp3UgFvKBYArKJWF5Kq1AUJEFTKoqS4mayKASjARGKSwBJBARqLSOgeGG9RENpjAYQ2ZM/nu6aPn3m8k6fPjPvzHw/VVNzpvvpOT1z3r6equcHkiRJkiQpI8vHvQJjtgw4BjgKuClxmbXAm4FNwD7AVuBnS7J2ytbRwN3AHHB54jLrgd8AbwP2Aj4F/Ah4ylKsoPJ1RPFIHTxPIvYwt1em7Qj8D/Afra+dsrcP6YPnpKL2hNr084rpz2x31fL3uHGvwAT50+J5S23614vnPxvhumTBwZOuPK/5cW36T4rnvUe4Lllw8KRbXTz/X236Q8XzbiNclyw4eNL9vHiuf2cri+etI1yXLDh40n2/eH58bfqOxfM3RrguWXDwpPvP4nnf2vQnF88OHvX08eL5pbXpBwMPALeOdnU0bs8j7tHc2GP+N4hzmfJQ9U/ECfMexevfBx6mcxmvGXEGcC8xeLYBFwCH1Gr+m7ia2qV4vZK4KfgT4IvAdcTNQ2mB3wV27TL9t4j/bUmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSptOyca/AGK0l8ieeAdwCfAa4P2G59cBGoj/PFuBi4KtLtI7KUNMAkhOJtnIvAXYCziQ6h71sydZUWWkaQLI78EtiT1P1feC/gN9pcR0nwix2Q30lsIrY25T+F7iUOJT1CiB5EbADcFdt+m1Ed/hXt7ua+ZvFwdM0gGS/4rnexPu24vkZi1yviTOLg6dpAEkZH3Bwbfp3iucnM2NmcfA0DSC5jmi7e2itptwj3dfK2k2QFeNegTH4OfAEhg8g+RpwDnAK8G/AvwL70zkM3t3uauZvFvc8iwkgeSsxWK4AHiMagd8HPArc3OI6KlMfIw4/9QyJdxXT1w/xXn9RLHNWO6um3P0R8Qf/SG36vxB7pfoeqZc1xL2hH9LZa2kGpAaQ1INLSs8mIpSuAZ66ZGupLKUGkFSDS5YDRwGXFMu9diRrqmwNCiCpBpesAI4l9lKz/A9lSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZoF4+wz0yQ45C10WtfWfQH4cvFzSrjIJNasBD5Ip3MrwNOBE4hOZTOhSXDIauDXRD/Bbo+XF3Up4SKTWAMxuOqf+6aFX9X0ahocchrR0m0N0aWrfJxCZEdsR1q4yCTWlO4CjgH2rDy2Z0zG0Ye5aXDId4DjgG8Re63ycRRwJdGQMiVcZBJrIPbW+xOHrBVEo82tLOxkPzLjGDxNg0M2A4/Upu0OPBe4rHidEi4yiTUAm4i90MXEhnQpg/PBltQ4Bk/T4JBuNhDnQVcWr1PCRSaxBqJ76znEoX0b8ApiA+zXkHNJjWPwNA0O6eYVxBXWL4vXKeEik1gD8Dni/O45wPOBB4CdgY8yQ75NfFn1iKFXFNM/kfg+uxH5D6+pTf/b4n3uKX7+Ip0rk1dPcE3dLsRG8yuiR/RMuJ74Ug6oTT+umN6tmXY3byQOWau6zDuCuB9yFvAnwL1F7d4TXlN3OfGdDbO3nmhtBYdcB3wpoS4lXGQSayC+ywcH1EyVNoJDVhOX6a8bUJcSLjKJNRCHqh8B5/epmUqLDQ55AzF4VtNbSrjIpNRsIMLiNhEnyQAnE//O2ZkZ0yQ4pOpa4IYu9SnhIpNY82JiY5sjbqjeThyyup3vzYxhgkOq1hD/5qhLCReZxBqIf0McSOyRDE6RJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpKWVW5+XJmEmVdsBbyIaQs4B5xKNoCC/EJK2akSzMJOqlxFtem8lmiBV5RZC0maYycxrGmZSKns4X8PCnsS5hZC0HWYyNuPoAN9N0zATiBZznyL6+W0kGntX5RZC0maYyVjlMniahpkAXEDs1ss2+s9ifoxQbiEkbYaZjFUug6dpmMlORBYDREf4rwN3EIfAtxXTcwshaTPMZKxyGTxNw0wOJj7D94qfnwgcRPR0/gBwJPmFkLQZZiKah5mcXMw/rzb91GJ6mcOVWwjJUoWZjFQue57vF8/1Y3zZPv8bPZYrD2v1PdatxfNTi+e3EudVVxAn1GcQW++jwM0TXCOah5kcVMz/Sm363sX0axcsEXILIWkzzGTmNA0zeRxxOfsw0U2+dGTxfu/tskxuISRthpnMrKZhJocTuVTvqNScT9xMq4d65BBCshQ1M28xYSaHESfdNxKHqjvpXJnkFkLSVo26aBpmArFl1i/rcwshaTPMRJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZK0NHLr/dI0uGQl8MHiufR04ASiqxbkFzhicEmLFhNcspFOm9nycVNlfm6BIwaXtGixwSV3AccAe1YeZYRAboEjBpe0bDHBJeuB/YlD1gqi2eVWOr2ZcwscMbikZYsJLtlEbIkXE9kMlzL/UJdb4IjBJS1rGlwC0UH1HOLwto2IHNhCpylmboEjBpe0rGlwCcDngFOI9JvnAw8Q/ZfLCKXcAkcMLmlZ0+CSbnYhTjZ/RSf1L7fAkakILsnF9cSXckBt+nHF9G7NvPu5vFiuutUeQdwLOosIsL2X6By/94TXzLymwSX93u/BPvNzCxwxuGQRmgaXdLOcuLl4fo/5uQWOGFzSgibBJRuArxGX62VIycnEvzTqoSWQX+CIwSUtaRJc8mJiwM0RNxVvJw5Zqyr1uQWOGFyyhIYNLtkeOJDYKrv9oze3wBGDSyRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ/awFzgCuAt4J7NvgPQ4jmkAtr01fD1xANMr8SPG76nKrWQdcCNxMdD99dsOaqbeYkJLSKqJf4Rzz025yCxdJqfkr4DEiRuEJwPHF6/cOWTP1FhtSUtpMpy9xOXhyCxdJDSD5HnBDreYa4KeV1yk1IzWODvCLCSkpHUtsfZ+rTc8tXCSlZllR8ww6ST0U0x4tfk6pGblxDJ7FhJRAnBu9hxhA22rzcgsXSamZIzaCnYF/IPZGzykef1fUpdSM3DgGz2JCSlYQHUJPJXoS1+UWLpIaQHI28XmOAe4m+k+/jvkNu1NqRmocg2cxISXvIvowX95jfm7hIqkBJPcBL6jM2444J6pKqZl6TUNKDgW+yfxDQHnSXL3ayi1cJKVmV+BG4Grgn4t5vym+E4aomXpNQ0q2FMueWXncUyxzNvDuSm1u4SKDav6e6Gq/Q/H6NOJ87gE6fZhTaqZe05CS24gvqvp4qFhmK3Ee0E1u4SL1mpXE5fYltbrPF3WHJNbMhDZDSi5h4WGrKrdwkW41OxI3+26u1Z5IZ2NKqZkZTUJKuuk3eHILF+lX82XiEPQHlWmfJ/aujx+iZiY0CSnp5iLmD57cwkVSA0h2JW6SPkr8r+8+4g78Hw9ZM1OGDSkZJLdwkWEDSHYkDutPXGSNJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGC8vezWAkcTvYhvAT4D3J+w3AuJXj57Ec0dL6TTw7m0HthY1GwhOrB/NfOadURr3H2LeZvp3RF/O+BNRH/DOeBc4NoetVOnafbEOuAR4DJiwG0j2vOvqtTklivRVvZE6WVER9lbgQO7zJ9qTbMnVgJfoNOKDuDjxJb35uJ1brkSbWZPQKfd8DUsTPoZuUnKnlhNdEytdn7fXDx/u3jOLVeirewJiGaYnyLa020k9kxjNUnZEz9g4R/hRcAdxLkP5Jcr0Vb2BERe107AR4vXz2L+YBu5ScueqL7Hp4G3Ax+mE2CSW65EW9kTOxGDCeCNxIZ2B3H4fxtjMmnZExBb86XAq4rXFwKbip9zy5VoK3viYOJv9b3i5ycCBxHthz8AHMmMaJo9UbcCeF+xzEN02unmlivRRvbEycW082rfwanF9MsGfltTomn2RC+3FMtVL1tzypVIqRmUK/Gq4jN+uPbZDy2m39Hti5lGTbMnejmDuPLYocf8acieOKj4+Su1mr2L6TNzg7DN7AmI84preswbd65ESk1KrsTjiCvNh4nG56Uji5qZCqltkj2xhshfOIlOV/gXEHemu3WRzyVXIqUmJVficOJQ945KzfnEifXOPX7nVGqSPfEk4FvElvYIsaWey/x4gdxyJdrMnoDIkf82cXJ9LXAnnSu3mdMke2JX4r5HN7nlSixF9gTEnmvQLQ1JkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ0mRaS/QTvAp4JxHYkeJw4B+J/nwXEx236tYTTa+vJ9rXrZ2AmnVEW+Cbia6p3T7XC4kIhbuJDIs/7FIz9ZoGlxxPtF/7brF82XL2JZWa3EJJ2gouSQltmXpNg0tWEV3j1xWv9yS+yDmivRrkF0rSVnBJSmjLyE1ScMkGYnd+U/F6K3B68fPTiLZtuYWStBVckhLaMnKTFFzyJRY2sb6TaHr5Y2IrzC2UpK3gkpTQlpGbpOCSHxLH/KqdiE6pVxWvcwslaSu4pKpXaMvITWJwSdWbgF/QObHMLZSkreCS6nK9QltmQlvBJXsBDxK776rcQknaCC6p6xXaMvXaCC4pT0Jf32N+TqEkKTWDgkt66RbaMtUWG1yyHLiC+IJTTENwSS+DQlumzmKCS5YRJ4vvr01fAXyyS/24Q0lSalKCS3rpF9oytZoEl0BclTxG3HS7qHhsJgJBPlRbNpdQkpSaQcElw4a2TLUmwSWvpXOi2e1xAPmFkrQVXJIS2jJzmgSX9JNbKEnbwSX9QlskSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSe1J6RmzVNYCRxONrG8BPgPcn7jsMqJT6H5EV9C69cBGovfPFqKT2Fczr1lH9F7et5i3me5xCoM++9RrGlwCMeDuJrpkXd5lfm6hJG0Fl6R89qnXNLikdETx6PYF5hZK0lZwSanfZx+5SQouKV1JNIbsJrdQkraCS0r9PvvITVJwSYrcQknaCi7J0iQFl6TILZRkKYJLsjHpwSV1uYWStB1cMvPaCC7Zh94njbmFkrQdXNLvs0+9NoJLBn2BOYWSpNQME1wy04NnscElMNwXOG3BJTM9eBYTXFJK/QLHHUqSUjNscMlMDx5oHlxSeh7xBd7Y53fkEkqSUjMouKQq5bNPtSbBJaUziHOGOeILv4DOrj23UJK2gktK/T77zDG4ZL5BwSWSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpNFY6uCSlMCOpsuNquYtdFrf1n2B6OoFacEjK4nGlisr054OnMDiO7sfDryBaJJ5P9EkMyWOIUspgR1NlxtVzWqia+lcj8fLi7rU4JGNXd7jpgHfR4rjiU5h3yVa8JateF/SwnuPXGpgR5PlRllzGtESbg3R5at8nELkZWxXLJMaPHIX0eV9z8pjexZnFdFNf13xek/gMmIA3bnI9+5rqTrApwR2NF1ulDXfIfpDf4vYksvHUUSIyMOkB4+sB/YnDlkriEadW1nYCX9YG4jm4OUebCtwevHz01jCU5OlGjwpgR1NlxtlzWbgkdr83YHnEls3pAePbCrmXUwMykvpni92NNGo8mqigeWqLjVVXwI+XJt2J9EM9MfF+i2JpRo8qYEdTZYbdahI3QbiPOjKyrSU4JHzgHOIk9htRDTAFuY39DydOEH/BDFwTy3q+x3afsjCAb4T0UH2qj7LZetZxBf0M+YHdryT2BLOXMRyo6zp5gaiR3LdAXROgn9B/wuDw4hzqzniig0iZ+w3zN8bXVnUnNDnvbo5jdg49hhUmKuUwI6my42ypmo34irqNbXpwwSPlHYhTth/RfRr/lCx3O2Vxz1ET+a393mfur2AB4lzuomWEurRdLlR1pTeWMyrn4cMEzxSdTkxYHYj9kC/6FN7LAsv80+s1ZQXAK/v8z4TKSXUo+lyo6q5jjhBrRo2eKTqY8ReAuIcZw44sEvdvsXjNbXH/pWa5cAVxMCdKimhHk2XG1XNauJQ9Lra9GGDR0rLiUTn84vXby/qL2P+3uoQ4LM93qO0DPg08P7a9BXAJwcsm7VBoR69wklyCRUpvYEYPKu7zBsUPLIB+Bpxub5zMf9k4t8I5etdiMPWHHAtcZL8MeKuca8rv9LZxAC+GLioeGwuPtOHBiybndTADpgfTpJjqEjpWhbeRS4NCh55MXEzcI64M307MTDq506HAD+gc07zXeD5A9brtSw8F6o+6qF42RsmsKMaTpJzqMgaIhO+n37BI9sT5zNPHfD7lhW/6/cS10uSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS1L5R9n85nGbBGi8ETiK6fF4NXAh8vVaTEhpSdRjwHqLl22O1ecuILqb7Ae/rsmxbASXDrnOq1KCVidE0WGMd0aD6MuCW4j1+yfyOWqmhIaVVdHogr6zNO5powj1HdCqtayugZNh1TpUatDIxmgZrrCS2lGoj6o8Xy725Mi01NKRUdh3tNniOKB69Bk9bASXDrnOq1KCViXEc8De1ac8k/kC/pveh88kszKg4vFjupcXrZURPw58z/4/zFaKrad2xxB/ps3QfPAD70H3wpP6u9UT/wVfTvTnmsOs8jFcCv91l+o3ERjNx9qD7B/opcfgYxvuJZpDVzIxziT/2ZjqhIduAv64tuy+RK7EHnb3PMIMn9XddzfxDRbeAktR1HjbEpJvdiUPiMQ2WzdJOxJf1icT6pxB9hueAv6zN249OB9F7ic6mx9dqVgC3Ei1tofngSfldf06k3fw78UebI/Yy1YCSlPc5HbgeOJTYe/+aiBMYNp/rRKLbbL1V8cQaJlhjP+IP/xCdrXlTrWZQaMh7icFXajp4Un5XVbeAkpT3aTPE5Aa6B61MpKbBGiuIS+c5YiCVf/hBoSGHAt9k/pbXdPC0EVCS8j5thZj0ClrJzqiCNW5hfkbDoNCQLcTu/8zK457iPc4G3l17/36Dp42AkpT3aSPEBHoHrWRnVMEaZxBb0w6khYbcRvxRqo/yELiVuK9T1WvwtBVQkvI+iw0xKXULWpk4bQZrXEdcbkPz0JBLGP6w1VZAScr7LCbEpNQraGXipAZrVENM1hC30k+iEy/wAuIPUb1yGRQa0k2/wfO8Yt6NXea1EVCS8j6LCTEp9QtamRjDBGtUQ0yeRKQKzxH/oriZuD+yK/MNCg3p5iK6D54ziEvnOeKPewHzD0dtBZSkrHOTEJOqfkErU6kaYlLalbgvNEi/0JC2tRFQMuh9YHEhJilBK5IkSZIkSZLU3P8DMPqspkxBObsAAAAASUVORK5CYII=", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram scale" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d97a1d91-e09e-4cd9-9e79-08b4fad387a8", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/Functional_PPLs.ipynb b/notebooks/examples/Functional_PPLs.ipynb new file mode 100644 index 00000000..09cd4e43 --- /dev/null +++ b/notebooks/examples/Functional_PPLs.ipynb @@ -0,0 +1,29115 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b06149d6-9cfd-42d3-befb-79e5fa346510", + "metadata": {}, + "source": [ + "# My background\n", + "\n", + "- PhD in computational linguistics, machine learning, Bayesian models\n", + "- currently doing a fellowship on a probabilistic programming library called Monad-Bayes, written in Haskell" + ] + }, + { + "cell_type": "markdown", + "id": "650023e5-a271-48f9-a493-552fb1ed6951", + "metadata": { + "tags": [] + }, + "source": [ + "# Probabilistic programming + functional programming\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5235bfee-1ae7-49d2-9cb8-ba35746c53cf", + "metadata": {}, + "outputs": [], + "source": [ + ":opt no-lint" + ] + }, + { + "cell_type": "markdown", + "id": "19c77d21-e83e-414a-964e-23e411b5bfea", + "metadata": { + "tags": [] + }, + "source": [ + "## Functional programming in Haskell\n", + "\n", + "- purity: all functions are mathematical functions (no hidden side effects, no global state)\n", + "- static types: reason about the behavior of your program by looking at its type\n", + "- lazy evaluation\n", + "- compositionality: meaning of whole program should be a function of the meaning of the parts" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c796d0ec-9eb8-4874-aecf-2a15ddce3710", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- all Haskell programs are mathematical expressions\n", + "double x = x + x\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "709e69c4-0a2c-4132-a16c-4691f9476dab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "(+) :: forall {a}. Num a => a -> a -> a" + ], + "text/plain": [ + "(+) :: forall {a}. Num a => a -> a -> a" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t (+)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f67f9bef-57c6-4057-b1f2-a8ab209c060c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "True :: Bool" + ], + "text/plain": [ + "True :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- all expressions are statically typed\n", + ":t True" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "79a48373-7712-43de-ad5f-7dea84f1aaea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "False :: Bool" + ], + "text/plain": [ + "False :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t False" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f50b7e2b-3012-436f-b30e-cedfc58dce52", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "not :: Bool -> Bool" + ], + "text/plain": [ + "not :: Bool -> Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- functions have types. functions are pure\n", + ":t not" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", + "metadata": {}, + "outputs": [], + "source": [ + ":e ImportQualifiedPost\n", + ":e FlexibleContexts\n", + ":e BlockArguments\n", + ":e TupleSections\n", + ":e FlexibleContexts\n", + ":e OverloadedStrings\n", + ":e LambdaCase\n", + ":e RankNTypes\n", + "\n", + "import Control.Arrow (first)\n", + "import Data.Text (pack)\n", + "import Control.Monad\n", + "import Numeric.Log\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Integrator\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Density.Free\n", + "\n", + ":l Plotting.hs\n", + "\n", + "type Distribution a = forall m . MonadSample m => m a\n", + "type Measure a = forall m . MonadInfer m => m a\n", + "type Real = Double\n" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", + "metadata": {}, + "outputs": [], + "source": [ + "model :: Distribution Real\n", + "model = do\n", + " p <- bernoulli 0.2\n", + " if p then normal 10 1 else normal (-5) 5" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "(not True) :: Bool" + ], + "text/plain": [ + "(not True) :: Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- function application\n", + "not True\n", + ":t (not True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "86179273-86d5-4c04-a762-683d3eaf90cd", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"0f2752cb-6fe8-4954-b05c-f83938286295\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"0f2752cb-6fe8-4954-b05c-f83938286295\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"86179273-86d5-4c04-a762-683d3eaf90cd\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"5b5f6f63-ce73-4550-bab9-391e6bdb2667\"}, mhSessionId = UUID {uuidToString = \"0f2752cb-6fe8-4954-b05c-f83938286295\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"3853f518-08bf-4230-a2cc-81cc7ad780a1\"}, mhSessionId = UUID {uuidToString = \"0f2752cb-6fe8-4954-b05c-f83938286295\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:5: error:\n • Couldn't match expected type ‘Bool’ with actual type ‘Int’\n • In the first argument of ‘not’, namely ‘seven’\n In the expression: not seven\n In an equation for ‘it’: it = not seven" + ] + } + ], + "source": [ + "seven = 7 :: Int \n", + "\n", + "not seven" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c9d1f04c-915a-4784-b465-8fb199422679", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "[True, False, True] :: [Bool]" + ], + "text/plain": [ + "[True, False, True] :: [Bool]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "[seven] :: [Int]" + ], + "text/plain": [ + "[seven] :: [Int]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- types can take types as arguments\n", + ":t [True, False, True]\n", + ":t [seven]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "411a246b-a6b2-4ee8-83e1-6b858a35438a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "id :: forall {a}. a -> a" + ], + "text/plain": [ + "id :: forall {a}. a -> a" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- universal quantification\n", + "id True\n", + ":t \\(x,y) -> (y,x)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b6fd2e7e-0341-407d-b47e-173d8da79ffb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[False,True]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "map not [True, False] :: [Bool]" + ], + "text/plain": [ + "map not [True, False] :: [Bool]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- map applies a function to each element in a list\n", + "(map not) [True, False]\n", + ":t map not [True, False]\n", + "\n", + "\n", + "(+)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "6ff0479f-ac7a-4dae-8995-243cfe0e22e4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "(+) 1 :: forall {a}. Num a => a -> a" + ], + "text/plain": [ + "(+) 1 :: forall {a}. Num a => a -> a" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t (+) :: Int -> (Int -> Int)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "52570a58-3742-42cb-bd28-f0f2b7d31b3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "map :: forall {a} {b}. (a -> b) -> [a] -> [b]" + ], + "text/plain": [ + "map :: forall {a} {b}. (a -> b) -> [a] -> [b]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- map takes a function as its argument\n", + ":t map\n", + "\n", + "map :: forall {a} {b}. (a -> b) -> ([a] -> [b])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ea93bbfb-711e-41c4-84a2-e2a87946dcdf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2.0,4.0,16.0,256.0,65536.0,4.294967296e9,1.8446744073709552e19,3.402823669209385e38,1.157920892373162e77,1.3407807929942597e154]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- things can be defined recursively\n", + "-- Haskell is lazy\n", + "h :: [Double]\n", + "h = 1 : h\n", + "\n", + "take 10 h" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c0ace474-e685-421c-a1c4-710a3ddb148b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,2,3,4,5,6,7,8,9,10]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- here's an example using map\n", + "g :: [Int]\n", + "g = 1 : map (+1) g\n", + "\n", + "\n", + "take 10 g" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b730e0df-7b1c-4f97-a161-791f054512c0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- functions compose\n", + "not (not True) \n", + "(not . not) True\n", + "((> 0) . (+1)) 0" + ] + }, + { + "attachments": { + "406eee2d-492c-4dc3-8488-7fb35e62ebbf.png": { + "image/png": "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" + }, + "ccad8965-7128-4589-9bc9-66d719a33cc4.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "6d955c66-f25a-4362-ad68-58e9aeaf5981", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.04.45 PM.png](attachment:406eee2d-492c-4dc3-8488-7fb35e62ebbf.png)\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d195ae7-a56c-4625-b2e3-5a5b88a83d68", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": { + "dfe52b3a-4345-4743-9470-1151f92509ae.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "61e22652-97b1-49a0-a3bd-129054e9744e", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.07.45 PM.png](attachment:dfe52b3a-4345-4743-9470-1151f92509ae.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c18a6b5e-24c4-4a71-920b-58d28c2978a7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a86adc0f-6691-418e-8633-57a8f6d576a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "(.) :: forall {b} {c} {a}. (b -> c) -> (a -> b) -> a -> c" + ], + "text/plain": [ + "(.) :: forall {b} {c} {a}. (b -> c) -> (a -> b) -> a -> c" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + ":t (.)\n", + "\n", + "forall {b} {c} {a}. (b -> c) -> (a -> b) -> (a -> c)\n", + "\n", + "\n", + "a -> b -> c" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2ee6ae5e-c8b4-4e3e-8d91-05b0ce0b3d56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2,4,6,8,10,12,14,16,18,20]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- here's an example \n", + "\n", + "isEven :: Int -> Bool\n", + "isEven x = x `mod` 2 == 0\n", + "\n", + "-- given any list (infinite or otherwise), drop all the odd numbers\n", + "evens :: [Int] -> [Int]\n", + "evens = filter isEven \n", + "\n", + "tenEvens :: [Int] -> [Int]\n", + "tenEvens = take 10 . evens\n", + "\n", + "tenEvens [1..]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "cd81eb26-6874-45fc-a881-091b8f59c9d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "110" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sumOfEvens = foldr1 (+) . take 10 . filter isEven\n", + "\n", + "sumOfEvens [1..]" + ] + }, + { + "attachments": { + "e8e56a78-81d9-4af4-ab5f-adc68e37cd43.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "d5226a7e-cbaa-4f17-853a-fcfccd2ba86d", + "metadata": {}, + "source": [ + "![Screenshot 2022-06-21 at 11.22.06 PM.png](attachment:e8e56a78-81d9-4af4-ab5f-adc68e37cd43.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "77802ea5-40ee-4dd9-b1e1-f68e3170ea0b", + "metadata": {}, + "outputs": [], + "source": [ + "-- diagram $ D.hsep 0 [\n", + "-- boxDiagram \"(foldr1 (+))::\\n[Int] -> Int\",\n", + "-- boxDiagram \"(take 10)::\\n[Int] -> [Int]\", \n", + "-- boxDiagram \"(filter isEven)::\\n[Int] -> [Int]\"] \n" + ] + }, + { + "cell_type": "markdown", + "id": "5736f780-c0f3-4ef3-8fc8-c6d46c0a3209", + "metadata": { + "tags": [] + }, + "source": [ + "## Probability in a functional language" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "014c3376-2327-4ebc-960e-bf65f911c7d6", + "metadata": {}, + "outputs": [], + "source": [ + ":e ImportQualifiedPost\n", + ":e FlexibleContexts\n", + ":e BlockArguments\n", + ":e TupleSections\n", + ":e FlexibleContexts\n", + ":e OverloadedStrings\n", + ":e LambdaCase\n", + ":e RankNTypes\n", + "{-# LANGUAGE NoMonomorphismRestriction #-}\n", + "{-# LANGUAGE FlexibleContexts #-}\n", + "{-# LANGUAGE TypeFamilies #-}\n", + "\n", + "\n", + "import Control.Arrow (first)\n", + "import Data.Text (pack)\n", + "import qualified Data.Text as T\n", + "import Control.Monad\n", + "import Numeric.Log\n", + "import Control.Monad.Loops\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator hiding (expectation)\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Integrator\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Free\n", + "import Control.Monad.Bayes.Traced.Static\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "\n", + "\n", + "import qualified Diagrams.Prelude as D\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "\n", + "\n", + "import qualified Pipes.Prelude as P\n", + "import qualified Pipes as P\n", + "import Pipes (Producer, (>->), MonadTrans (lift))\n", + "import Control.Applicative\n", + "\n", + "import qualified Diagrams.Prelude as D\n", + "import Diagrams.Prelude (V2(..), (#))\n", + "import qualified Diagrams.Backend.Cairo as C\n", + "\n", + "\n", + "-- boxDiagram t = D.hsep 0.1 [\n", + "-- D.circle 0.001 # D.named \"in\",\n", + "-- (D.text t # D.scale 0.02 <> D.rect 0.25 0.25) # D.named \"box\",\n", + "-- D.circle 0.001 # D.named \"out\"] \n", + "-- # D.connectOutside \"out\" \"box\" # D.connectOutside \"box\" \"in\"\n", + "\n", + " \n", + "-- diagram $ D.hsep 0 [boxDiagram \"\\tnot::\\nBool -> Bool\", boxDiagram \"\\tnot::\\nBool -> Bool\"] \n", + "\n", + ":l Plotting.hs\n", + "\n", + "\n", + "type Distribution a = forall m . MonadSample m => m a\n", + "type Measure a = forall m . MonadInfer m => m a\n", + "type Real = Double\n", + "\n", + "type Diagram = D.Diagram C.B\n", + "displayDiagram = diagram\n" + ] + }, + { + "cell_type": "markdown", + "id": "c79490d2-8e1f-4500-a732-6f343f308295", + "metadata": {}, + "source": [ + "## An example of a distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "8be8e367-ca49-43d2-a089-c8fe68490691", + "metadata": {}, + "outputs": [], + "source": [ + "-- here is a new function bernoulli, along with a new type Distribution\n", + "-- both are from probabilistic programming library monad-bayes \n", + "model :: Distribution Bool\n", + "model = bernoulli 0.7" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a565b715-6f6b-434f-a6c0-f1ef81ecf424", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "sampleIO model :: IO Bool" + ], + "text/plain": [ + "sampleIO model :: IO Bool" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can sample from the model using the sampleIO function from monad-bayes\n", + "sampleIO model\n", + ":t sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d0d29458-60ff-438c-bd9d-5a306925bd8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(True,0.7),(False,0.30000000000000004)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can explore all possible outcomes\n", + "enumerate model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d7cec7f0-f11c-4d1c-8a26-960d8453e278", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 0.7 + }, + { + "X": "False", + "Y": 0.30000000000000004 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- and plot it of course\n", + "plotVega (first (pack . show) <$> (enumerate model))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "015d8ab5-6ce0-4f45-a34a-e6872eacdf65", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "False", + "Y": 0.7 + }, + { + "X": "True", + "Y": 0.30000000000000004 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- we can map a function over a distribution (using a variant called fmap)\n", + "model :: Distribution Bool\n", + "model = fmap not (bernoulli 0.7)\n", + "\n", + "plotVega (first (pack . show) <$> (enumerate model))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "7877d473-926b-4c24-89bf-1ef732a28670", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": "True", + "Y": 1 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "nominal" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- mapping has non-trivial effects on the distribution if the function is not injective\n", + "model :: Distribution Bool\n", + "model = fmap (const True) (bernoulli 0.7)\n", + "\n", + "plotVega (first (pack . show) <$> (enumerate model))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "eaf6ff86-c09d-4f60-b108-e2c4b9dfb6ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- in fact, we can construct many distributions as functions of the uniform distribution\n", + "model :: Distribution Bool\n", + "model = fmap (< 0.7) random\n", + "\n", + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5d4932d4-98dd-4dee-be2a-c02c50e89185", + "metadata": {}, + "outputs": [], + "source": [ + "model :: Distribution Real\n", + "model = normal 0 1" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ea9e9811-b8ba-495b-beba-6afaf0437457", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "359a90c7-5194-4add-b078-4d4ed61cf02c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.3140142600862594e-18" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "expectation model" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "52e85a5d-be42-498c-80b4-66950a83b6ed", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -4.99, + "Y": 3.7492945813980024e-08 + }, + { + "X": -4.98, + "Y": 0 + }, + { + "X": -4.97, + "Y": 0 + }, + { + "X": -4.96, + "Y": 4.191279455801877e-08 + }, + { + "X": -4.95, + "Y": 0 + }, + { + "X": -4.94, + "Y": 4.681133344988765e-08 + }, + { + "X": -4.93, + "Y": 0 + }, + { + "X": -4.92, + "Y": 5.223551673645684e-08 + }, + { + "X": -4.91, + "Y": 0 + }, + { + "X": -4.9, + "Y": 5.8236382936997086e-08 + }, + { + "X": -4.89, + "Y": 0 + }, + { + "X": -4.88, + "Y": 0 + }, + { + "X": -4.87, + "Y": 6.486935928323849e-08 + }, + { + "X": -4.86, + "Y": 0 + }, + { + "X": -4.8500000000000005, + "Y": 7.219458437453132e-08 + }, + { + "X": -4.84, + "Y": 0 + }, + { + "X": -4.83, + "Y": 8.027724978490287e-08 + }, + { + "X": -4.82, + "Y": 0 + }, + { + "X": -4.8100000000000005, + "Y": 8.918796136342631e-08 + }, + { + "X": -4.8, + "Y": 0 + }, + { + "X": -4.79, + "Y": 0 + }, + { + "X": -4.78, + "Y": 9.900312097207504e-08 + }, + { + "X": -4.7700000000000005, + "Y": 0 + }, + { + "X": -4.76, + "Y": 1.098053294060209e-07 + }, + { + "X": -4.75, + "Y": 0 + }, + { + "X": -4.74, + "Y": 1.2168381124003788e-07 + }, + { + "X": -4.73, + "Y": 0 + }, + { + "X": -4.72, + "Y": 1.347348623411902e-07 + }, + { + "X": -4.71, + "Y": 0 + }, + { + "X": -4.7, + "Y": 0 + }, + { + "X": -4.69, + "Y": 1.4906232078221646e-07 + }, + { + "X": -4.68, + "Y": 0 + }, + { + "X": -4.67, + "Y": 1.6477806188187277e-07 + }, + { + "X": -4.66, + "Y": 0 + }, + { + "X": -4.65, + "Y": 1.820025180878775e-07 + }, + { + "X": -4.64, + "Y": 0 + }, + { + "X": -4.63, + "Y": 2.008652244049259e-07 + }, + { + "X": -4.62, + "Y": 0 + }, + { + "X": -4.61, + "Y": 2.2150539005443487e-07 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.59, + "Y": 0 + }, + { + "X": -4.58, + "Y": 2.440724970341672e-07 + }, + { + "X": -4.57, + "Y": 0 + }, + { + "X": -4.5600000000000005, + "Y": 2.6872692622460684e-07 + }, + { + "X": -4.55, + "Y": 0 + }, + { + "X": -4.54, + "Y": 2.956406116648623e-07 + }, + { + "X": -4.53, + "Y": 0 + }, + { + "X": -4.5200000000000005, + "Y": 3.249977235939066e-07 + }, + { + "X": -4.51, + "Y": 0 + }, + { + "X": -4.5, + "Y": 3.569953808231019e-07 + }, + { + "X": -4.49, + "Y": 0 + }, + { + "X": -4.48, + "Y": 3.9184439297315837e-07 + }, + { + "X": -4.47, + "Y": 0 + }, + { + "X": -4.46, + "Y": 0 + }, + { + "X": -4.45, + "Y": 4.297700330729365e-07 + }, + { + "X": -4.44, + "Y": 0 + }, + { + "X": -4.43, + "Y": 4.710128409788093e-07 + }, + { + "X": -4.42, + "Y": 0 + }, + { + "X": -4.41, + "Y": 5.15829458031662e-07 + }, + { + "X": -4.4, + "Y": 0 + }, + { + "X": -4.39, + "Y": 5.644934933240318e-07 + }, + { + "X": -4.38, + "Y": 0 + }, + { + "X": -4.37, + "Y": 6.17296421902417e-07 + }, + { + "X": -4.36, + "Y": 0 + }, + { + "X": -4.3500000000000005, + "Y": 6.745485151794403e-07 + }, + { + "X": -4.34, + "Y": 0 + }, + { + "X": -4.33, + "Y": 7.365798037773881e-07 + }, + { + "X": -4.32, + "Y": 0 + }, + { + "X": -4.3100000000000005, + "Y": 8.037410729687387e-07 + }, + { + "X": -4.3, + "Y": 0 + }, + { + "X": -4.29, + "Y": 0 + }, + { + "X": -4.28, + "Y": 8.764048908206843e-07 + }, + { + "X": -4.2700000000000005, + "Y": 0 + }, + { + "X": -4.26, + "Y": 9.549666690894618e-07 + }, + { + "X": -4.25, + "Y": 0 + }, + { + "X": -4.24, + "Y": 1.0398457568465956e-06 + }, + { + "X": -4.23, + "Y": 0 + }, + { + "X": -4.22, + "Y": 1.1314865667530636e-06 + }, + { + "X": -4.21, + "Y": 0 + }, + { + "X": -4.2, + "Y": 1.2303597338290064e-06 + }, + { + "X": -4.19, + "Y": 0 + }, + { + "X": -4.18, + "Y": 1.3369633064960612e-06 + }, + { + "X": -4.17, + "Y": 0 + }, + { + "X": -4.16, + "Y": 1.4518239695968504e-06 + }, + { + "X": -4.15, + "Y": 0 + }, + { + "X": -4.14, + "Y": 1.5754982990217125e-06 + }, + { + "X": -4.13, + "Y": 0 + }, + { + "X": -4.12, + "Y": 1.7085740474966241e-06 + }, + { + "X": -4.11, + "Y": 0 + }, + { + "X": -4.1, + "Y": 1.8516714610085458e-06 + }, + { + "X": -4.09, + "Y": 0 + }, + { + "X": -4.08, + "Y": 2.0054446252653342e-06 + }, + { + "X": -4.07, + "Y": 0 + }, + { + "X": -4.0600000000000005, + "Y": 2.170582841507069e-06 + }, + { + "X": -4.05, + "Y": 0 + }, + { + "X": -4.04, + "Y": 2.347812030904298e-06 + }, + { + "X": -4.03, + "Y": 0 + }, + { + "X": -4.0200000000000005, + "Y": 2.5378961666965564e-06 + }, + { + "X": -4.01, + "Y": 0 + }, + { + "X": -4, + "Y": 2.74163873314169e-06 + }, + { + "X": -3.99, + "Y": 0 + }, + { + "X": -3.98, + "Y": 2.95988421026325e-06 + }, + { + "X": -3.97, + "Y": 0 + }, + { + "X": -3.96, + "Y": 3.1935195832997277e-06 + }, + { + "X": -3.95, + "Y": 0 + }, + { + "X": -3.94, + "Y": 3.4434758756758133e-06 + }, + { + "X": -3.93, + "Y": 0 + }, + { + "X": -3.92, + "Y": 3.7107297042324602e-06 + }, + { + "X": -3.91, + "Y": 0 + }, + { + "X": -3.9, + "Y": 3.996304855369474e-06 + }, + { + "X": -3.89, + "Y": 0 + }, + { + "X": -3.88, + "Y": 4.301273880671821e-06 + }, + { + "X": -3.87, + "Y": 0 + }, + { + "X": -3.86, + "Y": 4.6267597105090965e-06 + }, + { + "X": -3.85, + "Y": 0 + }, + { + "X": -3.84, + "Y": 4.9739372840167705e-06 + }, + { + "X": -3.83, + "Y": 0 + }, + { + "X": -3.8200000000000003, + "Y": 5.344035193788137e-06 + }, + { + "X": -3.81, + "Y": 0 + }, + { + "X": -3.8000000000000003, + "Y": 5.73833734352751e-06 + }, + { + "X": -3.79, + "Y": 0 + }, + { + "X": -3.7800000000000002, + "Y": 6.158184616838376e-06 + }, + { + "X": -3.77, + "Y": 0 + }, + { + "X": -3.7600000000000002, + "Y": 6.604976555244972e-06 + }, + { + "X": -3.75, + "Y": 0 + }, + { + "X": -3.74, + "Y": 7.080173043472433e-06 + }, + { + "X": -3.73, + "Y": 0 + }, + { + "X": -3.72, + "Y": 7.585295999939264e-06 + }, + { + "X": -3.71, + "Y": 8.121931070346704e-06 + }, + { + "X": -3.7, + "Y": 0 + }, + { + "X": -3.69, + "Y": 8.691729322182574e-06 + }, + { + "X": -3.68, + "Y": 0 + }, + { + "X": -3.67, + "Y": 9.29640893789274e-06 + }, + { + "X": -3.66, + "Y": 0 + }, + { + "X": -3.65, + "Y": 9.937756904411262e-06 + }, + { + "X": -3.64, + "Y": 0 + }, + { + "X": -3.63, + "Y": 1.0617630696681032e-05 + }, + { + "X": -3.62, + "Y": 0 + }, + { + "X": -3.61, + "Y": 1.1337959952739998e-05 + }, + { + "X": -3.6, + "Y": 0 + }, + { + "X": -3.59, + "Y": 1.2100748137894354e-05 + }, + { + "X": -3.58, + "Y": 0 + }, + { + "X": -3.5700000000000003, + "Y": 1.2908074195449115e-05 + }, + { + "X": -3.56, + "Y": 0 + }, + { + "X": -3.5500000000000003, + "Y": 1.3762094181418511e-05 + }, + { + "X": -3.54, + "Y": 1.4665042880593739e-05 + }, + { + "X": -3.5300000000000002, + "Y": 0 + }, + { + "X": -3.52, + "Y": 1.5619235401303533e-05 + }, + { + "X": -3.5100000000000002, + "Y": 0 + }, + { + "X": -3.5, + "Y": 1.6627068746164226e-05 + }, + { + "X": -3.49, + "Y": 0 + }, + { + "X": -3.48, + "Y": 1.769102335608002e-05 + }, + { + "X": -3.47, + "Y": 0 + }, + { + "X": -3.46, + "Y": 1.8813664624721372e-05 + }, + { + "X": -3.45, + "Y": 0 + }, + { + "X": -3.44, + "Y": 1.9997644380679704e-05 + }, + { + "X": -3.43, + "Y": 0 + }, + { + "X": -3.42, + "Y": 2.1245702334469666e-05 + }, + { + "X": -3.41, + "Y": 2.256066748752656e-05 + }, + { + "X": -3.4, + "Y": 0 + }, + { + "X": -3.39, + "Y": 2.3945459500325375e-05 + }, + { + "X": -3.38, + "Y": 0 + }, + { + "X": -3.37, + "Y": 2.5403090016729927e-05 + }, + { + "X": -3.36, + "Y": 0 + }, + { + "X": -3.35, + "Y": 2.693666394166524e-05 + }, + { + "X": -3.34, + "Y": 0 + }, + { + "X": -3.33, + "Y": 2.8549380669193613e-05 + }, + { + "X": -3.3200000000000003, + "Y": 0 + }, + { + "X": -3.31, + "Y": 3.0244535258064753e-05 + }, + { + "X": -3.3000000000000003, + "Y": 3.202551955180295e-05 + }, + { + "X": -3.29, + "Y": 0 + }, + { + "X": -3.2800000000000002, + "Y": 3.38958232403889e-05 + }, + { + "X": -3.27, + "Y": 0 + }, + { + "X": -3.2600000000000002, + "Y": 3.5859034860591014e-05 + }, + { + "X": -3.25, + "Y": 0 + }, + { + "X": -3.24, + "Y": 3.791884273200043e-05 + }, + { + "X": -3.23, + "Y": 0 + }, + { + "X": -3.22, + "Y": 4.007903582582505e-05 + }, + { + "X": -3.21, + "Y": 4.234350456350147e-05 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3.19, + "Y": 4.471624154218849e-05 + }, + { + "X": -3.18, + "Y": 0 + }, + { + "X": -3.17, + "Y": 4.72013421842128e-05 + }, + { + "X": -3.16, + "Y": 0 + }, + { + "X": -3.15, + "Y": 4.980300530754576e-05 + }, + { + "X": -3.14, + "Y": 5.2525533614399666e-05 + }, + { + "X": -3.13, + "Y": 0 + }, + { + "X": -3.12, + "Y": 5.5373334095043257e-05 + }, + { + "X": -3.11, + "Y": 0 + }, + { + "X": -3.1, + "Y": 5.8350918343948347e-05 + }, + { + "X": -3.09, + "Y": 0 + }, + { + "X": -3.08, + "Y": 6.146290278539249e-05 + }, + { + "X": -3.0700000000000003, + "Y": 6.471400880565739e-05 + }, + { + "X": -3.06, + "Y": 0 + }, + { + "X": -3.0500000000000003, + "Y": 6.810906278897741e-05 + }, + { + "X": -3.04, + "Y": 0 + }, + { + "X": -3.0300000000000002, + "Y": 7.165299605440874e-05 + }, + { + "X": -3.02, + "Y": 0 + }, + { + "X": -3.0100000000000002, + "Y": 7.53508446908064e-05 + }, + { + "X": -3, + "Y": 7.920774928711329e-05 + }, + { + "X": -2.99, + "Y": 0 + }, + { + "X": -2.98, + "Y": 8.322895455518356e-05 + }, + { + "X": -2.97, + "Y": 0 + }, + { + "X": -2.96, + "Y": 8.741980884238064e-05 + }, + { + "X": -2.95, + "Y": 0 + }, + { + "X": -2.94, + "Y": 9.178576353120915e-05 + }, + { + "X": -2.93, + "Y": 9.633237232325919e-05 + }, + { + "X": -2.92, + "Y": 0 + }, + { + "X": -2.91, + "Y": 0.0001010652904047608 + }, + { + "X": -2.9, + "Y": 0 + }, + { + "X": -2.89, + "Y": 0.00010599027349106711 + }, + { + "X": -2.88, + "Y": 0 + }, + { + "X": -2.87, + "Y": 0.00011111317674740418 + }, + { + "X": -2.86, + "Y": 0.00011643995358324773 + }, + { + "X": -2.85, + "Y": 0 + }, + { + "X": -2.84, + "Y": 0.0001219766543177074 + }, + { + "X": -2.83, + "Y": 0 + }, + { + "X": -2.82, + "Y": 0.00012772942471332206 + }, + { + "X": -2.81, + "Y": 0.00013370450437569212 + }, + { + "X": -2.8000000000000003, + "Y": 0 + }, + { + "X": -2.79, + "Y": 0.00013990822501639837 + }, + { + "X": -2.7800000000000002, + "Y": 0 + }, + { + "X": -2.77, + "Y": 0.00014634700857668202 + }, + { + "X": -2.7600000000000002, + "Y": 0.00015302736520938465 + }, + { + "X": -2.75, + "Y": 0 + }, + { + "X": -2.74, + "Y": 0.0001599558911166761 + }, + { + "X": -2.73, + "Y": 0 + }, + { + "X": -2.72, + "Y": 0.00016713926624112316 + }, + { + "X": -2.71, + "Y": 0.00017458425180768541 + }, + { + "X": -2.7, + "Y": 0 + }, + { + "X": -2.69, + "Y": 0.00018229768771425248 + }, + { + "X": -2.68, + "Y": 0 + }, + { + "X": -2.67, + "Y": 0.0001902864897683732 + }, + { + "X": -2.66, + "Y": 0.000198557646767862 + }, + { + "X": -2.65, + "Y": 0 + }, + { + "X": -2.64, + "Y": 0.00020711821742300577 + }, + { + "X": -2.63, + "Y": 0 + }, + { + "X": -2.62, + "Y": 0.00021597532711813662 + }, + { + "X": -2.61, + "Y": 0.00022513616451037979 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.59, + "Y": 0.0002346079779634332 + }, + { + "X": -2.58, + "Y": 0 + }, + { + "X": -2.57, + "Y": 0.00024439807181428835 + }, + { + "X": -2.56, + "Y": 0.00025451380247085555 + }, + { + "X": -2.5500000000000003, + "Y": 0 + }, + { + "X": -2.54, + "Y": 0.00026496257433851917 + }, + { + "X": -2.5300000000000002, + "Y": 0 + }, + { + "X": -2.52, + "Y": 0.00027575183557371116 + }, + { + "X": -2.5100000000000002, + "Y": 0.0002868890736626639 + }, + { + "X": -2.5, + "Y": 0 + }, + { + "X": -2.49, + "Y": 0.0002983818108235766 + }, + { + "X": -2.48, + "Y": 0 + }, + { + "X": -2.47, + "Y": 0.00031023759923051405 + }, + { + "X": -2.46, + "Y": 0.00032246401605744266 + }, + { + "X": -2.45, + "Y": 0 + }, + { + "X": -2.44, + "Y": 0.0003350686583409059 + }, + { + "X": -2.43, + "Y": 0 + }, + { + "X": -2.42, + "Y": 0.00034805913765994265 + }, + { + "X": -2.41, + "Y": 0.0003614430746319628 + }, + { + "X": -2.4, + "Y": 0 + }, + { + "X": -2.39, + "Y": 0.0003752280932234126 + }, + { + "X": -2.38, + "Y": 0.000389421814874191 + }, + { + "X": -2.37, + "Y": 0 + }, + { + "X": -2.36, + "Y": 0.0004040318524349117 + }, + { + "X": -2.35, + "Y": 0 + }, + { + "X": -2.34, + "Y": 0.00041906580391625424 + }, + { + "X": -2.33, + "Y": 0.0004345312460498021 + }, + { + "X": -2.32, + "Y": 0 + }, + { + "X": -2.31, + "Y": 0.000450435727659931 + }, + { + "X": -2.3000000000000003, + "Y": 0 + }, + { + "X": -2.29, + "Y": 0.0004667867628464887 + }, + { + "X": -2.2800000000000002, + "Y": 0.00048359182397819656 + }, + { + "X": -2.27, + "Y": 0 + }, + { + "X": -2.2600000000000002, + "Y": 0.0005008583344969005 + }, + { + "X": -2.25, + "Y": 0.0005185936615330127 + }, + { + "X": -2.24, + "Y": 0 + }, + { + "X": -2.23, + "Y": 0.0005368051083327097 + }, + { + "X": -2.22, + "Y": 0 + }, + { + "X": -2.21, + "Y": 0.0005554999064976874 + }, + { + "X": -2.2, + "Y": 0.0005746852080385286 + }, + { + "X": -2.19, + "Y": 0 + }, + { + "X": -2.18, + "Y": 0.0005943680772429933 + }, + { + "X": -2.17, + "Y": 0.0006145554823608319 + }, + { + "X": -2.16, + "Y": 0 + }, + { + "X": -2.15, + "Y": 0.0006352542871069976 + }, + { + "X": -2.14, + "Y": 0 + }, + { + "X": -2.13, + "Y": 0.0006564712419854548 + }, + { + "X": -2.12, + "Y": 0.0006782129754360892 + }, + { + "X": -2.11, + "Y": 0 + }, + { + "X": -2.1, + "Y": 0.0007004859848075628 + }, + { + "X": -2.09, + "Y": 0.0007232966271593107 + }, + { + "X": -2.08, + "Y": 0 + }, + { + "X": -2.07, + "Y": 0.0007466511098962335 + }, + { + "X": -2.06, + "Y": 0.0007705554812400225 + }, + { + "X": -2.05, + "Y": 0 + }, + { + "X": -2.04, + "Y": 0.0007950156205414475 + }, + { + "X": -2.0300000000000002, + "Y": 0 + }, + { + "X": -2.02, + "Y": 0.0008200372284383462 + }, + { + "X": -2.0100000000000002, + "Y": 0.0008456258168644748 + }, + { + "X": -2, + "Y": 0 + }, + { + "X": -1.99, + "Y": 0.0008717866989148212 + }, + { + "X": -1.98, + "Y": 0.0008985249785734322 + }, + { + "X": -1.97, + "Y": 0 + }, + { + "X": -1.96, + "Y": 0.0009258455403102705 + }, + { + "X": -1.95, + "Y": 0.0009537530385541035 + }, + { + "X": -1.94, + "Y": 0 + }, + { + "X": -1.93, + "Y": 0.0009822518870489113 + }, + { + "X": -1.92, + "Y": 0 + }, + { + "X": -1.9100000000000001, + "Y": 0.0010113462481018153 + }, + { + "X": -1.9000000000000001, + "Y": 0.001041040021731042 + }, + { + "X": -1.8900000000000001, + "Y": 0 + }, + { + "X": -1.8800000000000001, + "Y": 0.0010713368347229687 + }, + { + "X": -1.87, + "Y": 0.001102240029607845 + }, + { + "X": -1.86, + "Y": 0 + }, + { + "X": -1.85, + "Y": 0.0011337526535643231 + }, + { + "X": -1.84, + "Y": 0.0011658774472635075 + }, + { + "X": -1.83, + "Y": 0 + }, + { + "X": -1.82, + "Y": 0.00119861683366379 + }, + { + "X": -1.81, + "Y": 0 + }, + { + "X": -1.8, + "Y": 0.0012319729067683273 + }, + { + "X": -1.79, + "Y": 0.0012659474203575896 + }, + { + "X": -1.78, + "Y": 0 + }, + { + "X": -1.77, + "Y": 0.0013005417767100087 + }, + { + "X": -1.76, + "Y": 0.0013357570153243424 + }, + { + "X": -1.75, + "Y": 0 + }, + { + "X": -1.74, + "Y": 0.0013715938016579706 + }, + { + "X": -1.73, + "Y": 0.0014080524158959346 + }, + { + "X": -1.72, + "Y": 0 + }, + { + "X": -1.71, + "Y": 0.0014451327417661325 + }, + { + "X": -1.7, + "Y": 0.0014828342554166721 + }, + { + "X": -1.69, + "Y": 0 + }, + { + "X": -1.68, + "Y": 0.0015211560143719878 + }, + { + "X": -1.67, + "Y": 0 + }, + { + "X": -1.6600000000000001, + "Y": 0.0015600966465849002 + }, + { + "X": -1.6500000000000001, + "Y": 0.0015996543396023881 + }, + { + "X": -1.6400000000000001, + "Y": 0 + }, + { + "X": -1.6300000000000001, + "Y": 0.0016398268298634126 + }, + { + "X": -1.62, + "Y": 0.0016806113921476861 + }, + { + "X": -1.61, + "Y": 0 + }, + { + "X": -1.6, + "Y": 0.0017220048291948333 + }, + { + "X": -1.59, + "Y": 0.0017640034615139237 + }, + { + "X": -1.58, + "Y": 0 + }, + { + "X": -1.57, + "Y": 0.0018066031174038585 + }, + { + "X": -1.56, + "Y": 0.0018497991232056035 + }, + { + "X": -1.55, + "Y": 0 + }, + { + "X": -1.54, + "Y": 0.0018935862938077202 + }, + { + "X": -1.53, + "Y": 0.0019379589234271005 + }, + { + "X": -1.52, + "Y": 0 + }, + { + "X": -1.51, + "Y": 0.0019829107766872267 + }, + { + "X": -1.5, + "Y": 0 + }, + { + "X": -1.49, + "Y": 0.0020284350800166755 + }, + { + "X": -1.48, + "Y": 0.0020745245133909256 + }, + { + "X": -1.47, + "Y": 0 + }, + { + "X": -1.46, + "Y": 0.002121171202440884 + }, + { + "X": -1.45, + "Y": 0.002168366710951787 + }, + { + "X": -1.44, + "Y": 0 + }, + { + "X": -1.43, + "Y": 0.002216102033776419 + }, + { + "X": -1.42, + "Y": 0.0022643675901867686 + }, + { + "X": -1.41, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0.0023131532176884086 + }, + { + "X": -1.3900000000000001, + "Y": 0.0023624481663219914 + }, + { + "X": -1.3800000000000001, + "Y": 0 + }, + { + "X": -1.37, + "Y": 0.002412241093476311 + }, + { + "X": -1.36, + "Y": 0.002462520059237387 + }, + { + "X": -1.35, + "Y": 0 + }, + { + "X": -1.34, + "Y": 0.002513272522297972 + }, + { + "X": -1.33, + "Y": 0.002564485336451781 + }, + { + "X": -1.32, + "Y": 0 + }, + { + "X": -1.31, + "Y": 0.0026161447476965626 + }, + { + "X": -1.3, + "Y": 0 + }, + { + "X": -1.29, + "Y": 0.002668236391969896 + }, + { + "X": -1.28, + "Y": 0.002720745293541317 + }, + { + "X": -1.27, + "Y": 0 + }, + { + "X": -1.26, + "Y": 0.0027736558640839835 + }, + { + "X": -1.25, + "Y": 0.002826951902448678 + }, + { + "X": -1.24, + "Y": 0 + }, + { + "X": -1.23, + "Y": 0.002880616595162421 + }, + { + "X": -1.22, + "Y": 0.002934632517673396 + }, + { + "X": -1.21, + "Y": 0 + }, + { + "X": -1.2, + "Y": 0.002988981636363239 + }, + { + "X": -1.19, + "Y": 0.003043645311346999 + }, + { + "X": -1.18, + "Y": 0 + }, + { + "X": -1.17, + "Y": 0.0030986043000802775 + }, + { + "X": -1.16, + "Y": 0.0031538387617921796 + }, + { + "X": -1.1500000000000001, + "Y": 0 + }, + { + "X": -1.1400000000000001, + "Y": 0.0032093282627617195 + }, + { + "X": -1.1300000000000001, + "Y": 0.00326505178245431 + }, + { + "X": -1.12, + "Y": 0 + }, + { + "X": -1.11, + "Y": 0.0033209877205338163 + }, + { + "X": -1.1, + "Y": 0.0033771139047644783 + }, + { + "X": -1.09, + "Y": 0 + }, + { + "X": -1.08, + "Y": 0.003433407599815704 + }, + { + "X": -1.07, + "Y": 0 + }, + { + "X": -1.06, + "Y": 0.0034898455169813853 + }, + { + "X": -1.05, + "Y": 0.0035464038248239635 + }, + { + "X": -1.04, + "Y": 0 + }, + { + "X": -1.03, + "Y": 0.003603058160751934 + }, + { + "X": -1.02, + "Y": 0.0036597836435379237 + }, + { + "X": -1.01, + "Y": 0 + }, + { + "X": -1, + "Y": 0.0037165548867827886 + }, + { + "X": -0.99, + "Y": 0.003773346013329465 + }, + { + "X": -0.98, + "Y": 0 + }, + { + "X": -0.97, + "Y": 0.0038301306706285056 + }, + { + "X": -0.96, + "Y": 0.0038868820470553743 + }, + { + "X": -0.9500000000000001, + "Y": 0 + }, + { + "X": -0.9400000000000001, + "Y": 0.003943572889177631 + }, + { + "X": -0.93, + "Y": 0.004000175519968187 + }, + { + "X": -0.92, + "Y": 0 + }, + { + "X": -0.91, + "Y": 0.00405666185795874 + }, + { + "X": -0.9, + "Y": 0.0041130034373254385 + }, + { + "X": -0.89, + "Y": 0 + }, + { + "X": -0.88, + "Y": 0.00416917142889668 + }, + { + "X": -0.87, + "Y": 0.004225136662070771 + }, + { + "X": -0.86, + "Y": 0 + }, + { + "X": -0.85, + "Y": 0.004280869647628983 + }, + { + "X": -0.84, + "Y": 0 + }, + { + "X": -0.8300000000000001, + "Y": 0.004336340601427298 + }, + { + "X": -0.8200000000000001, + "Y": 0.004391519468947859 + }, + { + "X": -0.81, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0.004446375950688885 + }, + { + "X": -0.79, + "Y": 0.004500879528369521 + }, + { + "X": -0.78, + "Y": 0 + }, + { + "X": -0.77, + "Y": 0.00455499949192377 + }, + { + "X": -0.76, + "Y": 0.004608704967255409 + }, + { + "X": -0.75, + "Y": 0 + }, + { + "X": -0.74, + "Y": 0.0046619649447234715 + }, + { + "X": -0.73, + "Y": 0.004714748308325627 + }, + { + "X": -0.72, + "Y": 0 + }, + { + "X": -0.71, + "Y": 0.004767023865544575 + }, + { + "X": -0.7000000000000001, + "Y": 0.004818760377820313 + }, + { + "X": -0.6900000000000001, + "Y": 0 + }, + { + "X": -0.68, + "Y": 0.00486992659160903 + }, + { + "X": -0.67, + "Y": 0.004920491269987208 + }, + { + "X": -0.66, + "Y": 0 + }, + { + "X": -0.65, + "Y": 0.004970423224757491 + }, + { + "X": -0.64, + "Y": 0.005019691349010871 + }, + { + "X": -0.63, + "Y": 0 + }, + { + "X": -0.62, + "Y": 0.00506826465009779 + }, + { + "X": -0.61, + "Y": 0 + }, + { + "X": -0.6, + "Y": 0.00511611228295897 + }, + { + "X": -0.59, + "Y": 0.005163203583764962 + }, + { + "X": -0.58, + "Y": 0 + }, + { + "X": -0.5700000000000001, + "Y": 0.005209508103811773 + }, + { + "X": -0.56, + "Y": 0.0052549956436183974 + }, + { + "X": -0.55, + "Y": 0 + }, + { + "X": -0.54, + "Y": 0.005299636287170563 + }, + { + "X": -0.53, + "Y": 0.0053434004362537335 + }, + { + "X": -0.52, + "Y": 0 + }, + { + "X": -0.51, + "Y": 0.005386258844817177 + }, + { + "X": -0.5, + "Y": 0.00542818265330983 + }, + { + "X": -0.49, + "Y": 0 + }, + { + "X": -0.48, + "Y": 0.0054691434229277545 + }, + { + "X": -0.47000000000000003, + "Y": 0.005509113169712187 + }, + { + "X": -0.46, + "Y": 0 + }, + { + "X": -0.45, + "Y": 0.005548064398436534 + }, + { + "X": -0.44, + "Y": 0.005585970136220163 + }, + { + "X": -0.43, + "Y": 0 + }, + { + "X": -0.42, + "Y": 0.005622803965806521 + }, + { + "X": -0.41000000000000003, + "Y": 0 + }, + { + "X": -0.4, + "Y": 0.005658540058442911 + }, + { + "X": -0.39, + "Y": 0.005693153206299264 + }, + { + "X": -0.38, + "Y": 0 + }, + { + "X": -0.37, + "Y": 0.005726618854363395 + }, + { + "X": -0.36, + "Y": 0.00575891313175056 + }, + { + "X": -0.35000000000000003, + "Y": 0 + }, + { + "X": -0.34, + "Y": 0.0057900128823656334 + }, + { + "X": -0.33, + "Y": 0.0058198956948568815 + }, + { + "X": -0.32, + "Y": 0 + }, + { + "X": -0.31, + "Y": 0.005848539931801176 + }, + { + "X": -0.3, + "Y": 0.005875924758061493 + }, + { + "X": -0.29, + "Y": 0 + }, + { + "X": -0.28, + "Y": 0.0059020301682587316 + }, + { + "X": -0.27, + "Y": 0.0059268370133012515 + }, + { + "X": -0.26, + "Y": 0 + }, + { + "X": -0.25, + "Y": 0.005950327025917075 + }, + { + "X": -0.24, + "Y": 0.00597248284513534 + }, + { + "X": -0.23, + "Y": 0 + }, + { + "X": -0.22, + "Y": 0.005993288039665507 + }, + { + "X": -0.21, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0.006012727130124799 + }, + { + "X": -0.19, + "Y": 0.006030785610066508 + }, + { + "X": -0.18, + "Y": 0 + }, + { + "X": -0.17, + "Y": 0.006047449965764158 + }, + { + "X": -0.16, + "Y": 0.006062707694708904 + }, + { + "X": -0.15, + "Y": 0 + }, + { + "X": -0.14, + "Y": 0.006076547322780186 + }, + { + "X": -0.13, + "Y": 0.006088958420052334 + }, + { + "X": -0.12, + "Y": 0 + }, + { + "X": -0.11, + "Y": 0.0060999316152026495 + }, + { + "X": -0.1, + "Y": 0.006109458608489452 + }, + { + "X": -0.09, + "Y": 0 + }, + { + "X": -0.08, + "Y": 0.006117532183271598 + }, + { + "X": -0.07, + "Y": 0.006124146216044101 + }, + { + "X": -0.06, + "Y": 0 + }, + { + "X": -0.05, + "Y": 0.006129295684967723 + }, + { + "X": -0.04, + "Y": 0.006132976676873676 + }, + { + "X": -0.03, + "Y": 0 + }, + { + "X": -0.02, + "Y": 0.006135186392727903 + }, + { + "X": -0.01, + "Y": 0 + }, + { + "X": 0, + "Y": 0.00613592315154283 + }, + { + "X": 0.01, + "Y": 0.006135186392727903 + }, + { + "X": 0.02, + "Y": 0 + }, + { + "X": 0.03, + "Y": 0.006132976676873676 + }, + { + "X": 0.04, + "Y": 0.006129295684967723 + }, + { + "X": 0.05, + "Y": 0 + }, + { + "X": 0.06, + "Y": 0.006124146216044101 + }, + { + "X": 0.07, + "Y": 0.006117532183271598 + }, + { + "X": 0.08, + "Y": 0 + }, + { + "X": 0.09, + "Y": 0.006109458608489452 + }, + { + "X": 0.1, + "Y": 0.0060999316152026495 + }, + { + "X": 0.11, + "Y": 0 + }, + { + "X": 0.12, + "Y": 0.006088958420052334 + }, + { + "X": 0.13, + "Y": 0.006076547322780186 + }, + { + "X": 0.14, + "Y": 0 + }, + { + "X": 0.15, + "Y": 0.006062707694708904 + }, + { + "X": 0.16, + "Y": 0.006047449965764158 + }, + { + "X": 0.17, + "Y": 0 + }, + { + "X": 0.18, + "Y": 0.006030785610066508 + }, + { + "X": 0.19, + "Y": 0.006012727130124799 + }, + { + "X": 0.2, + "Y": 0 + }, + { + "X": 0.21, + "Y": 0.005993288039665507 + }, + { + "X": 0.22, + "Y": 0 + }, + { + "X": 0.23, + "Y": 0.00597248284513534 + }, + { + "X": 0.24, + "Y": 0.005950327025917075 + }, + { + "X": 0.25, + "Y": 0 + }, + { + "X": 0.26, + "Y": 0.0059268370133012515 + }, + { + "X": 0.27, + "Y": 0.0059020301682587316 + }, + { + "X": 0.28, + "Y": 0 + }, + { + "X": 0.29, + "Y": 0.005875924758061493 + }, + { + "X": 0.3, + "Y": 0.005848539931801176 + }, + { + "X": 0.31, + "Y": 0 + }, + { + "X": 0.32, + "Y": 0.0058198956948568815 + }, + { + "X": 0.33, + "Y": 0.0057900128823656334 + }, + { + "X": 0.34, + "Y": 0 + }, + { + "X": 0.35000000000000003, + "Y": 0.00575891313175056 + }, + { + "X": 0.36, + "Y": 0.005726618854363395 + }, + { + "X": 0.37, + "Y": 0 + }, + { + "X": 0.38, + "Y": 0.005693153206299264 + }, + { + "X": 0.39, + "Y": 0.005658540058442911 + }, + { + "X": 0.4, + "Y": 0 + }, + { + "X": 0.41000000000000003, + "Y": 0.005622803965806521 + }, + { + "X": 0.42, + "Y": 0 + }, + { + "X": 0.43, + "Y": 0.005585970136220163 + }, + { + "X": 0.44, + "Y": 0.005548064398436534 + }, + { + "X": 0.45, + "Y": 0 + }, + { + "X": 0.46, + "Y": 0.005509113169712187 + }, + { + "X": 0.47000000000000003, + "Y": 0.0054691434229277545 + }, + { + "X": 0.48, + "Y": 0 + }, + { + "X": 0.49, + "Y": 0.00542818265330983 + }, + { + "X": 0.5, + "Y": 0.005386258844817177 + }, + { + "X": 0.51, + "Y": 0 + }, + { + "X": 0.52, + "Y": 0.0053434004362537335 + }, + { + "X": 0.53, + "Y": 0.005299636287170563 + }, + { + "X": 0.54, + "Y": 0 + }, + { + "X": 0.55, + "Y": 0.0052549956436183974 + }, + { + "X": 0.56, + "Y": 0.005209508103811773 + }, + { + "X": 0.5700000000000001, + "Y": 0 + }, + { + "X": 0.58, + "Y": 0.005163203583764962 + }, + { + "X": 0.59, + "Y": 0.00511611228295897 + }, + { + "X": 0.6, + "Y": 0 + }, + { + "X": 0.61, + "Y": 0.00506826465009779 + }, + { + "X": 0.62, + "Y": 0 + }, + { + "X": 0.63, + "Y": 0.005019691349010871 + }, + { + "X": 0.64, + "Y": 0.004970423224757491 + }, + { + "X": 0.65, + "Y": 0 + }, + { + "X": 0.66, + "Y": 0.004920491269987208 + }, + { + "X": 0.67, + "Y": 0.00486992659160903 + }, + { + "X": 0.68, + "Y": 0 + }, + { + "X": 0.6900000000000001, + "Y": 0.004818760377820313 + }, + { + "X": 0.7000000000000001, + "Y": 0.004767023865544575 + }, + { + "X": 0.71, + "Y": 0 + }, + { + "X": 0.72, + "Y": 0.004714748308325627 + }, + { + "X": 0.73, + "Y": 0.0046619649447234715 + }, + { + "X": 0.74, + "Y": 0 + }, + { + "X": 0.75, + "Y": 0.004608704967255409 + }, + { + "X": 0.76, + "Y": 0.00455499949192377 + }, + { + "X": 0.77, + "Y": 0 + }, + { + "X": 0.78, + "Y": 0.004500879528369521 + }, + { + "X": 0.79, + "Y": 0.004446375950688885 + }, + { + "X": 0.8, + "Y": 0 + }, + { + "X": 0.81, + "Y": 0.004391519468947859 + }, + { + "X": 0.8200000000000001, + "Y": 0.004336340601427298 + }, + { + "X": 0.8300000000000001, + "Y": 0 + }, + { + "X": 0.84, + "Y": 0.004280869647628983 + }, + { + "X": 0.85, + "Y": 0 + }, + { + "X": 0.86, + "Y": 0.004225136662070771 + }, + { + "X": 0.87, + "Y": 0.00416917142889668 + }, + { + "X": 0.88, + "Y": 0 + }, + { + "X": 0.89, + "Y": 0.0041130034373254385 + }, + { + "X": 0.9, + "Y": 0.00405666185795874 + }, + { + "X": 0.91, + "Y": 0 + }, + { + "X": 0.92, + "Y": 0.004000175519968187 + }, + { + "X": 0.93, + "Y": 0.003943572889177631 + }, + { + "X": 0.9400000000000001, + "Y": 0 + }, + { + "X": 0.9500000000000001, + "Y": 0.0038868820470553743 + }, + { + "X": 0.96, + "Y": 0.0038301306706285056 + }, + { + "X": 0.97, + "Y": 0 + }, + { + "X": 0.98, + "Y": 0.003773346013329465 + }, + { + "X": 0.99, + "Y": 0.0037165548867827886 + }, + { + "X": 1, + "Y": 0 + }, + { + "X": 1.01, + "Y": 0.0036597836435379237 + }, + { + "X": 1.02, + "Y": 0.003603058160751934 + }, + { + "X": 1.03, + "Y": 0 + }, + { + "X": 1.04, + "Y": 0.0035464038248239635 + }, + { + "X": 1.05, + "Y": 0.0034898455169813853 + }, + { + "X": 1.06, + "Y": 0 + }, + { + "X": 1.07, + "Y": 0.003433407599815704 + }, + { + "X": 1.08, + "Y": 0 + }, + { + "X": 1.09, + "Y": 0.0033771139047644783 + }, + { + "X": 1.1, + "Y": 0.0033209877205338163 + }, + { + "X": 1.11, + "Y": 0 + }, + { + "X": 1.12, + "Y": 0.00326505178245431 + }, + { + "X": 1.1300000000000001, + "Y": 0.0032093282627617195 + }, + { + "X": 1.1400000000000001, + "Y": 0 + }, + { + "X": 1.1500000000000001, + "Y": 0.0031538387617921796 + }, + { + "X": 1.16, + "Y": 0.0030986043000802775 + }, + { + "X": 1.17, + "Y": 0 + }, + { + "X": 1.18, + "Y": 0.003043645311346999 + }, + { + "X": 1.19, + "Y": 0.002988981636363239 + }, + { + "X": 1.2, + "Y": 0 + }, + { + "X": 1.21, + "Y": 0.002934632517673396 + }, + { + "X": 1.22, + "Y": 0.002880616595162421 + }, + { + "X": 1.23, + "Y": 0 + }, + { + "X": 1.24, + "Y": 0.002826951902448678 + }, + { + "X": 1.25, + "Y": 0.0027736558640839835 + }, + { + "X": 1.26, + "Y": 0 + }, + { + "X": 1.27, + "Y": 0.002720745293541317 + }, + { + "X": 1.28, + "Y": 0.002668236391969896 + }, + { + "X": 1.29, + "Y": 0 + }, + { + "X": 1.3, + "Y": 0.0026161447476965626 + }, + { + "X": 1.31, + "Y": 0 + }, + { + "X": 1.32, + "Y": 0.002564485336451781 + }, + { + "X": 1.33, + "Y": 0.002513272522297972 + }, + { + "X": 1.34, + "Y": 0 + }, + { + "X": 1.35, + "Y": 0.002462520059237387 + }, + { + "X": 1.36, + "Y": 0.002412241093476311 + }, + { + "X": 1.37, + "Y": 0 + }, + { + "X": 1.3800000000000001, + "Y": 0.0023624481663219914 + }, + { + "X": 1.3900000000000001, + "Y": 0.0023131532176884086 + }, + { + "X": 1.4000000000000001, + "Y": 0 + }, + { + "X": 1.41, + "Y": 0.0022643675901867686 + }, + { + "X": 1.42, + "Y": 0.002216102033776419 + }, + { + "X": 1.43, + "Y": 0 + }, + { + "X": 1.44, + "Y": 0.002168366710951787 + }, + { + "X": 1.45, + "Y": 0.002121171202440884 + }, + { + "X": 1.46, + "Y": 0 + }, + { + "X": 1.47, + "Y": 0.0020745245133909256 + }, + { + "X": 1.48, + "Y": 0.0020284350800166755 + }, + { + "X": 1.49, + "Y": 0 + }, + { + "X": 1.5, + "Y": 0.0019829107766872267 + }, + { + "X": 1.51, + "Y": 0 + }, + { + "X": 1.52, + "Y": 0.0019379589234271005 + }, + { + "X": 1.53, + "Y": 0.0018935862938077202 + }, + { + "X": 1.54, + "Y": 0 + }, + { + "X": 1.55, + "Y": 0.0018497991232056035 + }, + { + "X": 1.56, + "Y": 0.0018066031174038585 + }, + { + "X": 1.57, + "Y": 0 + }, + { + "X": 1.58, + "Y": 0.0017640034615139237 + }, + { + "X": 1.59, + "Y": 0.0017220048291948333 + }, + { + "X": 1.6, + "Y": 0 + }, + { + "X": 1.61, + "Y": 0.0016806113921476861 + }, + { + "X": 1.62, + "Y": 0.0016398268298634126 + }, + { + "X": 1.6300000000000001, + "Y": 0 + }, + { + "X": 1.6400000000000001, + "Y": 0.0015996543396023881 + }, + { + "X": 1.6500000000000001, + "Y": 0.0015600966465849002 + }, + { + "X": 1.6600000000000001, + "Y": 0 + }, + { + "X": 1.67, + "Y": 0.0015211560143719878 + }, + { + "X": 1.68, + "Y": 0 + }, + { + "X": 1.69, + "Y": 0.0014828342554166721 + }, + { + "X": 1.7, + "Y": 0.0014451327417661325 + }, + { + "X": 1.71, + "Y": 0 + }, + { + "X": 1.72, + "Y": 0.0014080524158959346 + }, + { + "X": 1.73, + "Y": 0.0013715938016579706 + }, + { + "X": 1.74, + "Y": 0 + }, + { + "X": 1.75, + "Y": 0.0013357570153243424 + }, + { + "X": 1.76, + "Y": 0.0013005417767100087 + }, + { + "X": 1.77, + "Y": 0 + }, + { + "X": 1.78, + "Y": 0.0012659474203575896 + }, + { + "X": 1.79, + "Y": 0.0012319729067683273 + }, + { + "X": 1.8, + "Y": 0 + }, + { + "X": 1.81, + "Y": 0.00119861683366379 + }, + { + "X": 1.82, + "Y": 0 + }, + { + "X": 1.83, + "Y": 0.0011658774472635075 + }, + { + "X": 1.84, + "Y": 0.0011337526535643231 + }, + { + "X": 1.85, + "Y": 0 + }, + { + "X": 1.86, + "Y": 0.001102240029607845 + }, + { + "X": 1.87, + "Y": 0.0010713368347229687 + }, + { + "X": 1.8800000000000001, + "Y": 0 + }, + { + "X": 1.8900000000000001, + "Y": 0.001041040021731042 + }, + { + "X": 1.9000000000000001, + "Y": 0.0010113462481018153 + }, + { + "X": 1.9100000000000001, + "Y": 0 + }, + { + "X": 1.92, + "Y": 0.0009822518870489113 + }, + { + "X": 1.93, + "Y": 0 + }, + { + "X": 1.94, + "Y": 0.0009537530385541035 + }, + { + "X": 1.95, + "Y": 0.0009258455403102705 + }, + { + "X": 1.96, + "Y": 0 + }, + { + "X": 1.97, + "Y": 0.0008985249785734322 + }, + { + "X": 1.98, + "Y": 0.0008717866989148212 + }, + { + "X": 1.99, + "Y": 0 + }, + { + "X": 2, + "Y": 0.0008456258168644748 + }, + { + "X": 2.0100000000000002, + "Y": 0.0008200372284383462 + }, + { + "X": 2.02, + "Y": 0 + }, + { + "X": 2.0300000000000002, + "Y": 0.0007950156205414475 + }, + { + "X": 2.04, + "Y": 0 + }, + { + "X": 2.05, + "Y": 0.0007705554812400225 + }, + { + "X": 2.06, + "Y": 0.0007466511098962335 + }, + { + "X": 2.07, + "Y": 0 + }, + { + "X": 2.08, + "Y": 0.0007232966271593107 + }, + { + "X": 2.09, + "Y": 0.0007004859848075628 + }, + { + "X": 2.1, + "Y": 0 + }, + { + "X": 2.11, + "Y": 0.0006782129754360892 + }, + { + "X": 2.12, + "Y": 0.0006564712419854548 + }, + { + "X": 2.13, + "Y": 0 + }, + { + "X": 2.14, + "Y": 0.0006352542871069976 + }, + { + "X": 2.15, + "Y": 0 + }, + { + "X": 2.16, + "Y": 0.0006145554823608319 + }, + { + "X": 2.17, + "Y": 0.0005943680772429933 + }, + { + "X": 2.18, + "Y": 0 + }, + { + "X": 2.19, + "Y": 0.0005746852080385286 + }, + { + "X": 2.2, + "Y": 0.0005554999064976874 + }, + { + "X": 2.21, + "Y": 0 + }, + { + "X": 2.22, + "Y": 0.0005368051083327097 + }, + { + "X": 2.23, + "Y": 0 + }, + { + "X": 2.24, + "Y": 0.0005185936615330127 + }, + { + "X": 2.25, + "Y": 0.0005008583344969005 + }, + { + "X": 2.2600000000000002, + "Y": 0 + }, + { + "X": 2.27, + "Y": 0.00048359182397819656 + }, + { + "X": 2.2800000000000002, + "Y": 0.0004667867628464887 + }, + { + "X": 2.29, + "Y": 0 + }, + { + "X": 2.3000000000000003, + "Y": 0.000450435727659931 + }, + { + "X": 2.31, + "Y": 0 + }, + { + "X": 2.32, + "Y": 0.0004345312460498021 + }, + { + "X": 2.33, + "Y": 0.00041906580391625424 + }, + { + "X": 2.34, + "Y": 0 + }, + { + "X": 2.35, + "Y": 0.0004040318524349117 + }, + { + "X": 2.36, + "Y": 0 + }, + { + "X": 2.37, + "Y": 0.000389421814874191 + }, + { + "X": 2.38, + "Y": 0.0003752280932234126 + }, + { + "X": 2.39, + "Y": 0 + }, + { + "X": 2.4, + "Y": 0.0003614430746319628 + }, + { + "X": 2.41, + "Y": 0.00034805913765994265 + }, + { + "X": 2.42, + "Y": 0 + }, + { + "X": 2.43, + "Y": 0.0003350686583409059 + }, + { + "X": 2.44, + "Y": 0 + }, + { + "X": 2.45, + "Y": 0.00032246401605744266 + }, + { + "X": 2.46, + "Y": 0.00031023759923051405 + }, + { + "X": 2.47, + "Y": 0 + }, + { + "X": 2.48, + "Y": 0.0002983818108235766 + }, + { + "X": 2.49, + "Y": 0 + }, + { + "X": 2.5, + "Y": 0.0002868890736626639 + }, + { + "X": 2.5100000000000002, + "Y": 0.00027575183557371116 + }, + { + "X": 2.52, + "Y": 0 + }, + { + "X": 2.5300000000000002, + "Y": 0.00026496257433851917 + }, + { + "X": 2.54, + "Y": 0 + }, + { + "X": 2.5500000000000003, + "Y": 0.00025451380247085555 + }, + { + "X": 2.56, + "Y": 0.00024439807181428835 + }, + { + "X": 2.57, + "Y": 0 + }, + { + "X": 2.58, + "Y": 0.0002346079779634332 + }, + { + "X": 2.59, + "Y": 0 + }, + { + "X": 2.6, + "Y": 0.00022513616451037979 + }, + { + "X": 2.61, + "Y": 0.00021597532711813662 + }, + { + "X": 2.62, + "Y": 0 + }, + { + "X": 2.63, + "Y": 0.00020711821742300577 + }, + { + "X": 2.64, + "Y": 0 + }, + { + "X": 2.65, + "Y": 0.000198557646767862 + }, + { + "X": 2.66, + "Y": 0.0001902864897683732 + }, + { + "X": 2.67, + "Y": 0 + }, + { + "X": 2.68, + "Y": 0.00018229768771425248 + }, + { + "X": 2.69, + "Y": 0 + }, + { + "X": 2.7, + "Y": 0.00017458425180768541 + }, + { + "X": 2.71, + "Y": 0.00016713926624112316 + }, + { + "X": 2.72, + "Y": 0 + }, + { + "X": 2.73, + "Y": 0.0001599558911166761 + }, + { + "X": 2.74, + "Y": 0 + }, + { + "X": 2.75, + "Y": 0.00015302736520938465 + }, + { + "X": 2.7600000000000002, + "Y": 0.00014634700857668202 + }, + { + "X": 2.77, + "Y": 0 + }, + { + "X": 2.7800000000000002, + "Y": 0.00013990822501639837 + }, + { + "X": 2.79, + "Y": 0 + }, + { + "X": 2.8000000000000003, + "Y": 0.00013370450437569212 + }, + { + "X": 2.81, + "Y": 0.00012772942471332206 + }, + { + "X": 2.82, + "Y": 0 + }, + { + "X": 2.83, + "Y": 0.0001219766543177074 + }, + { + "X": 2.84, + "Y": 0 + }, + { + "X": 2.85, + "Y": 0.00011643995358324773 + }, + { + "X": 2.86, + "Y": 0.00011111317674740418 + }, + { + "X": 2.87, + "Y": 0 + }, + { + "X": 2.88, + "Y": 0.00010599027349106711 + }, + { + "X": 2.89, + "Y": 0 + }, + { + "X": 2.9, + "Y": 0.0001010652904047608 + }, + { + "X": 2.91, + "Y": 0 + }, + { + "X": 2.92, + "Y": 9.633237232325919e-05 + }, + { + "X": 2.93, + "Y": 9.178576353120915e-05 + }, + { + "X": 2.94, + "Y": 0 + }, + { + "X": 2.95, + "Y": 8.741980884238064e-05 + }, + { + "X": 2.96, + "Y": 0 + }, + { + "X": 2.97, + "Y": 8.322895455518356e-05 + }, + { + "X": 2.98, + "Y": 0 + }, + { + "X": 2.99, + "Y": 7.920774928711329e-05 + }, + { + "X": 3, + "Y": 7.53508446908064e-05 + }, + { + "X": 3.0100000000000002, + "Y": 0 + }, + { + "X": 3.02, + "Y": 7.165299605440874e-05 + }, + { + "X": 3.0300000000000002, + "Y": 0 + }, + { + "X": 3.04, + "Y": 6.810906278897741e-05 + }, + { + "X": 3.0500000000000003, + "Y": 0 + }, + { + "X": 3.06, + "Y": 6.471400880565739e-05 + }, + { + "X": 3.0700000000000003, + "Y": 6.146290278539249e-05 + }, + { + "X": 3.08, + "Y": 0 + }, + { + "X": 3.09, + "Y": 5.8350918343948347e-05 + }, + { + "X": 3.1, + "Y": 0 + }, + { + "X": 3.11, + "Y": 5.5373334095043257e-05 + }, + { + "X": 3.12, + "Y": 0 + }, + { + "X": 3.13, + "Y": 5.2525533614399666e-05 + }, + { + "X": 3.14, + "Y": 4.980300530754576e-05 + }, + { + "X": 3.15, + "Y": 0 + }, + { + "X": 3.16, + "Y": 4.72013421842128e-05 + }, + { + "X": 3.17, + "Y": 0 + }, + { + "X": 3.18, + "Y": 4.471624154218849e-05 + }, + { + "X": 3.19, + "Y": 0 + }, + { + "X": 3.2, + "Y": 4.234350456350147e-05 + }, + { + "X": 3.21, + "Y": 4.007903582582505e-05 + }, + { + "X": 3.22, + "Y": 0 + }, + { + "X": 3.23, + "Y": 3.791884273200043e-05 + }, + { + "X": 3.24, + "Y": 0 + }, + { + "X": 3.25, + "Y": 3.5859034860591014e-05 + }, + { + "X": 3.2600000000000002, + "Y": 0 + }, + { + "X": 3.27, + "Y": 3.38958232403889e-05 + }, + { + "X": 3.2800000000000002, + "Y": 0 + }, + { + "X": 3.29, + "Y": 3.202551955180295e-05 + }, + { + "X": 3.3000000000000003, + "Y": 3.0244535258064753e-05 + }, + { + "X": 3.31, + "Y": 0 + }, + { + "X": 3.3200000000000003, + "Y": 2.8549380669193613e-05 + }, + { + "X": 3.33, + "Y": 0 + }, + { + "X": 3.34, + "Y": 2.693666394166524e-05 + }, + { + "X": 3.35, + "Y": 0 + }, + { + "X": 3.36, + "Y": 2.5403090016729927e-05 + }, + { + "X": 3.37, + "Y": 0 + }, + { + "X": 3.38, + "Y": 2.3945459500325375e-05 + }, + { + "X": 3.39, + "Y": 0 + }, + { + "X": 3.4, + "Y": 2.256066748752656e-05 + }, + { + "X": 3.41, + "Y": 2.1245702334469666e-05 + }, + { + "X": 3.42, + "Y": 0 + }, + { + "X": 3.43, + "Y": 1.9997644380679704e-05 + }, + { + "X": 3.44, + "Y": 0 + }, + { + "X": 3.45, + "Y": 1.8813664624721372e-05 + }, + { + "X": 3.46, + "Y": 0 + }, + { + "X": 3.47, + "Y": 1.769102335608002e-05 + }, + { + "X": 3.48, + "Y": 0 + }, + { + "X": 3.49, + "Y": 1.6627068746164226e-05 + }, + { + "X": 3.5, + "Y": 0 + }, + { + "X": 3.5100000000000002, + "Y": 1.5619235401303533e-05 + }, + { + "X": 3.52, + "Y": 0 + }, + { + "X": 3.5300000000000002, + "Y": 1.4665042880593739e-05 + }, + { + "X": 3.54, + "Y": 1.3762094181418511e-05 + }, + { + "X": 3.5500000000000003, + "Y": 0 + }, + { + "X": 3.56, + "Y": 1.2908074195449115e-05 + }, + { + "X": 3.5700000000000003, + "Y": 0 + }, + { + "X": 3.58, + "Y": 1.2100748137894354e-05 + }, + { + "X": 3.59, + "Y": 0 + }, + { + "X": 3.6, + "Y": 1.1337959952739998e-05 + }, + { + "X": 3.61, + "Y": 0 + }, + { + "X": 3.62, + "Y": 1.0617630696681032e-05 + }, + { + "X": 3.63, + "Y": 0 + }, + { + "X": 3.64, + "Y": 9.937756904411262e-06 + }, + { + "X": 3.65, + "Y": 0 + }, + { + "X": 3.66, + "Y": 9.29640893789274e-06 + }, + { + "X": 3.67, + "Y": 0 + }, + { + "X": 3.68, + "Y": 8.691729322182574e-06 + }, + { + "X": 3.69, + "Y": 0 + }, + { + "X": 3.7, + "Y": 8.121931070346704e-06 + }, + { + "X": 3.71, + "Y": 7.585295999939264e-06 + }, + { + "X": 3.72, + "Y": 0 + }, + { + "X": 3.73, + "Y": 7.080173043472433e-06 + }, + { + "X": 3.74, + "Y": 0 + }, + { + "X": 3.75, + "Y": 6.604976555244972e-06 + }, + { + "X": 3.7600000000000002, + "Y": 0 + }, + { + "X": 3.77, + "Y": 6.158184616838376e-06 + }, + { + "X": 3.7800000000000002, + "Y": 0 + }, + { + "X": 3.79, + "Y": 5.73833734352751e-06 + }, + { + "X": 3.8000000000000003, + "Y": 0 + }, + { + "X": 3.81, + "Y": 5.344035193788137e-06 + }, + { + "X": 3.8200000000000003, + "Y": 0 + }, + { + "X": 3.83, + "Y": 4.9739372840167705e-06 + }, + { + "X": 3.84, + "Y": 0 + }, + { + "X": 3.85, + "Y": 4.6267597105090965e-06 + }, + { + "X": 3.86, + "Y": 0 + }, + { + "X": 3.87, + "Y": 4.301273880671821e-06 + }, + { + "X": 3.88, + "Y": 0 + }, + { + "X": 3.89, + "Y": 3.996304855369474e-06 + }, + { + "X": 3.9, + "Y": 0 + }, + { + "X": 3.91, + "Y": 3.7107297042324602e-06 + }, + { + "X": 3.92, + "Y": 0 + }, + { + "X": 3.93, + "Y": 3.4434758756758133e-06 + }, + { + "X": 3.94, + "Y": 0 + }, + { + "X": 3.95, + "Y": 3.1935195832997277e-06 + }, + { + "X": 3.96, + "Y": 0 + }, + { + "X": 3.97, + "Y": 2.95988421026325e-06 + }, + { + "X": 3.98, + "Y": 0 + }, + { + "X": 3.99, + "Y": 2.74163873314169e-06 + }, + { + "X": 4, + "Y": 0 + }, + { + "X": 4.01, + "Y": 2.5378961666965564e-06 + }, + { + "X": 4.0200000000000005, + "Y": 0 + }, + { + "X": 4.03, + "Y": 2.347812030904298e-06 + }, + { + "X": 4.04, + "Y": 0 + }, + { + "X": 4.05, + "Y": 2.170582841507069e-06 + }, + { + "X": 4.0600000000000005, + "Y": 0 + }, + { + "X": 4.07, + "Y": 2.0054446252653342e-06 + }, + { + "X": 4.08, + "Y": 0 + }, + { + "X": 4.09, + "Y": 1.8516714610085458e-06 + }, + { + "X": 4.1, + "Y": 0 + }, + { + "X": 4.11, + "Y": 1.7085740474966241e-06 + }, + { + "X": 4.12, + "Y": 0 + }, + { + "X": 4.13, + "Y": 1.5754982990217125e-06 + }, + { + "X": 4.14, + "Y": 0 + }, + { + "X": 4.15, + "Y": 1.4518239695968504e-06 + }, + { + "X": 4.16, + "Y": 0 + }, + { + "X": 4.17, + "Y": 1.3369633064960612e-06 + }, + { + "X": 4.18, + "Y": 0 + }, + { + "X": 4.19, + "Y": 1.2303597338290064e-06 + }, + { + "X": 4.2, + "Y": 0 + }, + { + "X": 4.21, + "Y": 1.1314865667530636e-06 + }, + { + "X": 4.22, + "Y": 0 + }, + { + "X": 4.23, + "Y": 1.0398457568465956e-06 + }, + { + "X": 4.24, + "Y": 0 + }, + { + "X": 4.25, + "Y": 9.549666690894618e-07 + }, + { + "X": 4.26, + "Y": 0 + }, + { + "X": 4.2700000000000005, + "Y": 8.764048908206843e-07 + }, + { + "X": 4.28, + "Y": 0 + }, + { + "X": 4.29, + "Y": 0 + }, + { + "X": 4.3, + "Y": 8.037410729687387e-07 + }, + { + "X": 4.3100000000000005, + "Y": 0 + }, + { + "X": 4.32, + "Y": 7.365798037773881e-07 + }, + { + "X": 4.33, + "Y": 0 + }, + { + "X": 4.34, + "Y": 6.745485151794403e-07 + }, + { + "X": 4.3500000000000005, + "Y": 0 + }, + { + "X": 4.36, + "Y": 6.17296421902417e-07 + }, + { + "X": 4.37, + "Y": 0 + }, + { + "X": 4.38, + "Y": 5.644934933240318e-07 + }, + { + "X": 4.39, + "Y": 0 + }, + { + "X": 4.4, + "Y": 5.15829458031662e-07 + }, + { + "X": 4.41, + "Y": 0 + }, + { + "X": 4.42, + "Y": 4.710128409788093e-07 + }, + { + "X": 4.43, + "Y": 0 + }, + { + "X": 4.44, + "Y": 4.297700330729365e-07 + }, + { + "X": 4.45, + "Y": 0 + }, + { + "X": 4.46, + "Y": 0 + }, + { + "X": 4.47, + "Y": 3.9184439297315837e-07 + }, + { + "X": 4.48, + "Y": 0 + }, + { + "X": 4.49, + "Y": 3.569953808231019e-07 + }, + { + "X": 4.5, + "Y": 0 + }, + { + "X": 4.51, + "Y": 3.249977235939066e-07 + }, + { + "X": 4.5200000000000005, + "Y": 0 + }, + { + "X": 4.53, + "Y": 2.956406116648623e-07 + }, + { + "X": 4.54, + "Y": 0 + }, + { + "X": 4.55, + "Y": 2.6872692622460684e-07 + }, + { + "X": 4.5600000000000005, + "Y": 0 + }, + { + "X": 4.57, + "Y": 2.440724970341672e-07 + }, + { + "X": 4.58, + "Y": 0 + }, + { + "X": 4.59, + "Y": 0 + }, + { + "X": 4.6000000000000005, + "Y": 2.2150539005443487e-07 + }, + { + "X": 4.61, + "Y": 0 + }, + { + "X": 4.62, + "Y": 2.008652244049259e-07 + }, + { + "X": 4.63, + "Y": 0 + }, + { + "X": 4.64, + "Y": 1.820025180878775e-07 + }, + { + "X": 4.65, + "Y": 0 + }, + { + "X": 4.66, + "Y": 1.6477806188187277e-07 + }, + { + "X": 4.67, + "Y": 0 + }, + { + "X": 4.68, + "Y": 1.4906232078221646e-07 + }, + { + "X": 4.69, + "Y": 0 + }, + { + "X": 4.7, + "Y": 0 + }, + { + "X": 4.71, + "Y": 1.347348623411902e-07 + }, + { + "X": 4.72, + "Y": 0 + }, + { + "X": 4.73, + "Y": 1.2168381124003788e-07 + }, + { + "X": 4.74, + "Y": 0 + }, + { + "X": 4.75, + "Y": 1.098053294060209e-07 + }, + { + "X": 4.76, + "Y": 0 + }, + { + "X": 4.7700000000000005, + "Y": 9.900312097207504e-08 + }, + { + "X": 4.78, + "Y": 0 + }, + { + "X": 4.79, + "Y": 0 + }, + { + "X": 4.8, + "Y": 8.918796136342631e-08 + }, + { + "X": 4.8100000000000005, + "Y": 0 + }, + { + "X": 4.82, + "Y": 8.027724978490287e-08 + }, + { + "X": 4.83, + "Y": 0 + }, + { + "X": 4.84, + "Y": 7.219458437453132e-08 + }, + { + "X": 4.8500000000000005, + "Y": 0 + }, + { + "X": 4.86, + "Y": 6.486935928323849e-08 + }, + { + "X": 4.87, + "Y": 0 + }, + { + "X": 4.88, + "Y": 0 + }, + { + "X": 4.89, + "Y": 5.8236382936997086e-08 + }, + { + "X": 4.9, + "Y": 0 + }, + { + "X": 4.91, + "Y": 5.223551673645684e-08 + }, + { + "X": 4.92, + "Y": 0 + }, + { + "X": 4.93, + "Y": 4.681133344988765e-08 + }, + { + "X": 4.94, + "Y": 0 + }, + { + "X": 4.95, + "Y": 4.191279455801877e-08 + }, + { + "X": 4.96, + "Y": 0 + }, + { + "X": 4.97, + "Y": 0 + }, + { + "X": 4.98, + "Y": 3.7492945813980024e-08 + }, + { + "X": 4.99, + "Y": 0 + }, + { + "X": 5, + "Y": 3.350863028792296e-08 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ histogram 1000 0.01 model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4721d92c-bccc-4222-a49b-bac7260f8d72", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.8416212335729143,[0.2])" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ runWith [0.2] model" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3d48f5fc-47e2-457e-9907-c6bb7e6111ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[8.761213301165592e-2,-0.5358674009545494,-1.016534293454599,1.2096956346375245,-1.8239953572749856,-0.6309238899747698,-6.246458172643844e-3,0.7827771921125714,-0.7670781016187258,0.3594039678041086,-0.4730996425625426]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO $ prior $ mh 10 $ model" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "10a95ab4-519b-4dec-b2e4-c9e883fe1598", + "metadata": {}, + "outputs": [], + "source": [ + "-- we can hand the result of one distribution to a Markov kernel, and thus construct more complex distributions\n", + "-- distributions as programs, hence: probabilistic programming\n", + "model :: Distribution Real\n", + "model = do\n", + " c <- bernoulli 0.2\n", + " if c then normal 10 1 else normal (-5) 5" + ] + }, + { + "cell_type": "markdown", + "id": "2dc02aea-beed-4430-acf5-55891f03e270", + "metadata": {}, + "source": [ + "View this as an abstract description of a distribution. It is composed from simpler distributions, and can itself be a piece in larger distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7f053d9b-2a8d-4c10-9ec2-8250ba59c4e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10.936448959211399" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampleIO model" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "5a317c45-3f98-4022-a267-2b2d7bff53ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1.999999999999914" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "expectation model" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0e9b8be9-4f2f-4f3a-92c3-0fe725f9283f", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -24.8, + "Y": 5.3095963671804324e-06 + }, + { + "X": -24.6, + "Y": 6.165627647681546e-06 + }, + { + "X": -24.400000000000002, + "Y": 7.142426872944732e-06 + }, + { + "X": -24.200000000000003, + "Y": 8.254377982243924e-06 + }, + { + "X": -24, + "Y": 9.517217568292708e-06 + }, + { + "X": -23.8, + "Y": 1.0948119678973923e-05 + }, + { + "X": -23.6, + "Y": 1.951916511397483e-05 + }, + { + "X": -23.400000000000002, + "Y": 1.53873326738432e-05 + }, + { + "X": -23.200000000000003, + "Y": 1.756447251953682e-05 + }, + { + "X": -23, + "Y": 2.0007057866674773e-05 + }, + { + "X": -22.8, + "Y": 2.2741709649609795e-05 + }, + { + "X": -22.6, + "Y": 2.5797043317974205e-05 + }, + { + "X": -22.400000000000002, + "Y": 2.920375038464111e-05 + }, + { + "X": -22.200000000000003, + "Y": 5.1043211362140733e-05 + }, + { + "X": -22, + "Y": 3.947883961364423e-05 + }, + { + "X": -21.8, + "Y": 4.438883568868708e-05 + }, + { + "X": -21.6, + "Y": 4.981604384789415e-05 + }, + { + "X": -21.400000000000002, + "Y": 5.5803886480783915e-05 + }, + { + "X": -21.200000000000003, + "Y": 9.627310649706154e-05 + }, + { + "X": -21, + "Y": 7.353406698112101e-05 + }, + { + "X": -20.8, + "Y": 8.186283113755633e-05 + }, + { + "X": -20.6, + "Y": 9.097940195119327e-05 + }, + { + "X": -20.400000000000002, + "Y": 0.00015542877950402179 + }, + { + "X": -20.200000000000003, + "Y": 0.0001176030725961721 + }, + { + "X": -20, + "Y": 0.00012994936307383746 + }, + { + "X": -19.8, + "Y": 0.00022043035575747914 + }, + { + "X": -19.6, + "Y": 0.0001656444511166623 + }, + { + "X": -19.400000000000002, + "Y": 0.00018204250426452149 + }, + { + "X": -19.200000000000003, + "Y": 0.00030672846672537724 + }, + { + "X": -19, + "Y": 0.00022900418687446427 + }, + { + "X": -18.8, + "Y": 0.00025038660506084855 + }, + { + "X": -18.6, + "Y": 0.0004192169646104488 + }, + { + "X": -18.400000000000002, + "Y": 0.00031107530922898813 + }, + { + "X": -18.2, + "Y": 0.0005185837672412176 + }, + { + "X": -18, + "Y": 0.0003832048398221772 + }, + { + "X": -17.8, + "Y": 0.00041558110144749964 + }, + { + "X": -17.6, + "Y": 0.0006888181760479613 + }, + { + "X": -17.400000000000002, + "Y": 0.0005061612922303652 + }, + { + "X": -17.2, + "Y": 0.000835656696506249 + }, + { + "X": -17, + "Y": 0.0006117199264780828 + }, + { + "X": -16.8, + "Y": 0.001006103121920774 + }, + { + "X": -16.6, + "Y": 0.0007337779924051356 + }, + { + "X": -16.400000000000002, + "Y": 0.0012024350560064876 + }, + { + "X": -16.2, + "Y": 0.0008738440118643176 + }, + { + "X": -16, + "Y": 0.0014268870141138828 + }, + { + "X": -15.8, + "Y": 0.0010333804232739619 + }, + { + "X": -15.600000000000001, + "Y": 0.0016815964699223697 + }, + { + "X": -15.4, + "Y": 0.0012137652729090045 + }, + { + "X": -15.200000000000001, + "Y": 0.0019685429326754145 + }, + { + "X": -15, + "Y": 0.0014162493419906026 + }, + { + "X": -14.8, + "Y": 0.0022894803727306276 + }, + { + "X": -14.600000000000001, + "Y": 0.0016419090158662855 + }, + { + "X": -14.4, + "Y": 0.002645863614316109 + }, + { + "X": -14.200000000000001, + "Y": 0.0018915954247418377 + }, + { + "X": -14, + "Y": 0.0030387696830687394 + }, + { + "X": -13.8, + "Y": 0.003292322586302597 + }, + { + "X": -13.600000000000001, + "Y": 0.002342373597746243 + }, + { + "X": -13.4, + "Y": 0.00374472560044742 + }, + { + "X": -13.200000000000001, + "Y": 0.0026563505776088787 + }, + { + "X": -13, + "Y": 0.004234089126490092 + }, + { + "X": -12.8, + "Y": 0.004545075472352339 + }, + { + "X": -12.600000000000001, + "Y": 0.003209076685363121 + }, + { + "X": -12.4, + "Y": 0.0050912499414268765 + }, + { + "X": -12.200000000000001, + "Y": 0.0035843756991705495 + }, + { + "X": -12, + "Y": 0.005670273981989368 + }, + { + "X": -11.8, + "Y": 0.006032222334389711 + }, + { + "X": -11.600000000000001, + "Y": 0.004227504911733166 + }, + { + "X": -11.4, + "Y": 0.006657082448059182 + }, + { + "X": -11.200000000000001, + "Y": 0.004652199290268652 + }, + { + "X": -11, + "Y": 0.007304984998232411 + }, + { + "X": -10.8, + "Y": 0.007702575045606567 + }, + { + "X": -10.600000000000001, + "Y": 0.005358481300238634 + }, + { + "X": -10.4, + "Y": 0.008375725553296841 + }, + { + "X": -10.200000000000001, + "Y": 0.005810273443431885 + }, + { + "X": -10, + "Y": 0.009056025256592605 + }, + { + "X": -9.8, + "Y": 0.009464504364960952 + }, + { + "X": -9.600000000000001, + "Y": 0.0065357322362273405 + }, + { + "X": -9.4, + "Y": 0.010140142190877145 + }, + { + "X": -9.200000000000001, + "Y": 0.006982288056300124 + }, + { + "X": -9, + "Y": 0.010801803976785741 + }, + { + "X": -8.8, + "Y": 0.011188334576243604 + }, + { + "X": -8.6, + "Y": 0.007668627394691908 + }, + { + "X": -8.4, + "Y": 0.011808672869082982 + }, + { + "X": -8.200000000000001, + "Y": 0.008070364799286928 + }, + { + "X": -8, + "Y": 0.012391059176428562 + }, + { + "X": -7.800000000000001, + "Y": 0.012718425893634153 + }, + { + "X": -7.6000000000000005, + "Y": 0.008651553198501605 + }, + { + "X": -7.4, + "Y": 0.013221056792861181 + }, + { + "X": -7.2, + "Y": 0.008967019281621344 + }, + { + "X": -7, + "Y": 0.013662649695284454 + }, + { + "X": -6.800000000000001, + "Y": 0.013895057367178457 + }, + { + "X": -6.6000000000000005, + "Y": 0.009379571751890135 + }, + { + "X": -6.4, + "Y": 0.014223355365981644 + }, + { + "X": -6.2, + "Y": 0.009572616707840676 + }, + { + "X": -6, + "Y": 0.014472770164764372 + }, + { + "X": -5.800000000000001, + "Y": 0.014582570750033136 + }, + { + "X": -5.6000000000000005, + "Y": 0.009767512178953679 + }, + { + "X": -5.4, + "Y": 0.014696779267426735 + }, + { + "X": -5.2, + "Y": 0.009814530455681262 + }, + { + "X": -5, + "Y": 0.014723268976915527 + }, + { + "X": -4.800000000000001, + "Y": 0.014696779267426735 + }, + { + "X": -4.6000000000000005, + "Y": 0.009767512178953679 + }, + { + "X": -4.4, + "Y": 0.014582570750033136 + }, + { + "X": -4.2, + "Y": 0.014472770164764372 + }, + { + "X": -4, + "Y": 0.009572616707840676 + }, + { + "X": -3.8000000000000003, + "Y": 0.014223355365981644 + }, + { + "X": -3.6, + "Y": 0.009379571751890135 + }, + { + "X": -3.4000000000000004, + "Y": 0.013895057367178457 + }, + { + "X": -3.2, + "Y": 0.013662649695284454 + }, + { + "X": -3, + "Y": 0.008967019281621344 + }, + { + "X": -2.8000000000000003, + "Y": 0.013221056792861181 + }, + { + "X": -2.6, + "Y": 0.008651553198501605 + }, + { + "X": -2.4000000000000004, + "Y": 0.012718425893634153 + }, + { + "X": -2.2, + "Y": 0.012391059176428562 + }, + { + "X": -2, + "Y": 0.008070364799286928 + }, + { + "X": -1.8, + "Y": 0.011808672869082982 + }, + { + "X": -1.6, + "Y": 0.007668627394691908 + }, + { + "X": -1.4000000000000001, + "Y": 0.011188334576243604 + }, + { + "X": -1.2000000000000002, + "Y": 0.010801803976785741 + }, + { + "X": -1, + "Y": 0.006982288056300124 + }, + { + "X": -0.8, + "Y": 0.010140142190877145 + }, + { + "X": -0.6000000000000001, + "Y": 0.0065357322362273405 + }, + { + "X": -0.4, + "Y": 0.009464504364960952 + }, + { + "X": -0.2, + "Y": 0.009056025256592605 + }, + { + "X": 0, + "Y": 0.005810273443431885 + }, + { + "X": 0.2, + "Y": 0.008375725553296841 + }, + { + "X": 0.4, + "Y": 0.005358481300238634 + }, + { + "X": 0.6000000000000001, + "Y": 0.007702575045606567 + }, + { + "X": 0.8, + "Y": 0.007304984998232411 + }, + { + "X": 1, + "Y": 0.004652199290268652 + }, + { + "X": 1.2000000000000002, + "Y": 0.006657082448059182 + }, + { + "X": 1.4000000000000001, + "Y": 0.004227504911733166 + }, + { + "X": 1.6, + "Y": 0.006032222334389711 + }, + { + "X": 1.8, + "Y": 0.005670273981989368 + }, + { + "X": 2, + "Y": 0.0035843756991705495 + }, + { + "X": 2.2, + "Y": 0.0050912499414268765 + }, + { + "X": 2.4000000000000004, + "Y": 0.0032090766853715828 + }, + { + "X": 2.6, + "Y": 0.004545075472404506 + }, + { + "X": 2.8000000000000003, + "Y": 0.004234089126669467 + }, + { + "X": 3, + "Y": 0.002656350578426903 + }, + { + "X": 3.2, + "Y": 0.0037447256036590893 + }, + { + "X": 3.4000000000000004, + "Y": 0.0023423736094486908 + }, + { + "X": 3.6, + "Y": 0.0032923226260335938 + }, + { + "X": 3.8000000000000003, + "Y": 0.0030387698092297524 + }, + { + "X": 4, + "Y": 0.0018915958944567674 + }, + { + "X": 4.2, + "Y": 0.0026458651255221624 + }, + { + "X": 4.4, + "Y": 0.0016419135353878634 + }, + { + "X": 4.6000000000000005, + "Y": 0.0022894929933032497 + }, + { + "X": 4.800000000000001, + "Y": 0.0014162890889872167 + }, + { + "X": 5, + "Y": 0.0019686515763010747 + }, + { + "X": 5.2, + "Y": 0.0012140419610368388 + }, + { + "X": 5.4, + "Y": 0.001682256247895249 + }, + { + "X": 5.6000000000000005, + "Y": 0.0010348602959120942 + }, + { + "X": 5.800000000000001, + "Y": 0.0014305303394102473 + }, + { + "X": 6, + "Y": 0.0008817023236705112 + }, + { + "X": 6.2, + "Y": 0.001220669132895143 + }, + { + "X": 6.4, + "Y": 0.0007709761855503958 + }, + { + "X": 6.6000000000000005, + "Y": 0.0010775432999527918 + }, + { + "X": 6.800000000000001, + "Y": 0.0007415719645205989 + }, + { + "X": 7, + "Y": 0.0010868554817407183 + }, + { + "X": 7.2, + "Y": 0.0009382280004843571 + }, + { + "X": 7.4, + "Y": 0.0013961737025615243 + }, + { + "X": 7.6000000000000005, + "Y": 0.001522551128616199 + }, + { + "X": 7.800000000000001, + "Y": 0.0022142478680458356 + }, + { + "X": 8, + "Y": 0.0029898582096525832 + }, + { + "X": 8.200000000000001, + "Y": 0.0040797108205224576 + }, + { + "X": 8.4, + "Y": 0.005585183695811193 + }, + { + "X": 8.6, + "Y": 0.007060207346670868 + }, + { + "X": 8.8, + "Y": 0.008867014272076047 + }, + { + "X": 9, + "Y": 0.01085140149296492 + }, + { + "X": 9.200000000000001, + "Y": 0.012566493408287312 + }, + { + "X": 9.4, + "Y": 0.014152923036878371 + }, + { + "X": 9.600000000000001, + "Y": 0.01540374307780132 + }, + { + "X": 9.8, + "Y": 0.015963490067288637 + }, + { + "X": 10, + "Y": 0.017178328407119536 + }, + { + "X": 10.200000000000001, + "Y": 0.015338741501547862 + }, + { + "X": 10.4, + "Y": 0.014078257987712901 + }, + { + "X": 10.600000000000001, + "Y": 0.012466313735160347 + }, + { + "X": 10.8, + "Y": 0.010618207093220663 + }, + { + "X": 11, + "Y": 0.008734283191698645 + }, + { + "X": 11.200000000000001, + "Y": 0.006865624628090803 + }, + { + "X": 11.4, + "Y": 0.0052157827750486385 + }, + { + "X": 11.600000000000001, + "Y": 0.0038130243469821565 + }, + { + "X": 11.8, + "Y": 0.00251075328202501 + }, + { + "X": 12, + "Y": 0.0018820862395857992 + }, + { + "X": 12.200000000000001, + "Y": 0.0011361737775533406 + }, + { + "X": 12.4, + "Y": 0.0007331525698315374 + }, + { + "X": 12.600000000000001, + "Y": 0.0004548084179036016 + }, + { + "X": 12.8, + "Y": 0.0002712058431011442 + }, + { + "X": 13, + "Y": 0.00014741651056205293 + }, + { + "X": 13.200000000000001, + "Y": 8.682751070586094e-05 + }, + { + "X": 13.4, + "Y": 5.671735825923499e-05 + }, + { + "X": 13.600000000000001, + "Y": 2.918219656762929e-05 + }, + { + "X": 13.8, + "Y": 1.7375529374486354e-05 + }, + { + "X": 14, + "Y": 1.1897703278608336e-05 + }, + { + "X": 14.200000000000001, + "Y": 8.622299511077096e-06 + }, + { + "X": 14.4, + "Y": 6.825405620560989e-06 + }, + { + "X": 14.600000000000001, + "Y": 5.586284495014563e-06 + }, + { + "X": 14.8, + "Y": 4.669861980384239e-06 + }, + { + "X": 15, + "Y": 3.948313554694825e-06 + }, + { + "X": 15.200000000000001, + "Y": 3.3534425460400294e-06 + }, + { + "X": 15.4, + "Y": 2.8527159283821076e-06 + }, + { + "X": 15.600000000000001, + "Y": 2.4233690209484857e-06 + }, + { + "X": 15.8, + "Y": 2.054328147189825e-06 + }, + { + "X": 16, + "Y": 1.7371920198927467e-06 + }, + { + "X": 16.2, + "Y": 1.46513697892469e-06 + }, + { + "X": 16.400000000000002, + "Y": 6.430045608227638e-07 + }, + { + "X": 16.6, + "Y": 1.1289058668345064e-06 + }, + { + "X": 16.8, + "Y": 9.45432750205755e-07 + }, + { + "X": 17, + "Y": 7.894740185842172e-07 + }, + { + "X": 17.2, + "Y": 6.572915930046536e-07 + }, + { + "X": 17.400000000000002, + "Y": 5.455944919957147e-07 + }, + { + "X": 17.6, + "Y": 4.5149403031157523e-07 + }, + { + "X": 17.8, + "Y": 1.9525799762733373e-07 + }, + { + "X": 18, + "Y": 3.378964915674886e-07 + }, + { + "X": 18.2, + "Y": 2.774244639758001e-07 + }, + { + "X": 18.400000000000002, + "Y": 2.270377464987253e-07 + }, + { + "X": 18.6, + "Y": 1.8519131251684698e-07 + }, + { + "X": 18.8, + "Y": 7.920249677766002e-08 + }, + { + "X": 19, + "Y": 1.3557216891866329e-07 + }, + { + "X": 19.200000000000003, + "Y": 1.0965115492621583e-07 + }, + { + "X": 19.400000000000002, + "Y": 8.837751973876313e-08 + }, + { + "X": 19.6, + "Y": 7.097930240632512e-08 + }, + { + "X": 19.8, + "Y": 2.999435665118401e-08 + }, + { + "X": 20, + "Y": 5.074307876946539e-08 + }, + { + "X": 20.200000000000003, + "Y": 4.03840509672416e-08 + }, + { + "X": 20.400000000000002, + "Y": 1.6945424661950835e-08 + }, + { + "X": 20.6, + "Y": 2.8470764678943016e-08 + }, + { + "X": 20.8, + "Y": 2.244466737896972e-08 + }, + { + "X": 21, + "Y": 9.348942461918773e-09 + }, + { + "X": 21.200000000000003, + "Y": 1.5595477957054267e-08 + }, + { + "X": 21.400000000000002, + "Y": 1.2173775578461567e-08 + }, + { + "X": 21.6, + "Y": 5.032087529533858e-09 + }, + { + "X": 21.8, + "Y": 8.332006961460162e-09 + }, + { + "X": 22, + "Y": 6.437450105521275e-09 + }, + { + "X": 22.200000000000003, + "Y": 2.6398048870269847e-09 + }, + { + "X": 22.400000000000002, + "Y": 4.337201860213885e-09 + }, + { + "X": 22.6, + "Y": 1.7697821375641629e-09 + }, + { + "X": 22.8, + "Y": 2.8938473215601114e-09 + }, + { + "X": 23, + "Y": 2.197451537277538e-09 + }, + { + "X": 23.200000000000003, + "Y": 8.890601143487822e-10 + }, + { + "X": 23.400000000000002, + "Y": 1.4418071583810853e-09 + }, + { + "X": 23.6, + "Y": 5.802653553133105e-10 + }, + { + "X": 23.8, + "Y": 9.362400492222958e-10 + }, + { + "X": 24, + "Y": 3.747638369657277e-10 + }, + { + "X": 24.200000000000003, + "Y": 6.015208610865836e-10 + }, + { + "X": 24.400000000000002, + "Y": 2.3944960617131523e-10 + }, + { + "X": 24.6, + "Y": 3.822842156214353e-10 + }, + { + "X": 24.8, + "Y": 2.8084119923931763e-10 + }, + { + "X": 25, + "Y": 1.1073367866069837e-10 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ histogram 250 0.2 model" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "e88d5c67-938f-4708-9487-75b63cd397b1", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -24.8, + "Y": 0 + }, + { + "X": -24.6, + "Y": 0 + }, + { + "X": -24.400000000000002, + "Y": 0 + }, + { + "X": -24.200000000000003, + "Y": 0 + }, + { + "X": -24, + "Y": 0 + }, + { + "X": -23.8, + "Y": 0 + }, + { + "X": -23.6, + "Y": 0 + }, + { + "X": -23.400000000000002, + "Y": 0 + }, + { + "X": -23.200000000000003, + "Y": 0 + }, + { + "X": -23, + "Y": 0 + }, + { + "X": -22.8, + "Y": 0 + }, + { + "X": -22.6, + "Y": 0 + }, + { + "X": -22.400000000000002, + "Y": 0 + }, + { + "X": -22.200000000000003, + "Y": 0 + }, + { + "X": -22, + "Y": 0 + }, + { + "X": -21.8, + "Y": 0 + }, + { + "X": -21.6, + "Y": 0 + }, + { + "X": -21.400000000000002, + "Y": 0 + }, + { + "X": -21.200000000000003, + "Y": 0 + }, + { + "X": -21, + "Y": 0 + }, + { + "X": -20.8, + "Y": 0 + }, + { + "X": -20.6, + "Y": 0 + }, + { + "X": -20.400000000000002, + "Y": 0 + }, + { + "X": -20.200000000000003, + "Y": 0 + }, + { + "X": -20, + "Y": 0 + }, + { + "X": -19.8, + "Y": 0 + }, + { + "X": -19.6, + "Y": 0 + }, + { + "X": -19.400000000000002, + "Y": 0 + }, + { + "X": -19.200000000000003, + "Y": 0 + }, + { + "X": -19, + "Y": 0 + }, + { + "X": -18.8, + "Y": 0 + }, + { + "X": -18.6, + "Y": 0 + }, + { + "X": -18.400000000000002, + "Y": 0 + }, + { + "X": -18.2, + "Y": 0 + }, + { + "X": -18, + "Y": 0 + }, + { + "X": -17.8, + "Y": 0 + }, + { + "X": -17.6, + "Y": 0 + }, + { + "X": -17.400000000000002, + "Y": 0 + }, + { + "X": -17.2, + "Y": 0 + }, + { + "X": -17, + "Y": 0 + }, + { + "X": -16.8, + "Y": 0 + }, + { + "X": -16.6, + "Y": 0 + }, + { + "X": -16.400000000000002, + "Y": 0 + }, + { + "X": -16.2, + "Y": 0 + }, + { + "X": -16, + "Y": 0 + }, + { + "X": -15.8, + "Y": 0 + }, + { + "X": -15.600000000000001, + "Y": 0 + }, + { + "X": -15.4, + "Y": 0 + }, + { + "X": -15.200000000000001, + "Y": 0 + }, + { + "X": -15, + "Y": 0 + }, + { + "X": -14.8, + "Y": 0 + }, + { + "X": -14.600000000000001, + "Y": 0 + }, + { + "X": -14.4, + "Y": 0 + }, + { + "X": -14.200000000000001, + "Y": 0 + }, + { + "X": -14, + "Y": 0 + }, + { + "X": -13.8, + "Y": 0 + }, + { + "X": -13.600000000000001, + "Y": 0 + }, + { + "X": -13.4, + "Y": 0 + }, + { + "X": -13.200000000000001, + "Y": 0 + }, + { + "X": -13, + "Y": 0 + }, + { + "X": -12.8, + "Y": 0 + }, + { + "X": -12.600000000000001, + "Y": 0 + }, + { + "X": -12.4, + "Y": 0 + }, + { + "X": -12.200000000000001, + "Y": 0 + }, + { + "X": -12, + "Y": 0 + }, + { + "X": -11.8, + "Y": 0 + }, + { + "X": -11.600000000000001, + "Y": 0 + }, + { + "X": -11.4, + "Y": 0 + }, + { + "X": -11.200000000000001, + "Y": 0 + }, + { + "X": -11, + "Y": 0 + }, + { + "X": -10.8, + "Y": 0 + }, + { + "X": -10.600000000000001, + "Y": 0 + }, + { + "X": -10.4, + "Y": 0 + }, + { + "X": -10.200000000000001, + "Y": 0 + }, + { + "X": -10, + "Y": 0 + }, + { + "X": -9.8, + "Y": 0 + }, + { + "X": -9.600000000000001, + "Y": 0 + }, + { + "X": -9.4, + "Y": 0 + }, + { + "X": -9.200000000000001, + "Y": 0 + }, + { + "X": -9, + "Y": 0 + }, + { + "X": -8.8, + "Y": 0 + }, + { + "X": -8.6, + "Y": 0 + }, + { + "X": -8.4, + "Y": 0 + }, + { + "X": -8.200000000000001, + "Y": 0 + }, + { + "X": -8, + "Y": 0 + }, + { + "X": -7.800000000000001, + "Y": 0 + }, + { + "X": -7.6000000000000005, + "Y": 0 + }, + { + "X": -7.4, + "Y": 0 + }, + { + "X": -7.2, + "Y": 0 + }, + { + "X": -7, + "Y": 0 + }, + { + "X": -6.800000000000001, + "Y": 0 + }, + { + "X": -6.6000000000000005, + "Y": 0 + }, + { + "X": -6.4, + "Y": 0 + }, + { + "X": -6.2, + "Y": 0 + }, + { + "X": -6, + "Y": 0 + }, + { + "X": -5.800000000000001, + "Y": 0 + }, + { + "X": -5.6000000000000005, + "Y": 0 + }, + { + "X": -5.4, + "Y": 0 + }, + { + "X": -5.2, + "Y": 0 + }, + { + "X": -5, + "Y": 0 + }, + { + "X": -4.800000000000001, + "Y": 0 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.4, + "Y": 0 + }, + { + "X": -4.2, + "Y": 0 + }, + { + "X": -4, + "Y": 0 + }, + { + "X": -3.8000000000000003, + "Y": 0 + }, + { + "X": -3.6, + "Y": 0 + }, + { + "X": -3.4000000000000004, + "Y": 0 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3, + "Y": 0 + }, + { + "X": -2.8000000000000003, + "Y": 0 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.4000000000000004, + "Y": 0 + }, + { + "X": -2.2, + "Y": 0 + }, + { + "X": -2, + "Y": 0 + }, + { + "X": -1.8, + "Y": 0 + }, + { + "X": -1.6, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0 + }, + { + "X": -1.2000000000000002, + "Y": 0 + }, + { + "X": -1, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0 + }, + { + "X": -0.6000000000000001, + "Y": 0 + }, + { + "X": -0.4, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0 + }, + { + "X": 0, + "Y": 0.01783317563264943 + }, + { + "X": 0.2, + "Y": 0.025707186812637894 + }, + { + "X": 0.4, + "Y": 0.01644651307408704 + }, + { + "X": 0.6000000000000001, + "Y": 0.02364112032751955 + }, + { + "X": 0.8, + "Y": 0.02242081749433159 + }, + { + "X": 1, + "Y": 0.014278757760571909 + }, + { + "X": 1.2000000000000002, + "Y": 0.02043224327616948 + }, + { + "X": 1.4000000000000001, + "Y": 0.012975264987579664 + }, + { + "X": 1.6, + "Y": 0.018514392031921813 + }, + { + "X": 1.8, + "Y": 0.017403482433407138 + }, + { + "X": 2, + "Y": 0.011001341330839957 + }, + { + "X": 2.2, + "Y": 0.015626313508156322 + }, + { + "X": 2.4000000000000004, + "Y": 0.009849455228921155 + }, + { + "X": 2.6, + "Y": 0.01394996809567743 + }, + { + "X": 2.8000000000000003, + "Y": 0.012995473582322293 + }, + { + "X": 3, + "Y": 0.008153001208665437 + }, + { + "X": 3.2, + "Y": 0.011493495105918341 + }, + { + "X": 3.4000000000000004, + "Y": 0.007189327728078239 + }, + { + "X": 3.6, + "Y": 0.010104957744419617 + }, + { + "X": 3.8000000000000003, + "Y": 0.009326741029106966 + }, + { + "X": 4, + "Y": 0.005805778702201898 + }, + { + "X": 4.2, + "Y": 0.008120818743406512 + }, + { + "X": 4.4, + "Y": 0.005039441385206362 + }, + { + "X": 4.6000000000000005, + "Y": 0.0070270239527971635 + }, + { + "X": 4.800000000000001, + "Y": 0.0043469437912711855 + }, + { + "X": 5, + "Y": 0.006042281772358858 + }, + { + "X": 5.2, + "Y": 0.0037261970073112763 + }, + { + "X": 5.4, + "Y": 0.00516326321298195 + }, + { + "X": 5.6000000000000005, + "Y": 0.0031762438707799317 + }, + { + "X": 5.800000000000001, + "Y": 0.004390653734098324 + }, + { + "X": 6, + "Y": 0.0027061639261583698 + }, + { + "X": 6.2, + "Y": 0.0037465374475414166 + }, + { + "X": 6.4, + "Y": 0.0023663178436210373 + }, + { + "X": 6.6000000000000005, + "Y": 0.0033072486358736125 + }, + { + "X": 6.800000000000001, + "Y": 0.002276068969265843 + }, + { + "X": 7, + "Y": 0.0033358300399958193 + }, + { + "X": 7.2, + "Y": 0.0028796553000480446 + }, + { + "X": 7.4, + "Y": 0.004285204662718899 + }, + { + "X": 7.6000000000000005, + "Y": 0.004673088444227124 + }, + { + "X": 7.800000000000001, + "Y": 0.006796077931533215 + }, + { + "X": 8, + "Y": 0.009176619153738174 + }, + { + "X": 8.200000000000001, + "Y": 0.012521648129149743 + }, + { + "X": 8.4, + "Y": 0.01714231916238017 + }, + { + "X": 8.6, + "Y": 0.021669533945675376 + }, + { + "X": 8.8, + "Y": 0.027215074194122998 + }, + { + "X": 9, + "Y": 0.03330565257702165 + }, + { + "X": 9.200000000000001, + "Y": 0.038569696627591445 + }, + { + "X": 9.4, + "Y": 0.04343884409043321 + }, + { + "X": 9.600000000000001, + "Y": 0.047277922180610214 + }, + { + "X": 9.8, + "Y": 0.04899592503719832 + }, + { + "X": 10, + "Y": 0.052724566329282574 + }, + { + "X": 10.200000000000001, + "Y": 0.04707841616131307 + }, + { + "X": 10.4, + "Y": 0.04320967846710211 + }, + { + "X": 10.600000000000001, + "Y": 0.038262220271600984 + }, + { + "X": 10.8, + "Y": 0.03258992091177781 + }, + { + "X": 11, + "Y": 0.026807689465791963 + }, + { + "X": 11.200000000000001, + "Y": 0.021072311142084382 + }, + { + "X": 11.4, + "Y": 0.016008535776287067 + }, + { + "X": 11.600000000000001, + "Y": 0.011703120951763232 + }, + { + "X": 11.8, + "Y": 0.007706126860383431 + }, + { + "X": 12, + "Y": 0.005776591204028027 + }, + { + "X": 12.200000000000001, + "Y": 0.0034872001673559466 + }, + { + "X": 12.4, + "Y": 0.002250227751004358 + }, + { + "X": 12.600000000000001, + "Y": 0.0013959202565330055 + }, + { + "X": 12.8, + "Y": 0.0008323982476402647 + }, + { + "X": 13, + "Y": 0.00045245796942262775 + }, + { + "X": 13.200000000000001, + "Y": 0.00026649524557467046 + }, + { + "X": 13.4, + "Y": 0.00017407969196358777 + }, + { + "X": 13.600000000000001, + "Y": 8.956742600906703e-05 + }, + { + "X": 13.8, + "Y": 5.3329825190198376e-05 + }, + { + "X": 14, + "Y": 3.651701322808125e-05 + }, + { + "X": 14.200000000000001, + "Y": 2.6463983672259628e-05 + }, + { + "X": 14.4, + "Y": 2.0948868995680614e-05 + }, + { + "X": 14.600000000000001, + "Y": 1.7145697789173058e-05 + }, + { + "X": 14.8, + "Y": 1.4332968953563589e-05 + }, + { + "X": 15, + "Y": 1.2118357209717551e-05 + }, + { + "X": 15.200000000000001, + "Y": 1.0292549994378243e-05 + }, + { + "X": 15.4, + "Y": 8.755695351722748e-06 + }, + { + "X": 15.600000000000001, + "Y": 7.437922809321333e-06 + }, + { + "X": 15.8, + "Y": 6.305244497114846e-06 + }, + { + "X": 16, + "Y": 5.331874773192428e-06 + }, + { + "X": 16.2, + "Y": 4.496870125895596e-06 + }, + { + "X": 16.400000000000002, + "Y": 1.9735410695187505e-06 + }, + { + "X": 16.6, + "Y": 3.464893140054521e-06 + }, + { + "X": 16.8, + "Y": 2.901768470524765e-06 + }, + { + "X": 17, + "Y": 2.4230922981328926e-06 + }, + { + "X": 17.2, + "Y": 2.0173915279609384e-06 + }, + { + "X": 17.400000000000002, + "Y": 1.6745653186020808e-06 + }, + { + "X": 17.6, + "Y": 1.3857475759150052e-06 + }, + { + "X": 17.8, + "Y": 5.992954030939676e-07 + }, + { + "X": 18, + "Y": 1.0370884500437385e-06 + }, + { + "X": 18.2, + "Y": 8.514847431951276e-07 + }, + { + "X": 18.400000000000002, + "Y": 6.96835363769256e-07 + }, + { + "X": 18.6, + "Y": 5.683982404454829e-07 + }, + { + "X": 18.8, + "Y": 2.4309217962487093e-07 + }, + { + "X": 19, + "Y": 4.161047363371104e-07 + }, + { + "X": 19.200000000000003, + "Y": 3.36546691504259e-07 + }, + { + "X": 19.400000000000002, + "Y": 2.712526091626415e-07 + }, + { + "X": 19.6, + "Y": 2.178531489814505e-07 + }, + { + "X": 19.8, + "Y": 9.206014748816213e-08 + }, + { + "X": 20, + "Y": 1.55743140946349e-07 + }, + { + "X": 20.200000000000003, + "Y": 1.2394870579986121e-07 + }, + { + "X": 20.400000000000002, + "Y": 5.2009726755287936e-08 + }, + { + "X": 20.6, + "Y": 8.738386443573836e-08 + }, + { + "X": 20.8, + "Y": 6.888827165923324e-08 + }, + { + "X": 21, + "Y": 2.8694231782051223e-08 + }, + { + "X": 21.200000000000003, + "Y": 4.786640425635277e-08 + }, + { + "X": 21.400000000000002, + "Y": 3.7364347842970595e-08 + }, + { + "X": 21.6, + "Y": 1.5444729337908356e-08 + }, + { + "X": 21.8, + "Y": 2.5573003570794616e-08 + }, + { + "X": 22, + "Y": 1.975813694068946e-08 + }, + { + "X": 22.200000000000003, + "Y": 8.102218362802664e-09 + }, + { + "X": 22.400000000000002, + "Y": 1.3311952230902738e-08 + }, + { + "X": 22.6, + "Y": 5.431901957451728e-09 + }, + { + "X": 22.8, + "Y": 8.881937836814063e-09 + }, + { + "X": 23, + "Y": 6.744525811053632e-09 + }, + { + "X": 23.200000000000003, + "Y": 2.7287468174304156e-09 + }, + { + "X": 23.400000000000002, + "Y": 4.425265098820216e-09 + }, + { + "X": 23.6, + "Y": 1.7809788292393815e-09 + }, + { + "X": 23.8, + "Y": 2.873553782735541e-09 + }, + { + "X": 24, + "Y": 1.1502435109883426e-09 + }, + { + "X": 24.200000000000003, + "Y": 1.8462172678956669e-09 + }, + { + "X": 24.400000000000002, + "Y": 7.349304509667973e-10 + }, + { + "X": 24.6, + "Y": 1.1733254252384999e-09 + }, + { + "X": 24.8, + "Y": 8.619715542958084e-10 + }, + { + "X": 25, + "Y": 3.3986922633355545e-10 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- distributions need not be normalized\n", + "model2 :: Measure Real\n", + "model2 = do\n", + " c <- bernoulli 0.2\n", + " x <- if c then normal 10 1 else normal (-5) 5\n", + " condition (x > 0)\n", + " return x\n", + "\n", + "plotVega $ histogram 250 0.2 model2" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "d55ebfc2-0afd-44c1-802a-b437e02e9ce2", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -39.900000000000006, + "Y": 0 + }, + { + "X": -39.800000000000004, + "Y": 1.4864252812999445e-06 + }, + { + "X": -39.7, + "Y": 0 + }, + { + "X": -39.6, + "Y": 1.930199728857593e-06 + }, + { + "X": -39.5, + "Y": 0 + }, + { + "X": -39.400000000000006, + "Y": 2.5300653536327066e-06 + }, + { + "X": -39.300000000000004, + "Y": 0 + }, + { + "X": -39.2, + "Y": 3.321845667866042e-06 + }, + { + "X": -39.1, + "Y": 0 + }, + { + "X": -39, + "Y": 4.335144145714251e-06 + }, + { + "X": -38.900000000000006, + "Y": 0 + }, + { + "X": -38.800000000000004, + "Y": 5.5821520018374805e-06 + }, + { + "X": -38.7, + "Y": 0 + }, + { + "X": -38.6, + "Y": 7.0441961985872e-06 + }, + { + "X": -38.5, + "Y": 0 + }, + { + "X": -38.400000000000006, + "Y": 8.6600019430947e-06 + }, + { + "X": -38.300000000000004, + "Y": 0 + }, + { + "X": -38.2, + "Y": 1.0321540492653226e-05 + }, + { + "X": -38.1, + "Y": 0 + }, + { + "X": -38, + "Y": 1.1882926742821027e-05 + }, + { + "X": -37.9, + "Y": 0 + }, + { + "X": -37.800000000000004, + "Y": 1.3183949119028812e-05 + }, + { + "X": -37.7, + "Y": 0 + }, + { + "X": -37.6, + "Y": 1.4083366707640533e-05 + }, + { + "X": -37.5, + "Y": 0 + }, + { + "X": -37.4, + "Y": 1.449139034665015e-05 + }, + { + "X": -37.300000000000004, + "Y": 0 + }, + { + "X": -37.2, + "Y": 1.4389597268634804e-05 + }, + { + "X": -37.1, + "Y": 1.3831294178255329e-05 + }, + { + "X": -37, + "Y": 0 + }, + { + "X": -36.9, + "Y": 1.2923547917735554e-05 + }, + { + "X": -36.800000000000004, + "Y": 0 + }, + { + "X": -36.7, + "Y": 1.179905832428253e-05 + }, + { + "X": -36.6, + "Y": 0 + }, + { + "X": -36.5, + "Y": 1.0588277185663588e-05 + }, + { + "X": -36.4, + "Y": 0 + }, + { + "X": -36.300000000000004, + "Y": 9.399544195824811e-06 + }, + { + "X": -36.2, + "Y": 0 + }, + { + "X": -36.1, + "Y": 8.310065717278733e-06 + }, + { + "X": -36, + "Y": 0 + }, + { + "X": -35.9, + "Y": 7.366252625750508e-06 + }, + { + "X": -35.800000000000004, + "Y": 0 + }, + { + "X": -35.7, + "Y": 6.589819020740074e-06 + }, + { + "X": -35.6, + "Y": 0 + }, + { + "X": -35.5, + "Y": 5.986033213007671e-06 + }, + { + "X": -35.4, + "Y": 5.551649912804907e-06 + }, + { + "X": -35.300000000000004, + "Y": 0 + }, + { + "X": -35.2, + "Y": 5.2813858707310315e-06 + }, + { + "X": -35.1, + "Y": 0 + }, + { + "X": -35, + "Y": 5.172800326910869e-06 + }, + { + "X": -34.9, + "Y": 0 + }, + { + "X": -34.800000000000004, + "Y": 5.229986411188415e-06 + }, + { + "X": -34.7, + "Y": 0 + }, + { + "X": -34.6, + "Y": 5.466669398735563e-06 + }, + { + "X": -34.5, + "Y": 0 + }, + { + "X": -34.4, + "Y": 5.909287670814894e-06 + }, + { + "X": -34.300000000000004, + "Y": 0 + }, + { + "X": -34.2, + "Y": 6.60050176067867e-06 + }, + { + "X": -34.1, + "Y": 7.6033635941362975e-06 + }, + { + "X": -34, + "Y": 0 + }, + { + "X": -33.9, + "Y": 9.006044352752509e-06 + }, + { + "X": -33.800000000000004, + "Y": 0 + }, + { + "X": -33.7, + "Y": 1.092648370302253e-05 + }, + { + "X": -33.6, + "Y": 0 + }, + { + "X": -33.5, + "Y": 1.3515499615132994e-05 + }, + { + "X": -33.4, + "Y": 0 + }, + { + "X": -33.300000000000004, + "Y": 1.6955773267985623e-05 + }, + { + "X": -33.2, + "Y": 0 + }, + { + "X": -33.1, + "Y": 2.1452885574142172e-05 + }, + { + "X": -33, + "Y": 2.721377892398448e-05 + }, + { + "X": -32.9, + "Y": 0 + }, + { + "X": -32.800000000000004, + "Y": 3.4408641667943504e-05 + }, + { + "X": -32.7, + "Y": 0 + }, + { + "X": -32.6, + "Y": 4.3115497901275164e-05 + }, + { + "X": -32.5, + "Y": 0 + }, + { + "X": -32.4, + "Y": 5.325350281168712e-05 + }, + { + "X": -32.300000000000004, + "Y": 0 + }, + { + "X": -32.2, + "Y": 6.452023379829568e-05 + }, + { + "X": -32.1, + "Y": 7.635664277871499e-05 + }, + { + "X": -32, + "Y": 0 + }, + { + "X": -31.900000000000002, + "Y": 8.796508658355505e-05 + }, + { + "X": -31.8, + "Y": 0 + }, + { + "X": -31.700000000000003, + "Y": 9.83958194036935e-05 + }, + { + "X": -31.6, + "Y": 0 + }, + { + "X": -31.5, + "Y": 0.0001066952829333724 + }, + { + "X": -31.400000000000002, + "Y": 0.00011208305442781912 + }, + { + "X": -31.3, + "Y": 0 + }, + { + "X": -31.200000000000003, + "Y": 0.00011410663108856008 + }, + { + "X": -31.1, + "Y": 0 + }, + { + "X": -31, + "Y": 0.00011272561066955021 + }, + { + "X": -30.900000000000002, + "Y": 0 + }, + { + "X": -30.8, + "Y": 0.00010830044030316877 + }, + { + "X": -30.700000000000003, + "Y": 0.00010149482443057843 + }, + { + "X": -30.6, + "Y": 0 + }, + { + "X": -30.5, + "Y": 9.312861997440869e-05 + }, + { + "X": -30.400000000000002, + "Y": 0 + }, + { + "X": -30.3, + "Y": 8.402778960742652e-05 + }, + { + "X": -30.200000000000003, + "Y": 0 + }, + { + "X": -30.1, + "Y": 7.490879444586231e-05 + }, + { + "X": -30, + "Y": 6.631499830617251e-05 + }, + { + "X": -29.900000000000002, + "Y": 0 + }, + { + "X": -29.8, + "Y": 5.860306481536567e-05 + }, + { + "X": -29.700000000000003, + "Y": 0 + }, + { + "X": -29.6, + "Y": 5.196515408430608e-05 + }, + { + "X": -29.5, + "Y": 0 + }, + { + "X": -29.400000000000002, + "Y": 4.646945023930354e-05 + }, + { + "X": -29.3, + "Y": 4.210459015035711e-05 + }, + { + "X": -29.200000000000003, + "Y": 0 + }, + { + "X": -29.1, + "Y": 3.8819158395418874e-05 + }, + { + "X": -29, + "Y": 0 + }, + { + "X": -28.900000000000002, + "Y": 3.6552700182741246e-05 + }, + { + "X": -28.8, + "Y": 0 + }, + { + "X": -28.700000000000003, + "Y": 3.5258355718634744e-05 + }, + { + "X": -28.6, + "Y": 3.491911348063536e-05 + }, + { + "X": -28.5, + "Y": 0 + }, + { + "X": -28.400000000000002, + "Y": 3.556027270886833e-05 + }, + { + "X": -28.3, + "Y": 0 + }, + { + "X": -28.200000000000003, + "Y": 3.7260542214179994e-05 + }, + { + "X": -28.1, + "Y": 4.016366984390269e-05 + }, + { + "X": -28, + "Y": 0 + }, + { + "X": -27.900000000000002, + "Y": 4.449175919134204e-05 + }, + { + "X": -27.8, + "Y": 0 + }, + { + "X": -27.700000000000003, + "Y": 5.056045642628284e-05 + }, + { + "X": -27.6, + "Y": 5.879481235799447e-05 + }, + { + "X": -27.5, + "Y": 0 + }, + { + "X": -27.400000000000002, + "Y": 6.974261840723488e-05 + }, + { + "X": -27.3, + "Y": 0 + }, + { + "X": -27.200000000000003, + "Y": 8.407922848337167e-05 + }, + { + "X": -27.1, + "Y": 0.00010259445019339419 + }, + { + "X": -27, + "Y": 0 + }, + { + "X": -26.900000000000002, + "Y": 0.0001261487593743184 + }, + { + "X": -26.8, + "Y": 0 + }, + { + "X": -26.700000000000003, + "Y": 0.0001555845261923551 + }, + { + "X": -26.6, + "Y": 0.0001915808008003625 + }, + { + "X": -26.5, + "Y": 0 + }, + { + "X": -26.400000000000002, + "Y": 0.000234450554821507 + }, + { + "X": -26.3, + "Y": 0 + }, + { + "X": -26.200000000000003, + "Y": 0.0002838989221144142 + }, + { + "X": -26.1, + "Y": 0.0003387879029975529 + }, + { + "X": -26, + "Y": 0 + }, + { + "X": -25.900000000000002, + "Y": 0.0003969790301556983 + }, + { + "X": -25.8, + "Y": 0 + }, + { + "X": -25.700000000000003, + "Y": 0.0004553366567347614 + }, + { + "X": -25.6, + "Y": 0.0005099560957160369 + }, + { + "X": -25.5, + "Y": 0 + }, + { + "X": -25.400000000000002, + "Y": 0.0005566267665298873 + }, + { + "X": -25.3, + "Y": 0 + }, + { + "X": -25.200000000000003, + "Y": 0.0005914622605069719 + }, + { + "X": -25.1, + "Y": 0.0006115564517402627 + }, + { + "X": -25, + "Y": 0 + }, + { + "X": -24.900000000000002, + "Y": 0.0006154931792359147 + }, + { + "X": -24.8, + "Y": 0 + }, + { + "X": -24.700000000000003, + "Y": 0.0006035682283450943 + }, + { + "X": -24.6, + "Y": 0.0005776684984681303 + }, + { + "X": -24.5, + "Y": 0 + }, + { + "X": -24.400000000000002, + "Y": 0.0005408586551082473 + }, + { + "X": -24.3, + "Y": 0 + }, + { + "X": -24.200000000000003, + "Y": 0.0004968057886739766 + }, + { + "X": -24.1, + "Y": 0.0004491984778143819 + }, + { + "X": -24, + "Y": 0 + }, + { + "X": -23.900000000000002, + "Y": 0.00040128731671940337 + }, + { + "X": -23.8, + "Y": 0.0003556121821621361 + }, + { + "X": -23.700000000000003, + "Y": 0 + }, + { + "X": -23.6, + "Y": 0.00031391750884478156 + }, + { + "X": -23.5, + "Y": 0 + }, + { + "X": -23.400000000000002, + "Y": 0.0002772126804480454 + }, + { + "X": -23.3, + "Y": 0.0002459175372595356 + }, + { + "X": -23.200000000000003, + "Y": 0 + }, + { + "X": -23.1, + "Y": 0.00022003787283787077 + }, + { + "X": -23, + "Y": 0 + }, + { + "X": -22.900000000000002, + "Y": 0.00019933224004266612 + }, + { + "X": -22.8, + "Y": 0.00018344985998981596 + }, + { + "X": -22.700000000000003, + "Y": 0 + }, + { + "X": -22.6, + "Y": 0.00017203419186391215 + }, + { + "X": -22.5, + "Y": 0.00016479590935456154 + }, + { + "X": -22.400000000000002, + "Y": 0 + }, + { + "X": -22.3, + "Y": 0.00016156325192117162 + }, + { + "X": -22.200000000000003, + "Y": 0 + }, + { + "X": -22.1, + "Y": 0.00016231855063334393 + }, + { + "X": -22, + "Y": 0.00016722869218326332 + }, + { + "X": -21.900000000000002, + "Y": 0 + }, + { + "X": -21.8, + "Y": 0.00017667540344558765 + }, + { + "X": -21.700000000000003, + "Y": 0.0001912889626783429 + }, + { + "X": -21.6, + "Y": 0 + }, + { + "X": -21.5, + "Y": 0.0002119862497082137 + }, + { + "X": -21.400000000000002, + "Y": 0 + }, + { + "X": -21.3, + "Y": 0.0002400105930822904 + }, + { + "X": -21.200000000000003, + "Y": 0.0002769661708154886 + }, + { + "X": -21.1, + "Y": 0 + }, + { + "X": -21, + "Y": 0.0003248333896982564 + }, + { + "X": -20.900000000000002, + "Y": 0.00038594381192061546 + }, + { + "X": -20.8, + "Y": 0 + }, + { + "X": -20.700000000000003, + "Y": 0.00046288497565384905 + }, + { + "X": -20.6, + "Y": 0.0005582997307157149 + }, + { + "X": -20.5, + "Y": 0 + }, + { + "X": -20.400000000000002, + "Y": 0.0006745464473741528 + }, + { + "X": -20.3, + "Y": 0 + }, + { + "X": -20.200000000000003, + "Y": 0.0008132022213417568 + }, + { + "X": -20.1, + "Y": 0.0009744269454590509 + }, + { + "X": -20, + "Y": 0 + }, + { + "X": -19.900000000000002, + "Y": 0.0011562628868415322 + }, + { + "X": -19.8, + "Y": 0.001354012903533711 + }, + { + "X": -19.700000000000003, + "Y": 0 + }, + { + "X": -19.6, + "Y": 0.001559897607835027 + }, + { + "X": -19.5, + "Y": 0.0017632040272647215 + }, + { + "X": -19.400000000000002, + "Y": 0 + }, + { + "X": -19.3, + "Y": 0.0019510745222390542 + }, + { + "X": -19.200000000000003, + "Y": 0 + }, + { + "X": -19.1, + "Y": 0.0021099366662723574 + }, + { + "X": -19, + "Y": 0.0022273741829151312 + }, + { + "X": -18.900000000000002, + "Y": 0 + }, + { + "X": -18.8, + "Y": 0.0022940565660306152 + }, + { + "X": -18.7, + "Y": 0.0023052637037866866 + }, + { + "X": -18.6, + "Y": 0 + }, + { + "X": -18.5, + "Y": 0.0022616139288856303 + }, + { + "X": -18.400000000000002, + "Y": 0.002168816633316807 + }, + { + "X": -18.3, + "Y": 0 + }, + { + "X": -18.2, + "Y": 0.002036545448992282 + }, + { + "X": -18.1, + "Y": 0 + }, + { + "X": -18, + "Y": 0.0018767582502326869 + }, + { + "X": -17.900000000000002, + "Y": 0.0017018942662864515 + }, + { + "X": -17.8, + "Y": 0 + }, + { + "X": -17.7, + "Y": 0.0015233365030816446 + }, + { + "X": -17.6, + "Y": 0.0013503812612617446 + }, + { + "X": -17.5, + "Y": 0 + }, + { + "X": -17.400000000000002, + "Y": 0.0011897784691130646 + }, + { + "X": -17.3, + "Y": 0.0010457619300073022 + }, + { + "X": -17.2, + "Y": 0 + }, + { + "X": -17.1, + "Y": 0.0009204108174068763 + }, + { + "X": -17, + "Y": 0.0008141722022182503 + }, + { + "X": -16.900000000000002, + "Y": 0 + }, + { + "X": -16.8, + "Y": 0.0007264072729664775 + }, + { + "X": -16.7, + "Y": 0 + }, + { + "X": -16.6, + "Y": 0.0006558745411511613 + }, + { + "X": -16.5, + "Y": 0.0006011113365011508 + }, + { + "X": -16.400000000000002, + "Y": 0 + }, + { + "X": -16.3, + "Y": 0.0005607099351321821 + }, + { + "X": -16.2, + "Y": 0.0005335047831996469 + }, + { + "X": -16.1, + "Y": 0 + }, + { + "X": -16, + "Y": 0.0005186952975732349 + }, + { + "X": -15.9, + "Y": 0.0005159289268464203 + }, + { + "X": -15.8, + "Y": 0 + }, + { + "X": -15.700000000000001, + "Y": 0.0005253652835879648 + }, + { + "X": -15.600000000000001, + "Y": 0.0005477366276902919 + }, + { + "X": -15.5, + "Y": 0 + }, + { + "X": -15.4, + "Y": 0.0005844138495995049 + }, + { + "X": -15.3, + "Y": 0.0006374803669493953 + }, + { + "X": -15.200000000000001, + "Y": 0 + }, + { + "X": -15.100000000000001, + "Y": 0.0007098083145886207 + }, + { + "X": -15, + "Y": 0 + }, + { + "X": -14.9, + "Y": 0.0008051210901373439 + }, + { + "X": -14.8, + "Y": 0.000928012938393844 + }, + { + "X": -14.700000000000001, + "Y": 0 + }, + { + "X": -14.600000000000001, + "Y": 0.0010838799877914427 + }, + { + "X": -14.5, + "Y": 0.0012787001576731313 + }, + { + "X": -14.4, + "Y": 0 + }, + { + "X": -14.3, + "Y": 0.0015185870291939056 + }, + { + "X": -14.200000000000001, + "Y": 0.0018090445807295672 + }, + { + "X": -14.100000000000001, + "Y": 0 + }, + { + "X": -14, + "Y": 0.002153878515478716 + }, + { + "X": -13.9, + "Y": 0.0025537884202021465 + }, + { + "X": -13.8, + "Y": 0 + }, + { + "X": -13.700000000000001, + "Y": 0.003004778027023026 + }, + { + "X": -13.600000000000001, + "Y": 0.00349666494480839 + }, + { + "X": -13.5, + "Y": 0 + }, + { + "X": -13.4, + "Y": 0.004012106116885055 + }, + { + "X": -13.3, + "Y": 0.00452661566441389 + }, + { + "X": -13.200000000000001, + "Y": 0 + }, + { + "X": -13.100000000000001, + "Y": 0.005009967305289209 + }, + { + "X": -13, + "Y": 0 + }, + { + "X": -12.9, + "Y": 0.005429106369633846 + }, + { + "X": -12.8, + "Y": 0.005752281429944367 + }, + { + "X": -12.700000000000001, + "Y": 0 + }, + { + "X": -12.600000000000001, + "Y": 0.005953665306063445 + }, + { + "X": -12.5, + "Y": 0.006017446312588967 + }, + { + "X": -12.4, + "Y": 0 + }, + { + "X": -12.3, + "Y": 0.005940384294264232 + }, + { + "X": -12.200000000000001, + "Y": 0.005732181546606908 + }, + { + "X": -12.100000000000001, + "Y": 0 + }, + { + "X": -12, + "Y": 0.005413605491718831 + }, + { + "X": -11.9, + "Y": 0.005012900245328253 + }, + { + "X": -11.8, + "Y": 0 + }, + { + "X": -11.700000000000001, + "Y": 0.004561417551090552 + }, + { + "X": -11.600000000000001, + "Y": 0.004089464998123661 + }, + { + "X": -11.5, + "Y": 0 + }, + { + "X": -11.4, + "Y": 0.00362313686739169 + }, + { + "X": -11.3, + "Y": 0.003182496379494974 + }, + { + "X": -11.200000000000001, + "Y": 0 + }, + { + "X": -11.100000000000001, + "Y": 0.0027810828451118427 + }, + { + "X": -11, + "Y": 0.0024264431601303906 + }, + { + "X": -10.9, + "Y": 0 + }, + { + "X": -10.8, + "Y": 0.0021212756920568595 + }, + { + "X": -10.700000000000001, + "Y": 0 + }, + { + "X": -10.600000000000001, + "Y": 0.0018648000123744756 + }, + { + "X": -10.5, + "Y": 0.0016540694218177816 + }, + { + "X": -10.4, + "Y": 0 + }, + { + "X": -10.3, + "Y": 0.0014850666765360019 + }, + { + "X": -10.200000000000001, + "Y": 0.0013535280645435388 + }, + { + "X": -10.100000000000001, + "Y": 0 + }, + { + "X": -10, + "Y": 0.0012555110061351724 + }, + { + "X": -9.9, + "Y": 0.0011877562727703834 + }, + { + "X": -9.8, + "Y": 0 + }, + { + "X": -9.700000000000001, + "Y": 0.001147906473887453 + }, + { + "X": -9.600000000000001, + "Y": 0.0011346378543831768 + }, + { + "X": -9.5, + "Y": 0 + }, + { + "X": -9.4, + "Y": 0.001147750755339695 + }, + { + "X": -9.3, + "Y": 0.0011882501735408166 + }, + { + "X": -9.200000000000001, + "Y": 0 + }, + { + "X": -9.1, + "Y": 0.0012584336498282214 + }, + { + "X": -9, + "Y": 0.00136198905895988 + }, + { + "X": -8.9, + "Y": 0 + }, + { + "X": -8.8, + "Y": 0.0015040883772681308 + }, + { + "X": -8.700000000000001, + "Y": 0.0016914434285901121 + }, + { + "X": -8.6, + "Y": 0 + }, + { + "X": -8.5, + "Y": 0.0019322648854741822 + }, + { + "X": -8.4, + "Y": 0 + }, + { + "X": -8.3, + "Y": 0.002236037444414715 + }, + { + "X": -8.200000000000001, + "Y": 0.002612997065618441 + }, + { + "X": -8.1, + "Y": 0 + }, + { + "X": -8, + "Y": 0.003073181354569292 + }, + { + "X": -7.9, + "Y": 0.003624939290830119 + }, + { + "X": -7.800000000000001, + "Y": 0 + }, + { + "X": -7.7, + "Y": 0.004272853956866561 + }, + { + "X": -7.6000000000000005, + "Y": 0.005015170968237787 + }, + { + "X": -7.5, + "Y": 0 + }, + { + "X": -7.4, + "Y": 0.005841037743875682 + }, + { + "X": -7.300000000000001, + "Y": 0.0067281109272287545 + }, + { + "X": -7.2, + "Y": 0 + }, + { + "X": -7.1000000000000005, + "Y": 0.007641300256573751 + }, + { + "X": -7, + "Y": 0.008533467933319785 + }, + { + "X": -6.9, + "Y": 0 + }, + { + "X": -6.800000000000001, + "Y": 0.009348677639421031 + }, + { + "X": -6.7, + "Y": 0.010028044267644585 + }, + { + "X": -6.6000000000000005, + "Y": 0 + }, + { + "X": -6.5, + "Y": 0.010517469503292456 + }, + { + "X": -6.4, + "Y": 0.010775804195815735 + }, + { + "X": -6.300000000000001, + "Y": 0 + }, + { + "X": -6.2, + "Y": 0.010781572042988954 + }, + { + "X": -6.1000000000000005, + "Y": 0 + }, + { + "X": -6, + "Y": 0.01053655811755493 + }, + { + "X": -5.9, + "Y": 0.010065325178841346 + }, + { + "X": -5.800000000000001, + "Y": 0 + }, + { + "X": -5.7, + "Y": 0.009410820878581316 + }, + { + "X": -5.6000000000000005, + "Y": 0.008627269450974492 + }, + { + "X": -5.5, + "Y": 0 + }, + { + "X": -5.4, + "Y": 0.007772128772908579 + }, + { + "X": -5.300000000000001, + "Y": 0.006898875367178013 + }, + { + "X": -5.2, + "Y": 0 + }, + { + "X": -5.1000000000000005, + "Y": 0.006051855421235255 + }, + { + "X": -5, + "Y": 0.005263683779545635 + }, + { + "X": -4.9, + "Y": 0 + }, + { + "X": -4.800000000000001, + "Y": 0.004554981264913133 + }, + { + "X": -4.7, + "Y": 0.003935805483336923 + }, + { + "X": -4.6000000000000005, + "Y": 0 + }, + { + "X": -4.5, + "Y": 0.0034079960551787677 + }, + { + "X": -4.4, + "Y": 0.002967753044932618 + }, + { + "X": -4.3, + "Y": 0 + }, + { + "X": -4.2, + "Y": 0.0026079822422704563 + }, + { + "X": -4.1000000000000005, + "Y": 0 + }, + { + "X": -4, + "Y": 0.0023201700810518205 + }, + { + "X": -3.9000000000000004, + "Y": 0.0020957322192641206 + }, + { + "X": -3.8000000000000003, + "Y": 0 + }, + { + "X": -3.7, + "Y": 0.0019268924639906837 + }, + { + "X": -3.6, + "Y": 0.0018071998276895224 + }, + { + "X": -3.5, + "Y": 0 + }, + { + "X": -3.4000000000000004, + "Y": 0.0017317998237324009 + }, + { + "X": -3.3000000000000003, + "Y": 0.0016975608408589555 + }, + { + "X": -3.2, + "Y": 0 + }, + { + "X": -3.1, + "Y": 0.0017031317296692908 + }, + { + "X": -3, + "Y": 0.001748980593888839 + }, + { + "X": -2.9000000000000004, + "Y": 0 + }, + { + "X": -2.8000000000000003, + "Y": 0.0018374401513802645 + }, + { + "X": -2.7, + "Y": 0.0019727615305498536 + }, + { + "X": -2.6, + "Y": 0 + }, + { + "X": -2.5, + "Y": 0.002161153921626808 + }, + { + "X": -2.4000000000000004, + "Y": 0.002410759810361162 + }, + { + "X": -2.3000000000000003, + "Y": 0 + }, + { + "X": -2.2, + "Y": 0.00273148361079767 + }, + { + "X": -2.1, + "Y": 0 + }, + { + "X": -2, + "Y": 0.003134557664074396 + }, + { + "X": -1.9000000000000001, + "Y": 0.0036317016381808166 + }, + { + "X": -1.8, + "Y": 0 + }, + { + "X": -1.7000000000000002, + "Y": 0.004233724850104972 + }, + { + "X": -1.6, + "Y": 0.0049484592108053555 + }, + { + "X": -1.5, + "Y": 0 + }, + { + "X": -1.4000000000000001, + "Y": 0.005778019902262647 + }, + { + "X": -1.3, + "Y": 0.006715589496673224 + }, + { + "X": -1.2000000000000002, + "Y": 0 + }, + { + "X": -1.1, + "Y": 0.007742199105428651 + }, + { + "X": -1, + "Y": 0.008824278705883445 + }, + { + "X": -0.9, + "Y": 0 + }, + { + "X": -0.8, + "Y": 0.00991295251426776 + }, + { + "X": -0.7000000000000001, + "Y": 0.01094601424605473 + }, + { + "X": -0.6000000000000001, + "Y": 0 + }, + { + "X": -0.5, + "Y": 0.011853110223874705 + }, + { + "X": -0.4, + "Y": 0.012563881609900492 + }, + { + "X": -0.30000000000000004, + "Y": 0 + }, + { + "X": -0.2, + "Y": 0.013017849545896219 + }, + { + "X": -0.1, + "Y": 0 + }, + { + "X": 0, + "Y": 0.013174013056315293 + }, + { + "X": 0.1, + "Y": 0.013017849545896219 + }, + { + "X": 0.2, + "Y": 0 + }, + { + "X": 0.30000000000000004, + "Y": 0.012563881609900492 + }, + { + "X": 0.4, + "Y": 0.011853110223874712 + }, + { + "X": 0.5, + "Y": 0 + }, + { + "X": 0.6000000000000001, + "Y": 0.01094601424605473 + }, + { + "X": 0.7000000000000001, + "Y": 0.00991295251426776 + }, + { + "X": 0.8, + "Y": 0 + }, + { + "X": 0.9, + "Y": 0.008824278705883445 + }, + { + "X": 1, + "Y": 0.007742199105428651 + }, + { + "X": 1.1, + "Y": 0 + }, + { + "X": 1.2000000000000002, + "Y": 0.006715589496673224 + }, + { + "X": 1.3, + "Y": 0.005778019902262657 + }, + { + "X": 1.4000000000000001, + "Y": 0 + }, + { + "X": 1.5, + "Y": 0.0049484592108053555 + }, + { + "X": 1.6, + "Y": 0.004233724850104972 + }, + { + "X": 1.7000000000000002, + "Y": 0 + }, + { + "X": 1.8, + "Y": 0.0036317016381808166 + }, + { + "X": 1.9000000000000001, + "Y": 0.003134557664074396 + }, + { + "X": 2, + "Y": 0 + }, + { + "X": 2.1, + "Y": 0.0027314836107976688 + }, + { + "X": 2.2, + "Y": 0 + }, + { + "X": 2.3000000000000003, + "Y": 0.002410759810361159 + }, + { + "X": 2.4000000000000004, + "Y": 0.002161153921626807 + }, + { + "X": 2.5, + "Y": 0 + }, + { + "X": 2.6, + "Y": 0.0019727615305498566 + }, + { + "X": 2.7, + "Y": 0.0018374401513802645 + }, + { + "X": 2.8000000000000003, + "Y": 0 + }, + { + "X": 2.9000000000000004, + "Y": 0.0017489805938888383 + }, + { + "X": 3, + "Y": 0.0017031317296692908 + }, + { + "X": 3.1, + "Y": 0 + }, + { + "X": 3.2, + "Y": 0.0016975608408589555 + }, + { + "X": 3.3000000000000003, + "Y": 0.0017317998237324009 + }, + { + "X": 3.4000000000000004, + "Y": 0 + }, + { + "X": 3.5, + "Y": 0.0018071998276895224 + }, + { + "X": 3.6, + "Y": 0.0019268924639906837 + }, + { + "X": 3.7, + "Y": 0 + }, + { + "X": 3.8000000000000003, + "Y": 0.0020957322192641206 + }, + { + "X": 3.9000000000000004, + "Y": 0.0023201700810518205 + }, + { + "X": 4, + "Y": 0 + }, + { + "X": 4.1000000000000005, + "Y": 0.0026079822422704563 + }, + { + "X": 4.2, + "Y": 0 + }, + { + "X": 4.3, + "Y": 0.002967753044932618 + }, + { + "X": 4.4, + "Y": 0.0034079960551787677 + }, + { + "X": 4.5, + "Y": 0 + }, + { + "X": 4.6000000000000005, + "Y": 0.003935805483336923 + }, + { + "X": 4.7, + "Y": 0.004554981264913133 + }, + { + "X": 4.800000000000001, + "Y": 0 + }, + { + "X": 4.9, + "Y": 0.005263683779545635 + }, + { + "X": 5, + "Y": 0.006051855421235255 + }, + { + "X": 5.1000000000000005, + "Y": 0 + }, + { + "X": 5.2, + "Y": 0.006898875367178013 + }, + { + "X": 5.300000000000001, + "Y": 0.007772128772908579 + }, + { + "X": 5.4, + "Y": 0 + }, + { + "X": 5.5, + "Y": 0.008627269450974492 + }, + { + "X": 5.6000000000000005, + "Y": 0.009410820878581305 + }, + { + "X": 5.7, + "Y": 0 + }, + { + "X": 5.800000000000001, + "Y": 0.010065325178841346 + }, + { + "X": 5.9, + "Y": 0.01053655811755493 + }, + { + "X": 6, + "Y": 0 + }, + { + "X": 6.1000000000000005, + "Y": 0.010781572042988954 + }, + { + "X": 6.2, + "Y": 0 + }, + { + "X": 6.300000000000001, + "Y": 0.010775804195815735 + }, + { + "X": 6.4, + "Y": 0.010517469503292461 + }, + { + "X": 6.5, + "Y": 0 + }, + { + "X": 6.6000000000000005, + "Y": 0.010028044267644585 + }, + { + "X": 6.7, + "Y": 0.009348677639421028 + }, + { + "X": 6.800000000000001, + "Y": 0 + }, + { + "X": 6.9, + "Y": 0.008533467933319785 + }, + { + "X": 7, + "Y": 0.007641300256573751 + }, + { + "X": 7.1000000000000005, + "Y": 0 + }, + { + "X": 7.2, + "Y": 0.0067281109272287545 + }, + { + "X": 7.300000000000001, + "Y": 0.005841037743875682 + }, + { + "X": 7.4, + "Y": 0 + }, + { + "X": 7.5, + "Y": 0.005015170968237787 + }, + { + "X": 7.6000000000000005, + "Y": 0.004272853956866565 + }, + { + "X": 7.7, + "Y": 0 + }, + { + "X": 7.800000000000001, + "Y": 0.003624939290830119 + }, + { + "X": 7.9, + "Y": 0.003073181354569292 + }, + { + "X": 8, + "Y": 0 + }, + { + "X": 8.1, + "Y": 0.0026129970656184453 + }, + { + "X": 8.200000000000001, + "Y": 0.002236037444414715 + }, + { + "X": 8.3, + "Y": 0 + }, + { + "X": 8.4, + "Y": 0.0019322648854741822 + }, + { + "X": 8.5, + "Y": 0 + }, + { + "X": 8.6, + "Y": 0.0016914434285901121 + }, + { + "X": 8.700000000000001, + "Y": 0.0015040883772681293 + }, + { + "X": 8.8, + "Y": 0 + }, + { + "X": 8.9, + "Y": 0.0013619890589598776 + }, + { + "X": 9, + "Y": 0.0012584336498282214 + }, + { + "X": 9.1, + "Y": 0 + }, + { + "X": 9.200000000000001, + "Y": 0.0011882501735408166 + }, + { + "X": 9.3, + "Y": 0.001147750755339695 + }, + { + "X": 9.4, + "Y": 0 + }, + { + "X": 9.5, + "Y": 0.0011346378543831766 + }, + { + "X": 9.600000000000001, + "Y": 0.0011479064738874536 + }, + { + "X": 9.700000000000001, + "Y": 0 + }, + { + "X": 9.8, + "Y": 0.0011877562727703834 + }, + { + "X": 9.9, + "Y": 0.001255511006135171 + }, + { + "X": 10, + "Y": 0 + }, + { + "X": 10.100000000000001, + "Y": 0.0013535280645435388 + }, + { + "X": 10.200000000000001, + "Y": 0.0014850666765359997 + }, + { + "X": 10.3, + "Y": 0 + }, + { + "X": 10.4, + "Y": 0.0016540694218177888 + }, + { + "X": 10.5, + "Y": 0.0018648000123744756 + }, + { + "X": 10.600000000000001, + "Y": 0 + }, + { + "X": 10.700000000000001, + "Y": 0.0021212756920568595 + }, + { + "X": 10.8, + "Y": 0 + }, + { + "X": 10.9, + "Y": 0.0024264431601303906 + }, + { + "X": 11, + "Y": 0.0027810828451118328 + }, + { + "X": 11.100000000000001, + "Y": 0 + }, + { + "X": 11.200000000000001, + "Y": 0.003182496379494974 + }, + { + "X": 11.3, + "Y": 0.0036231368673916844 + }, + { + "X": 11.4, + "Y": 0 + }, + { + "X": 11.5, + "Y": 0.004089464998123667 + }, + { + "X": 11.600000000000001, + "Y": 0.004561417551090545 + }, + { + "X": 11.700000000000001, + "Y": 0 + }, + { + "X": 11.8, + "Y": 0.005012900245328253 + }, + { + "X": 11.9, + "Y": 0.005413605491718831 + }, + { + "X": 12, + "Y": 0 + }, + { + "X": 12.100000000000001, + "Y": 0.005732181546606899 + }, + { + "X": 12.200000000000001, + "Y": 0.005940384294264232 + }, + { + "X": 12.3, + "Y": 0 + }, + { + "X": 12.4, + "Y": 0.006017446312588967 + }, + { + "X": 12.5, + "Y": 0.005953665306063445 + }, + { + "X": 12.600000000000001, + "Y": 0 + }, + { + "X": 12.700000000000001, + "Y": 0.005752281429944364 + }, + { + "X": 12.8, + "Y": 0.005429106369633852 + }, + { + "X": 12.9, + "Y": 0 + }, + { + "X": 13, + "Y": 0.0050099673052892224 + }, + { + "X": 13.100000000000001, + "Y": 0 + }, + { + "X": 13.200000000000001, + "Y": 0.00452661566441389 + }, + { + "X": 13.3, + "Y": 0.004012106116885045 + }, + { + "X": 13.4, + "Y": 0 + }, + { + "X": 13.5, + "Y": 0.0034966649448084 + }, + { + "X": 13.600000000000001, + "Y": 0.003004778027023026 + }, + { + "X": 13.700000000000001, + "Y": 0 + }, + { + "X": 13.8, + "Y": 0.0025537884202021465 + }, + { + "X": 13.9, + "Y": 0.0021538785154787197 + }, + { + "X": 14, + "Y": 0 + }, + { + "X": 14.100000000000001, + "Y": 0.0018090445807295767 + }, + { + "X": 14.200000000000001, + "Y": 0.0015185870291939002 + }, + { + "X": 14.3, + "Y": 0 + }, + { + "X": 14.4, + "Y": 0.0012787001576731313 + }, + { + "X": 14.5, + "Y": 0.0010838799877914427 + }, + { + "X": 14.600000000000001, + "Y": 0 + }, + { + "X": 14.700000000000001, + "Y": 0.0009280129383938468 + }, + { + "X": 14.8, + "Y": 0.0008051210901373397 + }, + { + "X": 14.9, + "Y": 0 + }, + { + "X": 15, + "Y": 0.0007098083145886207 + }, + { + "X": 15.100000000000001, + "Y": 0 + }, + { + "X": 15.200000000000001, + "Y": 0.0006374803669493943 + }, + { + "X": 15.3, + "Y": 0.0005844138495995055 + }, + { + "X": 15.4, + "Y": 0 + }, + { + "X": 15.5, + "Y": 0.0005477366276902927 + }, + { + "X": 15.600000000000001, + "Y": 0.0005253652835879646 + }, + { + "X": 15.700000000000001, + "Y": 0 + }, + { + "X": 15.8, + "Y": 0.0005159289268464207 + }, + { + "X": 15.9, + "Y": 0.0005186952975732349 + }, + { + "X": 16, + "Y": 0 + }, + { + "X": 16.1, + "Y": 0.0005335047831996485 + }, + { + "X": 16.2, + "Y": 0.0005607099351321832 + }, + { + "X": 16.3, + "Y": 0 + }, + { + "X": 16.400000000000002, + "Y": 0.0006011113365011508 + }, + { + "X": 16.5, + "Y": 0.0006558745411511613 + }, + { + "X": 16.6, + "Y": 0 + }, + { + "X": 16.7, + "Y": 0.000726407272966482 + }, + { + "X": 16.8, + "Y": 0 + }, + { + "X": 16.900000000000002, + "Y": 0.0008141722022182559 + }, + { + "X": 17, + "Y": 0.0009204108174068763 + }, + { + "X": 17.1, + "Y": 0 + }, + { + "X": 17.2, + "Y": 0.0010457619300073022 + }, + { + "X": 17.3, + "Y": 0.0011897784691130646 + }, + { + "X": 17.400000000000002, + "Y": 0 + }, + { + "X": 17.5, + "Y": 0.0013503812612617446 + }, + { + "X": 17.6, + "Y": 0.0015233365030816344 + }, + { + "X": 17.7, + "Y": 0 + }, + { + "X": 17.8, + "Y": 0.0017018942662864515 + }, + { + "X": 17.900000000000002, + "Y": 0.0018767582502326869 + }, + { + "X": 18, + "Y": 0 + }, + { + "X": 18.1, + "Y": 0.0020365454489922915 + }, + { + "X": 18.2, + "Y": 0 + }, + { + "X": 18.3, + "Y": 0.002168816633316807 + }, + { + "X": 18.400000000000002, + "Y": 0.0022616139288856394 + }, + { + "X": 18.5, + "Y": 0 + }, + { + "X": 18.6, + "Y": 0.002305263703786688 + }, + { + "X": 18.7, + "Y": 0.002294056566030617 + }, + { + "X": 18.8, + "Y": 0 + }, + { + "X": 18.900000000000002, + "Y": 0.0022273741829151312 + }, + { + "X": 19, + "Y": 0.0021099366662723574 + }, + { + "X": 19.1, + "Y": 0 + }, + { + "X": 19.200000000000003, + "Y": 0.0019510745222390542 + }, + { + "X": 19.3, + "Y": 0 + }, + { + "X": 19.400000000000002, + "Y": 0.0017632040272647215 + }, + { + "X": 19.5, + "Y": 0.0015598976078350345 + }, + { + "X": 19.6, + "Y": 0 + }, + { + "X": 19.700000000000003, + "Y": 0.0013540129035337185 + }, + { + "X": 19.8, + "Y": 0.0011562628868415216 + }, + { + "X": 19.900000000000002, + "Y": 0 + }, + { + "X": 20, + "Y": 0.0009744269454590605 + }, + { + "X": 20.1, + "Y": 0.0008132022213417568 + }, + { + "X": 20.200000000000003, + "Y": 0 + }, + { + "X": 20.3, + "Y": 0.0006745464473741481 + }, + { + "X": 20.400000000000002, + "Y": 0 + }, + { + "X": 20.5, + "Y": 0.0005582997307157207 + }, + { + "X": 20.6, + "Y": 0.00046288497565384905 + }, + { + "X": 20.700000000000003, + "Y": 0 + }, + { + "X": 20.8, + "Y": 0.00038594381192061546 + }, + { + "X": 20.900000000000002, + "Y": 0.0003248333896982564 + }, + { + "X": 21, + "Y": 0 + }, + { + "X": 21.1, + "Y": 0.0002769661708154886 + }, + { + "X": 21.200000000000003, + "Y": 0.00024001059308228822 + }, + { + "X": 21.3, + "Y": 0 + }, + { + "X": 21.400000000000002, + "Y": 0.00021198624970821255 + }, + { + "X": 21.5, + "Y": 0 + }, + { + "X": 21.6, + "Y": 0.0001912889626783429 + }, + { + "X": 21.700000000000003, + "Y": 0.00017667540344558765 + }, + { + "X": 21.8, + "Y": 0 + }, + { + "X": 21.900000000000002, + "Y": 0.00016722869218326332 + }, + { + "X": 22, + "Y": 0.00016231855063334393 + }, + { + "X": 22.1, + "Y": 0 + }, + { + "X": 22.200000000000003, + "Y": 0.00016156325192117162 + }, + { + "X": 22.3, + "Y": 0 + }, + { + "X": 22.400000000000002, + "Y": 0.00016479590935456154 + }, + { + "X": 22.5, + "Y": 0.00017203419186391047 + }, + { + "X": 22.6, + "Y": 0 + }, + { + "X": 22.700000000000003, + "Y": 0.00018344985998981596 + }, + { + "X": 22.8, + "Y": 0.00019933224004266612 + }, + { + "X": 22.900000000000002, + "Y": 0 + }, + { + "X": 23, + "Y": 0.0002200378728378674 + }, + { + "X": 23.1, + "Y": 0 + }, + { + "X": 23.200000000000003, + "Y": 0.0002459175372595356 + }, + { + "X": 23.3, + "Y": 0.00027721268044805125 + }, + { + "X": 23.400000000000002, + "Y": 0 + }, + { + "X": 23.5, + "Y": 0.00031391750884478823 + }, + { + "X": 23.6, + "Y": 0 + }, + { + "X": 23.700000000000003, + "Y": 0.0003556121821621361 + }, + { + "X": 23.8, + "Y": 0.00040128731671940337 + }, + { + "X": 23.900000000000002, + "Y": 0 + }, + { + "X": 24, + "Y": 0.00044919847781439194 + }, + { + "X": 24.1, + "Y": 0.0004968057886739866 + }, + { + "X": 24.200000000000003, + "Y": 0 + }, + { + "X": 24.3, + "Y": 0.0005408586551082364 + }, + { + "X": 24.400000000000002, + "Y": 0 + }, + { + "X": 24.5, + "Y": 0.0005776684984681303 + }, + { + "X": 24.6, + "Y": 0.0006035682283450943 + }, + { + "X": 24.700000000000003, + "Y": 0 + }, + { + "X": 24.8, + "Y": 0.0006154931792359147 + }, + { + "X": 24.900000000000002, + "Y": 0 + }, + { + "X": 25, + "Y": 0.0006115564517402651 + }, + { + "X": 25.1, + "Y": 0.0005914622605069727 + }, + { + "X": 25.200000000000003, + "Y": 0 + }, + { + "X": 25.3, + "Y": 0.0005566267665298914 + }, + { + "X": 25.400000000000002, + "Y": 0 + }, + { + "X": 25.5, + "Y": 0.0005099560957160369 + }, + { + "X": 25.6, + "Y": 0.00045533665673477055 + }, + { + "X": 25.700000000000003, + "Y": 0 + }, + { + "X": 25.8, + "Y": 0.0003969790301556983 + }, + { + "X": 25.900000000000002, + "Y": 0 + }, + { + "X": 26, + "Y": 0.00033878790299754274 + }, + { + "X": 26.1, + "Y": 0.0002838989221144142 + }, + { + "X": 26.200000000000003, + "Y": 0 + }, + { + "X": 26.3, + "Y": 0.000234450554821507 + }, + { + "X": 26.400000000000002, + "Y": 0 + }, + { + "X": 26.5, + "Y": 0.0001915808008003625 + }, + { + "X": 26.6, + "Y": 0.0001555845261923551 + }, + { + "X": 26.700000000000003, + "Y": 0 + }, + { + "X": 26.8, + "Y": 0.0001261487593743184 + }, + { + "X": 26.900000000000002, + "Y": 0 + }, + { + "X": 27, + "Y": 0.00010259445019339419 + }, + { + "X": 27.1, + "Y": 8.407922848336738e-05 + }, + { + "X": 27.200000000000003, + "Y": 0 + }, + { + "X": 27.3, + "Y": 6.974261840723488e-05 + }, + { + "X": 27.400000000000002, + "Y": 0 + }, + { + "X": 27.5, + "Y": 5.879481235799708e-05 + }, + { + "X": 27.6, + "Y": 5.0560456426284555e-05 + }, + { + "X": 27.700000000000003, + "Y": 0 + }, + { + "X": 27.8, + "Y": 4.449175919134204e-05 + }, + { + "X": 27.900000000000002, + "Y": 0 + }, + { + "X": 28, + "Y": 4.016366984390197e-05 + }, + { + "X": 28.1, + "Y": 3.726054221417976e-05 + }, + { + "X": 28.200000000000003, + "Y": 0 + }, + { + "X": 28.3, + "Y": 3.556027270886856e-05 + }, + { + "X": 28.400000000000002, + "Y": 0 + }, + { + "X": 28.5, + "Y": 3.491911348063536e-05 + }, + { + "X": 28.6, + "Y": 3.5258355718634744e-05 + }, + { + "X": 28.700000000000003, + "Y": 0 + }, + { + "X": 28.8, + "Y": 3.655270018274306e-05 + }, + { + "X": 28.900000000000002, + "Y": 0 + }, + { + "X": 29, + "Y": 3.881915839542137e-05 + }, + { + "X": 29.1, + "Y": 0 + }, + { + "X": 29.200000000000003, + "Y": 4.210459015036061e-05 + }, + { + "X": 29.3, + "Y": 4.6469450239299096e-05 + }, + { + "X": 29.400000000000002, + "Y": 0 + }, + { + "X": 29.5, + "Y": 5.196515408430041e-05 + }, + { + "X": 29.6, + "Y": 0 + }, + { + "X": 29.700000000000003, + "Y": 5.860306481535864e-05 + }, + { + "X": 29.8, + "Y": 0 + }, + { + "X": 29.900000000000002, + "Y": 6.631499830617251e-05 + }, + { + "X": 30, + "Y": 7.490879444586231e-05 + }, + { + "X": 30.1, + "Y": 0 + }, + { + "X": 30.200000000000003, + "Y": 8.402778960743666e-05 + }, + { + "X": 30.3, + "Y": 0 + }, + { + "X": 30.400000000000002, + "Y": 9.312861997440869e-05 + }, + { + "X": 30.5, + "Y": 0 + }, + { + "X": 30.6, + "Y": 0.00010149482443056714 + }, + { + "X": 30.700000000000003, + "Y": 0.00010830044030317912 + }, + { + "X": 30.8, + "Y": 0 + }, + { + "X": 30.900000000000002, + "Y": 0.00011272561066954198 + }, + { + "X": 31, + "Y": 0 + }, + { + "X": 31.1, + "Y": 0.00011410663108855444 + }, + { + "X": 31.200000000000003, + "Y": 0 + }, + { + "X": 31.3, + "Y": 0.00011208305442781912 + }, + { + "X": 31.400000000000002, + "Y": 0.00010669528293337102 + }, + { + "X": 31.5, + "Y": 0 + }, + { + "X": 31.6, + "Y": 9.83958194036935e-05 + }, + { + "X": 31.700000000000003, + "Y": 0 + }, + { + "X": 31.8, + "Y": 8.796508658355505e-05 + }, + { + "X": 31.900000000000002, + "Y": 0 + }, + { + "X": 32, + "Y": 7.635664277871499e-05 + }, + { + "X": 32.1, + "Y": 6.452023379830694e-05 + }, + { + "X": 32.2, + "Y": 0 + }, + { + "X": 32.300000000000004, + "Y": 5.325350281168712e-05 + }, + { + "X": 32.4, + "Y": 0 + }, + { + "X": 32.5, + "Y": 4.3115497901275164e-05 + }, + { + "X": 32.6, + "Y": 0 + }, + { + "X": 32.7, + "Y": 3.44086416679338e-05 + }, + { + "X": 32.800000000000004, + "Y": 0 + }, + { + "X": 32.9, + "Y": 2.721377892398448e-05 + }, + { + "X": 33, + "Y": 2.1452885574149294e-05 + }, + { + "X": 33.1, + "Y": 0 + }, + { + "X": 33.2, + "Y": 1.6955773267985623e-05 + }, + { + "X": 33.300000000000004, + "Y": 0 + }, + { + "X": 33.4, + "Y": 1.3515499615132994e-05 + }, + { + "X": 33.5, + "Y": 0 + }, + { + "X": 33.6, + "Y": 1.0926483703025982e-05 + }, + { + "X": 33.7, + "Y": 0 + }, + { + "X": 33.800000000000004, + "Y": 9.006044352752509e-06 + }, + { + "X": 33.9, + "Y": 0 + }, + { + "X": 34, + "Y": 7.6033635941362975e-06 + }, + { + "X": 34.1, + "Y": 6.600501760677523e-06 + }, + { + "X": 34.2, + "Y": 0 + }, + { + "X": 34.300000000000004, + "Y": 5.9092876708154385e-06 + }, + { + "X": 34.4, + "Y": 0 + }, + { + "X": 34.5, + "Y": 5.46666939873556e-06 + }, + { + "X": 34.6, + "Y": 0 + }, + { + "X": 34.7, + "Y": 5.22998641118898e-06 + }, + { + "X": 34.800000000000004, + "Y": 0 + }, + { + "X": 34.9, + "Y": 5.172800326910869e-06 + }, + { + "X": 35, + "Y": 0 + }, + { + "X": 35.1, + "Y": 5.2813858707310315e-06 + }, + { + "X": 35.2, + "Y": 0 + }, + { + "X": 35.300000000000004, + "Y": 5.551649912804907e-06 + }, + { + "X": 35.4, + "Y": 5.986033213011323e-06 + }, + { + "X": 35.5, + "Y": 0 + }, + { + "X": 35.6, + "Y": 6.589819020744834e-06 + }, + { + "X": 35.7, + "Y": 0 + }, + { + "X": 35.800000000000004, + "Y": 7.366252625750508e-06 + }, + { + "X": 35.9, + "Y": 0 + }, + { + "X": 36, + "Y": 8.310065717286388e-06 + }, + { + "X": 36.1, + "Y": 0 + }, + { + "X": 36.2, + "Y": 9.3995441958341e-06 + }, + { + "X": 36.300000000000004, + "Y": 0 + }, + { + "X": 36.4, + "Y": 1.0588277185674356e-05 + }, + { + "X": 36.5, + "Y": 0 + }, + { + "X": 36.6, + "Y": 1.179905832428253e-05 + }, + { + "X": 36.7, + "Y": 0 + }, + { + "X": 36.800000000000004, + "Y": 1.2923547917735554e-05 + }, + { + "X": 36.9, + "Y": 0 + }, + { + "X": 37, + "Y": 1.3831294178266903e-05 + }, + { + "X": 37.1, + "Y": 1.4389597268644513e-05 + }, + { + "X": 37.2, + "Y": 0 + }, + { + "X": 37.300000000000004, + "Y": 1.4491390346643481e-05 + }, + { + "X": 37.4, + "Y": 0 + }, + { + "X": 37.5, + "Y": 1.4083366707643227e-05 + }, + { + "X": 37.6, + "Y": 0 + }, + { + "X": 37.7, + "Y": 1.318394911902707e-05 + }, + { + "X": 37.800000000000004, + "Y": 0 + }, + { + "X": 37.9, + "Y": 1.1882926742821027e-05 + }, + { + "X": 38, + "Y": 0 + }, + { + "X": 38.1, + "Y": 1.0321540492653226e-05 + }, + { + "X": 38.2, + "Y": 0 + }, + { + "X": 38.300000000000004, + "Y": 8.6600019430947e-06 + }, + { + "X": 38.400000000000006, + "Y": 0 + }, + { + "X": 38.5, + "Y": 7.0441961985872e-06 + }, + { + "X": 38.6, + "Y": 0 + }, + { + "X": 38.7, + "Y": 5.5821520018374805e-06 + }, + { + "X": 38.800000000000004, + "Y": 0 + }, + { + "X": 38.900000000000006, + "Y": 4.335144145714251e-06 + }, + { + "X": 39, + "Y": 0 + }, + { + "X": 39.1, + "Y": 3.3218456678758074e-06 + }, + { + "X": 39.2, + "Y": 0 + }, + { + "X": 39.300000000000004, + "Y": 2.5300653536327066e-06 + }, + { + "X": 39.400000000000006, + "Y": 0 + }, + { + "X": 39.5, + "Y": 1.9301997288640287e-06 + }, + { + "X": 39.6, + "Y": 0 + }, + { + "X": 39.7, + "Y": 1.4864252812999445e-06 + }, + { + "X": 39.800000000000004, + "Y": 0 + }, + { + "X": 39.900000000000006, + "Y": 1.1640818195880933e-06 + }, + { + "X": 40, + "Y": 0 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- in fact, we can add arbitrary factors to the \"graph\"\n", + "model3 :: Measure Real\n", + "model3 = do\n", + "\n", + " x <- normal 0 10\n", + " factor $ Exp (cos x )\n", + " return x\n", + "\n", + "plotVega $ histogram 800 0.1 model3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4fd90f02-b907-44ab-b8a2-656f3e5bb332", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1ac17e37-46bd-4469-8a8e-b78ec56565e9", + "metadata": {}, + "source": [ + "# Making use of laziness\n", + "\n", + "We can use laziness to specify distributions over infinite lists (and other infinite structures) which we subsequently marginalize to finite distributions, but only as a final step." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "b6de8e6f-a6be-4287-ad43-969051558195", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[6.877240896038372e-2,5.238833580765645e-2,7.857845674406094e-2,0.7276758822577607]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import qualified Control.Monad.Bayes.Sampler.Lazy as L\n", + "\n", + "-- all the elements of the support are infinite lists. Yikes!\n", + "infiniteListDistribution :: Distribution [Real]\n", + "infiniteListDistribution = do\n", + " x <- random\n", + " fmap (x :) infiniteListDistribution\n", + "\n", + "-- x is an infinite list, drawn at random!\n", + "infiniteList <- L.sample infiniteListDistribution\n", + "-- take the first four elements\n", + "take 4 infiniteList" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "a126a0d8-9dac-4720-891e-4a15195c1755", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9182056070270405,4.200877821885529e-2,0.9633448686258755,0.6540031820992496]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- or use fmap to directly obtain a distribution over finite lists \n", + "finiteListDistribution :: Distribution [Real]\n", + "finiteListDistribution = fmap (take 4) infiniteListDistribution\n", + "\n", + "L.sample finiteListDistribution" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "b6e04392-4256-411b-a581-e042570d9824", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1.4690753397188483,1.2841891533542422,0.48988832547910144,0.8318796414908216]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "interestingInfiniteListDistribution = do\n", + " i1 <- infiniteListDistribution\n", + " i2 <- infiniteListDistribution\n", + " return (zipWith (+) i1 (tail i2))\n", + "\n", + "\n", + "L.sample (fmap (take 4) interestingInfiniteListDistribution)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a78b93c8-dfe6-4e17-9c35-5383e9c1a568", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[V2 (-2.8460842765943954e-3) (-1.5754468441311727e-2),V2 9.91502562264479e-3 (-2.6894296308489257e-2),V2 1.6882001536142836e-2 (-2.4855887415329417e-2),V2 5.0496205366172674e-3 (-1.5198674955383825e-2)]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "-- kernel :: MonadSample m => V2 Real -> Distribution (V2 Real)\n", + "kernel (V2 x y) = do\n", + " newX <- normal x 0.01\n", + " newY <- normal y 0.01\n", + " return (V2 newX newY)\n", + "\n", + "randomWalk :: Distribution [V2 Real]\n", + "randomWalk = unfoldrM (fmap (Just . (\\x -> (x,x))) . kernel) 0\n", + "\n", + "\n", + "x <- L.sample randomWalk\n", + "\n", + "take 4 x" + ] + }, + { + "cell_type": "markdown", + "id": "30efd73d-7765-445d-bb13-b4711a49fdeb", + "metadata": {}, + "source": [ + "# Manipulating `randomWalk`\n", + "\n", + "Given any function on lists of 2D vectors, we can use that function to transform `randomWalk`. As a neat example, let's introduce the type `Diagram` of diagrams, which are renderable and composable images:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "dad96559-9ddd-4639-aebf-358484e2fe85", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "circ = D.circle 1 # D.frame 1 :: Diagram \n", + "displayDiagram circ" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "30dec92a-0aea-4730-a688-569575104d7c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram $ (circ <> circ # D.translateX 1)" + ] + }, + { + "cell_type": "markdown", + "id": "f5c717a2-879d-4b2e-9fdf-128073bcfc8e", + "metadata": {}, + "source": [ + "# A distribution over diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "96c8492b-4ee4-4261-bd8b-6eff5ebdfec5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAFiCAYAAADMXNJ6AAAABmJLR0QA/wD/AP+gvaeTAAAdF0lEQVR4nO3de5ScVZnv8W9X50ZuJOlOQkiAhFuEJEBAhFzQ4aqAGREFxzkejkvPwBwYBxERdRjGNc4cgVmKooAgs5YoLhYgZ9aIzjAQFDAJgoITouEqCYEQLgmEEJKQW58/nqpUpelO+lL17qp6v5+1anV3dbrqR+g8tWu/ez+7Bam2BgH7AZMrblOK940t3kZ187PrgS3AWqCj+Pn64vc2AO90+vMjgdbibWTxvj2AIcBwYGAXz7EZWFO8vQgsr7gtK358dXf/kVJ/tKQOoKYxDjiseJsOHEQU3b2BQsWfW0W5wL1CuQi+VvF56da50PbXSKLwtwNtnW7twCTiRWIKMLTi5zYUMy8DngCWFG9LiUIu9YuFWL01iCi0M4q3UvEdX/z+ZuCPwDOUC27lbVOGWftjHOXR++TibX9gGjCx+Ge2AE8RRfnx4m0xsDLTpGp4FmLtzkjgfcBcYE7xtkfxe6uIorsUeLT4+R+o/ki23uxJvAgdShTmo4DDiekPiL+XR4EFwELgERw5axcsxOrsIKLYzgVmA+8hfk9eAxYRxeURYvS3NlHGelQgRsxHEn9vs4GZwADgLeBhoigvKt7Wd/0wyiMLsYYSReMk4M+BQ4r3P0cUjtKobilxwUw9N5QozEcRL24nEPPRW4nCfBcwH3gM/26l3DkUuBi4l5iz7QCeB74PnEEUC1VfgZjS+AJwD+W/+xXAjcCZlFd7SGoyBWKq4Rqi4HYQRWA+UZCnpYuWa8OADwPXAn8i/r9sBn4JnE/5AqikBtUCHAt8C3iB+Ef+MnA9MQUxLF00deNg4ELiBXJr8XYfcB6xvE5Sg5gGfI1YPtZBrMf9ETCPrjc0qD61AecQ88hbiKK8gCjU4xLmktSNccAXgScpF9+bgFOIq/ZqbHsDnyMK8TZieeAdxP/fwi5+TlKNFYCTgduJf5jvFD8/DUe+zWwScAnlF91lwGWUN5lIysBewKWUL+48Xfzat6v5cxRwA/A2MVK+FzgLX4ilmpkN/JSYL9wI3AL8Ga4FF4wG/pbYat1BNC/6CjAmZSipWbQCHyN2YnUAzwKfx39g6t6xwM3EVNVbxJLF/ZMmkhrUEOKKeWke8HfFr73wpp4aT6yeWUNMW9xFvKuStBvjgX+m/I/np8CspInU6IYT0xbPES/qDxLryJ3SkjppI0YvbxI73n5ENNuRqqVArCVfSBTkJcSFPQuycm8U8I/AOuLK95W4g0q1dyLl6w6/IdYjS7kznFhy9jpxUeUGYELSRMqjk4iWph1EYT4xbRwpG0OIxfivEQX4OlyIr7RaiI57i4mCPJ9YeSE1pbOIXVBbiO3Hk5OmkXZWAM4m+k5vJ9apT0qaSKqimcADlEcbM9LGkXapQCyVfIW4bnEF5SOgpIbTBnyH6Jr1NDEilhrFKKIIbyJ26p2DKyzUQAYSrQrXAm8QF+UGJ00k9d3BxGaQDuJ4J9e1q+7NJk4y3kasBfaEBTWLk4i1x9uJVT4j0saR3m0kcdzNNmI78sy0caSaGEi8w9tAHLl1Wto4UtlpxC/lBuKXtDVtHKnm9idabnYQPbBtwapkxhPTDx3EqoiD08aRMtVCXMBbTWxMOhcv5ilj5xCNedYAn8ZfQOXXBKI5VQdwN7BP2jjKg9HAbcQv3W14MU4qOQN4iRgdn504i5rYLKKV4JvE2zBJOxsF3Ep57nhU2jhqJgOIFpVbiU5VByRNI9W/c4jTQZYBcxNnUROYSixH20LsMvJQRqlnphC9j/23o375LLCeOCfumMRZpEY0EPgGsb5+AV7IUy8MIbqjdQA/xB1EUn99AHgBeBU4IXEWNYBJxDzwJqJfhKTqaCc2gWwlrrm45FNd+gDwMtFpysbYUvW1EvPF24F/B/ZMG0f1pIUY/W4hdsjtlTaO1PQ+QiwDfQqYljiL6sAI4E7iFfpfiKVqkmpvGlGI3wQ+mjiLEpoI/Dex3tGm7VL29iSmKLYDX0qcRQnMIDqmvQQcmTiLlGctxMW7DuBfcb1xbpxMvB1aAuybOIuk8FlgM3APXsRreqX/2ffi/2yp3pQGSY/jIKkp+fZHagwzgBU4bdh0BhIdobYDX06cRdLuTQIWA+uAExNnURUMIU6g3Qx8MnEWST03EpgPbAQ+nDiL+mEoMfG/iWhaLamxDAb+H7HZ6n8mzqI+2JPo9vQ2cQFAUmMaQJwNuRX4TOIs6oXRROOet4DjE2eR1H+txEX27cDnE2dRD4wnJvlfxx7CUjNpAa4mVj5dnjiLdmEv4ElgFbEERlLzuZIoxpelDqJ3ayMWga8ijjeS1Ly+ThTji1IHUdlI4BHgDWBm4iySsnEVMWf816mDKJaoPUBsizw6cRZJ2WkBrieKsaspEhoE/AexRO39ibNIyl4BuIVY2nZ24iy5NBD4GfAOcGriLJLSaQVuI2rB6Ymz5EqB6B2xGZiXOIuk9AYB/wlsAOYmzpIbVxLzQvaOkFSyB7GbdjVwcOIsTe+zxLIVu6hJ6qyNOAfvT8C4xFma1oeI5h83pQ4iqW7tD7xCLGkdmjhL05kOrAXuxpOWJe3a+4jVVHcQ15RUBXsTHfv/AIxKnEVSYzgL2AZckTpIMxhBHHn/ItG1X5J66lLimtJ5qYM0shbgTqKd5RGJs0hqTDcSS12PSx2kUX2ZWKbmjhlJfTUQeBB4GZiYOEvDOYHYtnhV6iCSGt5ewErgIWLzh3pgH+BV4Je4QkJSdcwitkF/N3WQRjCEWP+3AhdkS6quC4mLd59OnKPu3URMrM9JHURSU/ohsBE4MnGOulXavnxu6iCSmtYw4jSfZ4nT3lVhKrCeeLWSpFo6CFgH/CR1kHoyEHiYaNQxInEWSfnwaeId+KcS56gbVxDNfI5NHURSrtxKbBg7MHWQ1I4j1gv/feogknJnFLCc6GPcmjZKOqOA58n5X4KkpEqDwctTB0nlVqK15eTEOSTl2zeI6dFZqYNk7Rxiovx/pA4iKfcGAr8lFgwMS5wlM+OBNcTJq5JUD6YSGz2uTh0kK7cRhXh86iCSVOGrRDP5pp+iOA33ekuqTwOAx4iddwMTZ6mZkUQzn18STd8lqd4cTayi+LvUQWrlOuJAvwNSB5GkXfgWsAk4JHWQajuWmHu5OHUQSdqNocQKikU00SnQg4EngN/hxg1JjeGDNNnBo18i5lxmpg4iSb1wC7AaGJM6SH+NI3bPXZ86iCT10kSiKdA1qYP0178Cb+KaYUmN6TJi+/P01EH6aiZxge6i1EEkqY+GAMuA+amD9NUDwDPExTpJalRnERfuTk8dpLfOpkGDS1IX7qfBBpYNP5SXpE6OIFZ/fSF1kJ76EjG5fWjqIJJURT8A3iAOtahrw4FXgZtSB5GkKpsAbAD+MXWQ3fl7YDMwJXUQSaqBbxNri8emDtKdPYHXieY+ktSMxhKF+IrUQbrzdaLD/aTUQSSphq4C1lOHG9XaiB10uTlmRFJutQHrqMN6dyV1+gohSTXwT9TZDMB4oghfmTqIJGVkNLGU7drUQUr+mSjE7amDSFKGvkaMipPPBAwl+nU2fJs4SeqlMcQgNPm64s8R2/48h05SHl0HrAGGpQrQCjwL3JEqgCQldhDR7veCVAE+TnRYm5UqgCTVgX8DniPRmZyLgIUpnliS6shcYlB6Zm6eWJLq0CLg4ayf9E5ifjjJUFyS6kzmU7V7E/2GP5/VE0pSnWsFngduzuoJ/w7YhBs4JKnSPxD9ikfX+olaiCmJW2r9RJLUYCYR+ypqvpTtFGIe5AO1fiJJakC/ABbX+knuAJ4iRsaSpJ2dQQxW31urJ2gn5oYvqdUTSFKDGwCsBG6o1RNcArwDjKvVE0hSE/gGcZzSiFo8+JPA7bV4YElqIgcA24HPVPuB30vMe5xW7QeWpCZ0P3BftR/0X4gTmgdV+4ElqQmdT3Rlm1CtB2wBlgE/qNYDSlKTG0vsQD6/Wg84i5iWOLlaDyhJOTAfeKBaD3Y18BqxLEOS1DPnEtMTE/v7QC1EI4vr+/tAkpQz7cBm4ML+PtBxxLTE8f19IEnKobupwgEa3wVexr7DktQXnyHWFO/XnwdxWkKS+m4MsXqizx3ZphHTEvOqlUiScmgBcFdff/hiorfE8KrFkaT8uQxYDwzpyw/PB+6tahxJyp+j6ONejGFEy8uLq51IknKmBXgJ+GZvf3AeUcEPrXYiScqhm4E/9vaHrgNWVD+LJOXSJ4nBba+Wsf0J+H5N4khS/owhDhY9r6c/cBBRuc+oVSJJyqGHgDu7+kahi/tK25ofrGUiScqZB4D308Xhy10V4tnAE0QjeElSdSwkGgEd2PkbXRXiOVShSYUkaScLib4Tczp/o3MhbgOmYiGWpGp7HXiKHhTi2cT8xaIMQklS3iwE5na+s3MhngOsBp7NIpEk5cxCYtZhbOWdXRXiBcSqCUlSdS0gZh1mVd5ZWYgHEc0pnB+WpNp4ljhsY6d54spCPB3YA3g4w1CSlDePAO+tvKOyEB9GTEksyTKRJOXM40S93aGyEM8gGv2szTKRJOXMEmJjx4TSHZ1HxI9nnUiScqZUZ2eU7uhciJ2WkKTaegbYSMX0RKkQjwfGYSGWpFrbRvTzedeIuFSZnZqQpNrb6YJdZSF+B3g6RSJJypklwCHAQCgX4unEUHlrolCSlCdLgMHEQRw7CvGBRFcgSVLtlertgVAuxFOA5SnSSFIOrQS2AJMhCvEgYmHx8mSRJClftgEvUFGI9yt+XJYukyTlzjJiNoJC6RMcEUtSlpZTUYgnE81+nk+XR5JyZzmdCvEqYFO6PJKUO8uAkcDoUiFenjKNJOVQ6brclNLFuuXpskhSLi0vfpxcIBr+vJwuiyTl0qvE9blxBaJB8Zq0eSQpd7YCbwJtBWKy2EIsSdlbDbQXiKOdVycOI0l5tIbiiLj0hSQpW6upKMSOiCUpe2soTk2UvpAkZWvHHDFYiCUphR1zxOuBzYnDSFIerQFGFoANqZNIUk5tBFoKxKGhkqTsvQPRfc1pCUlKYzNEIXZELElpOCKWpMQsxJKUmFMTkpSYI2JJSmzHiNhCLElp7BgRF3bzByVJtdEKUYQHJw4iSXk1GKIQD0ocRJLyahA4IpaklBwRS1JiO0bEFmJJSmPHiNipCUlKw6kJSUrMi3WSlNiOEfFIoCVtFknKpZHAlgIwsPiFJClbY4HVpe3N7SmTSFJOtQFrChVfSJKy1U7FiNhCLEnZ22lE7NSEJGWvjeKIeDOOiCUphTbg9QKwBguxJKXQBrxWAFbj1IQkZW04MITiiPglYFLaPJKUO/sUP75YAJYBUxKGkaQ8mlz8uLwAPF9xhyQpG1OAbcALpRHxMGKrnSQpG5OBlcDmArC8eKfTE5KUnSkU629pRAxOT0hSliZTrL8F4FXgbRwRS1KWdhoRQ1yw2y9VGknKmRHEZo4dI2KKX+yfKpEk5UxpBmI5lAvxUmB6ijSSlEOlevsElAvxEmAi9pyQpCzMAFYR1+h2FOLHK74pSaqtw4gBMFAuxE8Q7TAPS5FIknLmMMoD4B2FeDPwNI6IJanWRhFTwe8aEUNUZwuxJNXWYUAL3RTiJcSVvAKSpFo5DNhKccUEvHtEPAzXE0tSLc0gpoI3le6oLMSLix9nZplIknLmCCou1MHOhXgl8AIwJ8tEkpQjexCFeFHlnZ3ngxdiIZakWjkWGAQsqLyzq0J8BHGonSSpuuYA66lYMQFdF+IBwNEZhZKkPJkD/IZYNbFD50L8OLAOpyckqdoKxNTEwq6+UWkb8AgwO4NQkpQn04lddQs6f6OrzRsLiULsxg5Jqp45xGD34c7f6KrYLgL2BKbVOJQk5ckcYvr3rc7f6K4QbwZOqnEoScqLFuBE4P7e/NB9wD21SCNJOXQk0AGc0psfuoTYB+16Yknqv68CG4iddT02najep9cikSTlzK+Bn/flB58HvlfdLJKUOyOJ625/05cfvhF4rqpxJCl/Pk7MMBzYlx8+s/jDB1czkSTlzE1E/+E+KQ2n/7ZqcSQpf1YA1/TnAX5FLGWTJPXeUcTMwqn9eZDziS5B46uRSJJy5irgdaIHcZ+NBbYQBVmS1HMtwDJijrjf7qOX2/IkSRxLH3bTdec8omPQxGo8mCTlxLeA14jDNvqtnZiecPWEJPVMC7Ep7vvVfND/ootmxpKkLs0lpiVOqOaDfhbYDuxbzQeVpCZ1DfAy0FrNBx0DvEN0ZZMkdW8AsAq4thYP/lPgSWLuQ5LUtTOIaYn31uLBP1h88PfX4sElqUn8AlhcqwdvAZ4FflyrJ5CkBjeJ2I18QS2f5DJgIzFnLEna2eXESRyja/kkE4g1xZ+r5ZNIUgMqAMuBm7N4sp8RR0JLkso+RFxHm5vFk80rPtmxWTyZJDWITFeWDQBeJKPhtyQ1gL2JgzQuzvJJv1p80klZPqkk1akrgPVAW5ZPOhp4C/hGlk8qSXVoBPAGcHWKJ7+m+OTDUzy5JNWJi4i1w/unePIpxFK2C1M8uSTVgQHEkrVbU4a4nTgKpCqNjyWpwXySWEV2TMoQRxdDnJ0yhCQl8jBx2n1yvwZ+mzqEJGXsBGIg+uHUQQA+QoQ5KXUQScrQPcBS6qQ1cAvwGLAodRBJykjpKKS/SB2kUmnb86mpg0hSBn4F/IFo9FNXHgJ+R50M0yWpRk4iBp5npg7SlVOIcB9JHUSSauhBYjq2bged9wNLqMPhuiRVwWnU0UqJ7pQmsM9KHUSSauBhYrlu3Y6GS+YTSzpaUweRpCoqnc58SuogPXEMsB34P6mDSFKVDAKeIqZfG8YtwBoy7s0pSTXyRWAbcFTqIL0xkWiSnKQ/pyRV0ThgLXBD6iB9cTnRJnNa6iCS1A83AuuAvVIH6Ys9iBaZ96YOIkl9dATR9D3Ts+iq7RPEVcbTUgeRpD64H3gWGJw4R789ADxDXHWUpEZxFjGQnJc6SDUcRVxtvDR1EEnqoRHA80Sry6ZxDbAJeE/qIJLUA01Zs4YBzxHzLXW/NVBSrh1DXKBrynfxpxLzLf87dRBJ6sYgos/wYmBg4iw18xNiYfTE1EEkqQuXE6PhhtpB11vtwKvAHamDSFInU4GNwFWpg2ThHGKK4qOpg0hSUYE4kX4ZcU0rF+4GVhIjZElK7UKia2SuTqOfSHRn+7fUQSTl3jRgA3Bd6iApfIyYovir1EEk5dZgYoXEUmBo4izJ/JBolzk1cQ5J+fQdYuPGzNRBUhoOPA08ir0oJGXrFGJeuKE7q1XL0cBm4P+mDiIpN8YCLxG7fT11vugfiMZAJ6QOIqnptQA/A14H9kmcpa60AguAF4DxibNIam4X4V6Gbu0DvEIU5Kbd4y0pqdnEVKjnae7C8cQ5d99MHURS05lAzAsvxMUBu3UJ8bbhE6mDSGoaA4ktzKuAvRNnaQgtwG3E+uLpibNIag7XE1MSx6UO0kiGEz1BnwZGJc4iqbF9iniXfUHqII3oPcCbwL/jOj9JfXMk0Ufix6mDNLKPEuuLc9EfVFJVTQJeBH5PjvtIVMul+LZCUu+MIArwSty0UTXXEseX/HnqIJLqXiuxc24dcETiLE2l9Bf7Fv7FStq10sBtXuogzajyrca+ibNIqk9fIaYyz08dpJntDawglra5rE1SpbOIi/tXpA6SB4cTcz/zgSGJs0iqDycSJzDfhstdM1P6S78LGwRJeTeb2Inr4CyBDxJHnNwJDEicRVIahxN9hR8iduQqgTOJbm0349sRKW+mAi8D/w2MTpwl984hJuivTR1EUmYOIFZQPYmHSdSNC4glKzZ7lprfJOA54FlsaVl3vkQU46+nDiKpZvYhujKuAPZLnEXduIwoxt8i+hpLah4HAsuIInxQ4izajQuA7cCNeAFPahaHEJ3UlhHzw2oAf0VcwLsV1xlLje5I4FXgCWBi4izqpb8gjka5Cxd5S43qaGAN8BgwNnEW9dE8YgfeL3Gxt9Ro/oxoZ/AIMCZtFPXXh4ijUhYA7YmzSOqZTxCDqPnAsMRZVCVzgdXEshevtkr17cvEBffbcFqx6RxA7MJZA7w/cRZJ79YKXEcsQf0OrnpqWmOAB4hmQX+ZOIuksuHAz4mTNWzqngODgZ8Qb32+ljaKJGKb8mPEUWinJ86iDBWAK4m3QDcCg9LGkXLrSGKjxotES0vl0HnEWuOF2DxEytr/IlY0/Z5o5KMcmwu8ROzcOSFxFikPBhDnynUQ04QuTxMA44hNH1uASxNnkZrZRGAR/ltTNypfpW/FV2mp2o4DVgGvAMcnzqI69yngbeBx3PwhVUMLcBExCn4QmJA2jhrF4UT3/3XAuYmzSI1sLPAz4p3mDbhCSb00EvgR8Qv0U2w6IvXWycS5cm8Q3RClPjuLOK57BdENStKuDSGut2wD7sMewqqS/Yit0duJPfC+vZK6diixLngzsXPVfhGqqlbgcuKCw2+BqWnjSHWlAFxItK5cCsxMG0fN7ljgT8Qv3FfxKCbpEODXxDvG64ChaeMoL4YSc2BbiWVux6SNIyUxkNiUsQl4DjglbRzl1UzgUeKixA14HJPy40j83VcdGUCMCjYSR31/MG0cqaYq3w0uBt6XNo60s6nErqEO4BZcsqPm83HgeaJj2qXEIESqOy1Ea83VwHrgMmCPpImk/jsCuJ8YZNwDHJg0jdRDo4m3b+8ALwDnEEVaaiRtxLr5rcAzxOYmqeEcTJzD1QH8hlj6JtW7gcSa4LXE8UVfI44Ykxra6cBTxBXmH+D8sepTC3AG5d/VG4le3VLTGAh8gehbsRH4NjA+aSKp7FRix2gHMR98RNI0Uo2NIK44ryX6Hn8HC7LSmUv5QtxvgHlJ00gZayPm3t4kVlhcQVzkk7IwG5hPFOAlxIU4Lygrt8YDVxPTFW8Qxbk9ZSA1teOJJWilAvwxLMDSDhOBa4mCvAG4Ho9qUnUMIBqz/44owEuBT2KLSqlbY4lR8WvEleu7gJNSBlLDGk4sQ1tOFOAFxBREa8JMUkMZTGwEeYL4R/Ro8Wu3lWp3xhMv5msov5jPShlIanQF4kr2AqIgryQu7E1OmEn1p0C8c7qdOB3jLaIr2sEpQ0nNaBZwMzGHvJXYtXcGjpLzbBJxcsxy4oX6CeCLuAJHqrmRwLnEdEUHsIoYJduMJR9aKY9+txCN2W8v3ucKCCmBo4m3oOuIo2ruB87HranNpgWYQ2wAWkW8AP8euAAYlTCXpArDgc8Qx5dvLd7mEyNn1yU3phbiGK5vAiuI4vsy8D3iBVhSHRtPjIofIK6abwHuJgr1mIS51DNHAVcSJ750EEsZbwBOxKVnUkNqJ0bFC4ipi63Ewv4riD4DLupPbxixMuYGyiPfN4AfFe/3pHCpiexDzCn+nGg4VHqrezOx86otXbRcaSEOnv0KcbzWFuL/xTPAd4lOaIOSpZOUmSHAycT841KiEGwFHiJGy/OwMFdLAZgB/DXwY8oX294GfgH8Da54yTWXuqhkP+BDwCnElMU4olg8CSwkpjYWEaM27dpQ4mLaXKLL2WxiZcM2otHOr4g5+weJpWfKOQuxunMwUUBKxeQ9xO/LK8DDREF5vHh7higyeTSKGO3OAA4jphxmEvO664kevwuJF7GHiB1v0k4sxOqpdmJn31ziqv7hlJfFbQL+SBTnUoF+mtiO3SwFejiwPzCNKLil4rtv8fulAzYXEwV3YfHzrZknVcOxEKs/JlAeCZYK0zTKF5q2EKsAlhNLsZZ3+vwV6qdQDyOK6uTibUqnj5VrsV+h/G6g9OLzR+LUbqnXLMSqtgHEtMaBRBErFbLJxc9Hdvrza4l1smu6ub1NeR51LTFvvbl4P8Rb/cFE8S8Aexbv34O4IAkxfTCUuPjYXvw4tvixdCv9WYgXh5cov2Asq/h8aTGvVDUWYmVtDFGU9yVG1G1d3NqJQtm5aPfHFnYu8KsrbqX7VhIF9wWi2EuZ+P87jJgltaEHagAAAABJRU5ErkJggg==", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "simpleDiagramDistribution :: Distribution Diagram\n", + "simpleDiagramDistribution = uniformD [D.circle 1, D.rect 1 1]\n", + "\n", + "x <- sampleIO simpleDiagramDistribution\n", + "displayDiagram x" + ] + }, + { + "cell_type": "markdown", + "id": "9a4cf190-7046-4903-adce-923fd5908de1", + "metadata": {}, + "source": [ + "# Transforming `randomWalk` into a distribution over diagrams\n", + "\n", + "We can now create a more interesting distribution over diagrams, by transforming `randomWalk` " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a621a66f-0a83-48f9-a693-243b504673c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "convertPointToDiagram :: V2 Real -> Diagram\n", + "convertPointToDiagram point = D.circle 0.001 # D.translate point\n", + "\n", + "convertListofNPointsToDiagram :: Int -> [V2 Real] -> Diagram\n", + "convertListofNPointsToDiagram n = mconcat . take n . fmap convertPointToDiagram\n", + "\n", + "diagramList :: Distribution Diagram\n", + "diagramList = fmap (convertListofNPointsToDiagram 10000) randomWalk\n", + "\n", + "d <- L.sample diagramList\n", + "displayDiagram d" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b41c4ad5-2b60-413b-ad6d-89f029281c4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "randomWalk2 = fmap (scanl (+) 0) randomWalk\n", + "\n", + "d <- L.sample $ fmap (convertListofNPointsToDiagram 100) randomWalk2\n", + "displayDiagram d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a7db37a-b92a-407b-8a25-9191af6a86f7", + "metadata": {}, + "outputs": [], + "source": [ + "-- randomWalk3 = D.liftA2 (zipWith (+)) randomWalk (tail <$> randomWalk)\n", + "\n", + "-- d <- L.sample $ fmap (convertListofNPointsToDiagram 10000) randomWalk3\n", + "-- displayDiagram d" + ] + }, + { + "cell_type": "markdown", + "id": "263e4112-d89e-4437-b312-665d2125686f", + "metadata": {}, + "source": [ + "# Distribution over JSONs" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "fdaa783e-5762-456c-9d39-256b9292ad86", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + ":e BlockArguments\n", + ":e LambdaCase\n", + ":e OverloadedStrings\n", + "\n", + "import Data.Aeson.Lens\n", + "import Control.Lens hiding (nth, (#))\n", + "import Data.Aeson\n", + "import Data.Maybe (fromMaybe)\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Sampler\n", + "import Data.Monoid " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f94cc93-e12f-459c-adfd-82c5ce147b8f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Object\n", + " ( fromList\n", + " [\n", + " ( \"address\"\n", + " , Object\n", + " ( fromList\n", + " [\n", + " ( \"id\"\n", + " , Number 5.4\n", + " )\n", + " ,\n", + " ( \"streetAddress\"\n", + " , String \"21 2nd Street\"\n", + " )\n", + " ]\n", + " )\n", + " )\n", + " ,\n", + " ( \"age\"\n", + " , Number 27.0\n", + " )\n", + " ,\n", + " ( \"height\"\n", + " , Number 1.5\n", + " )\n", + " ,\n", + " ( \"isAlive\"\n", + " , Bool True\n", + " )\n", + " ,\n", + " ( \"name\"\n", + " , String \"John\"\n", + " )\n", + " ]\n", + " )" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import qualified Data.ByteString.Lazy as B\n", + "import Text.Pretty.Simple\n", + "\n", + "json <- fromMaybe undefined . decode <$> B.readFile \"file.json\" :: IO Value\n", + "\n", + "\n", + "pPrint json" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d1b8729a-ff56-40c7-95f3-2159f3452b38", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "-- noisifyString :: T.Text -> Distribution T.Text\n", + "noisifyString t = fmap T.pack $ forM (T.unpack t) $ \\letter -> do\n", + " x <- bernoulli 0.2\n", + " if x then uniformD \"abcdefghijklmnopqrstuvwxyz\" else return letter\n", + "\n", + "jsonDist :: Distribution Value\n", + "jsonDist = \n", + " ((transformM . _Double) (\\case x -> normal x 0.001) >=>\n", + " (transformM . _Bool) (\\case x -> bernoulli 0.9 ) >=>\n", + " (transformM . _String) noisifyString\n", + " )\n", + " \n", + " json" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a953c09c-9d16-4cf8-a6e0-a9d2b32d556b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Object\n", + " ( fromList\n", + " [\n", + " ( \"address\"\n", + " , Object\n", + " ( fromList\n", + " [\n", + " ( \"id\"\n", + " , Number 5.399309290336649524988388293422758579254150390625\n", + " )\n", + " ,\n", + " ( \"streetAddress\"\n", + " , String \"21 rnk Sqreet\"\n", + " )\n", + " ]\n", + " )\n", + " )\n", + " ,\n", + " ( \"age\"\n", + " , Number 27.001077265144541428298907703720033168792724609375\n", + " )\n", + " ,\n", + " ( \"height\"\n", + " , Number 1.50019777377331475776145452982746064662933349609375\n", + " )\n", + " ,\n", + " ( \"isAlive\"\n", + " , Bool True\n", + " )\n", + " ,\n", + " ( \"name\"\n", + " , String \"iohn\"\n", + " )\n", + " ]\n", + " )" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x <- sampleIO jsonDist\n", + "pPrint x" + ] + }, + { + "cell_type": "markdown", + "id": "63866c03-47a1-4725-94ce-ef79b8a655ff", + "metadata": {}, + "source": [ + "# Ising Model\n", + "\n", + "See demo" + ] + }, + { + "cell_type": "markdown", + "id": "0dec6ffe-b11c-4b92-b470-977897bb2a71", + "metadata": {}, + "source": [ + "## Applications of probabilistic programming to Bayesian statistics\n", + "\n", + "An obvious application of probabilistic programming is to describe statistical models and perform Bayesian inference. Here are two typical cases.\n" + ] + }, + { + "cell_type": "markdown", + "id": "aef4963d-e2d2-453f-a5c6-148220a5dd1b", + "metadata": {}, + "source": [ + "### Regression\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "313043fe-8c6d-41f9-847d-ceac4181f3a4", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"True\"", + "X": -10, + "Y": -2.521234491836898 + }, + { + "Outlier": "\"False\"", + "X": -9.9, + "Y": 33.66762463774578 + }, + { + "Outlier": "\"False\"", + "X": -9.8, + "Y": 30.941128735648093 + }, + { + "Outlier": "\"False\"", + "X": -9.700000000000001, + "Y": 43.18388328274017 + }, + { + "Outlier": "\"False\"", + "X": -9.600000000000001, + "Y": 34.30332250038667 + }, + { + "Outlier": "\"True\"", + "X": -9.500000000000002, + "Y": 21.718114769732157 + }, + { + "Outlier": "\"False\"", + "X": -9.400000000000002, + "Y": 38.453133046281295 + }, + { + "Outlier": "\"False\"", + "X": -9.300000000000002, + "Y": 44.2966884898933 + }, + { + "Outlier": "\"False\"", + "X": -9.200000000000003, + "Y": 33.999900017557735 + }, + { + "Outlier": "\"True\"", + "X": -9.100000000000003, + "Y": -13.755720847406922 + }, + { + "Outlier": "\"False\"", + "X": -9.000000000000004, + "Y": 28.69643089389471 + }, + { + "Outlier": "\"False\"", + "X": -8.900000000000004, + "Y": 32.782787485871 + }, + { + "Outlier": "\"False\"", + "X": -8.800000000000004, + "Y": 23.385513009874693 + }, + { + "Outlier": "\"False\"", + "X": -8.700000000000005, + "Y": 37.32579022445634 + }, + { + "Outlier": "\"True\"", + "X": -8.600000000000005, + "Y": 21.209522912272885 + }, + { + "Outlier": "\"False\"", + "X": -8.500000000000005, + "Y": 36.31379776731327 + }, + { + "Outlier": "\"True\"", + "X": -8.400000000000006, + "Y": 30.127415054316845 + }, + { + "Outlier": "\"False\"", + "X": -8.300000000000006, + "Y": 34.652269827865 + }, + { + "Outlier": "\"False\"", + "X": -8.200000000000006, + "Y": 33.334227027773856 + }, + { + "Outlier": "\"False\"", + "X": -8.100000000000007, + "Y": 31.977705612644193 + }, + { + "Outlier": "\"False\"", + "X": -8.000000000000007, + "Y": 20.23028871476395 + }, + { + "Outlier": "\"True\"", + "X": -7.9000000000000075, + "Y": 1.3254369926330278 + }, + { + "Outlier": "\"False\"", + "X": -7.800000000000008, + "Y": 31.34482802907794 + }, + { + "Outlier": "\"True\"", + "X": -7.700000000000008, + "Y": -7.583413175043844 + }, + { + "Outlier": "\"False\"", + "X": -7.6000000000000085, + "Y": 26.549077378548166 + }, + { + "Outlier": "\"False\"", + "X": -7.500000000000009, + "Y": 24.88405750759474 + }, + { + "Outlier": "\"False\"", + "X": -7.400000000000009, + "Y": 28.01005841160287 + }, + { + "Outlier": "\"False\"", + "X": -7.30000000000001, + "Y": 25.509049569934064 + }, + { + "Outlier": "\"False\"", + "X": -7.20000000000001, + "Y": 26.8897179854494 + }, + { + "Outlier": "\"False\"", + "X": -7.10000000000001, + "Y": 29.402224710405946 + }, + { + "Outlier": "\"False\"", + "X": -7.000000000000011, + "Y": 30.840285429863744 + }, + { + "Outlier": "\"True\"", + "X": -6.900000000000011, + "Y": -28.39230800017263 + }, + { + "Outlier": "\"False\"", + "X": -6.800000000000011, + "Y": 24.489152231131943 + }, + { + "Outlier": "\"False\"", + "X": -6.700000000000012, + "Y": 31.471518794081135 + }, + { + "Outlier": "\"True\"", + "X": -6.600000000000012, + "Y": 10.479809459457055 + }, + { + "Outlier": "\"False\"", + "X": -6.500000000000012, + "Y": 27.932028424645623 + }, + { + "Outlier": "\"False\"", + "X": -6.400000000000013, + "Y": 30.87122148986769 + }, + { + "Outlier": "\"False\"", + "X": -6.300000000000013, + "Y": 30.6242587448439 + }, + { + "Outlier": "\"False\"", + "X": -6.2000000000000135, + "Y": 25.89790656582039 + }, + { + "Outlier": "\"True\"", + "X": -6.100000000000014, + "Y": 0.5479742283234765 + }, + { + "Outlier": "\"False\"", + "X": -6.000000000000014, + "Y": 22.44673441710733 + }, + { + "Outlier": "\"False\"", + "X": -5.900000000000015, + "Y": 22.508956006189894 + }, + { + "Outlier": "\"False\"", + "X": -5.800000000000015, + "Y": 14.476533032980146 + }, + { + "Outlier": "\"False\"", + "X": -5.700000000000015, + "Y": 16.084710448495912 + }, + { + "Outlier": "\"False\"", + "X": -5.600000000000016, + "Y": 16.374441414269917 + }, + { + "Outlier": "\"True\"", + "X": -5.500000000000016, + "Y": 25.726496546899146 + }, + { + "Outlier": "\"False\"", + "X": -5.400000000000016, + "Y": 19.843779539855365 + }, + { + "Outlier": "\"False\"", + "X": -5.300000000000017, + "Y": 23.460265533919802 + }, + { + "Outlier": "\"False\"", + "X": -5.200000000000017, + "Y": 25.03798898673922 + }, + { + "Outlier": "\"True\"", + "X": -5.100000000000017, + "Y": -9.523191338674229 + }, + { + "Outlier": "\"False\"", + "X": -5.000000000000018, + "Y": 26.206681376702296 + }, + { + "Outlier": "\"False\"", + "X": -4.900000000000018, + "Y": 30.08131642670562 + }, + { + "Outlier": "\"False\"", + "X": -4.8000000000000185, + "Y": 26.853933605747006 + }, + { + "Outlier": "\"True\"", + "X": -4.700000000000019, + "Y": -0.6823323610830885 + }, + { + "Outlier": "\"True\"", + "X": -4.600000000000019, + "Y": 2.9649289118444173 + }, + { + "Outlier": "\"False\"", + "X": -4.5000000000000195, + "Y": 17.00422618558647 + }, + { + "Outlier": "\"False\"", + "X": -4.40000000000002, + "Y": 17.089248810377857 + }, + { + "Outlier": "\"False\"", + "X": -4.30000000000002, + "Y": 21.266240518007635 + }, + { + "Outlier": "\"False\"", + "X": -4.200000000000021, + "Y": 18.74976479106057 + }, + { + "Outlier": "\"False\"", + "X": -4.100000000000021, + "Y": 13.902949980496466 + }, + { + "Outlier": "\"False\"", + "X": -4.000000000000021, + "Y": 15.362617568541054 + }, + { + "Outlier": "\"False\"", + "X": -3.9000000000000217, + "Y": 23.827682438231875 + }, + { + "Outlier": "\"True\"", + "X": -3.800000000000022, + "Y": -17.80455292054352 + }, + { + "Outlier": "\"False\"", + "X": -3.7000000000000224, + "Y": 20.741822991209013 + }, + { + "Outlier": "\"False\"", + "X": -3.6000000000000227, + "Y": 16.352349098102163 + }, + { + "Outlier": "\"False\"", + "X": -3.500000000000023, + "Y": 15.366723272171706 + }, + { + "Outlier": "\"False\"", + "X": -3.4000000000000234, + "Y": 5.636264016576911 + }, + { + "Outlier": "\"False\"", + "X": -3.300000000000024, + "Y": 11.500376419667715 + }, + { + "Outlier": "\"False\"", + "X": -3.200000000000024, + "Y": 15.046224458462667 + }, + { + "Outlier": "\"True\"", + "X": -3.1000000000000245, + "Y": -21.979946965155662 + }, + { + "Outlier": "\"False\"", + "X": -3.000000000000025, + "Y": 13.34676269990125 + }, + { + "Outlier": "\"True\"", + "X": -2.9000000000000252, + "Y": -5.809886295726887 + }, + { + "Outlier": "\"False\"", + "X": -2.8000000000000256, + "Y": 9.671345794322532 + }, + { + "Outlier": "\"True\"", + "X": -2.700000000000026, + "Y": -0.2791747814301354 + }, + { + "Outlier": "\"False\"", + "X": -2.6000000000000263, + "Y": 11.515177725648577 + }, + { + "Outlier": "\"True\"", + "X": -2.5000000000000266, + "Y": -0.8730342312852736 + }, + { + "Outlier": "\"True\"", + "X": -2.400000000000027, + "Y": 5.055704668335648 + }, + { + "Outlier": "\"False\"", + "X": -2.3000000000000274, + "Y": 13.931790358608284 + }, + { + "Outlier": "\"False\"", + "X": -2.2000000000000277, + "Y": 12.658962003883719 + }, + { + "Outlier": "\"False\"", + "X": -2.100000000000028, + "Y": 10.60324088211091 + }, + { + "Outlier": "\"False\"", + "X": -2.0000000000000284, + "Y": 16.032395585319637 + }, + { + "Outlier": "\"False\"", + "X": -1.9000000000000288, + "Y": 7.911061850236938 + }, + { + "Outlier": "\"False\"", + "X": -1.8000000000000291, + "Y": 8.92201332593047 + }, + { + "Outlier": "\"False\"", + "X": -1.7000000000000295, + "Y": 7.865204108959377 + }, + { + "Outlier": "\"False\"", + "X": -1.6000000000000298, + "Y": 0.8328246489365556 + }, + { + "Outlier": "\"False\"", + "X": -1.5000000000000302, + "Y": 3.1730400156639167 + }, + { + "Outlier": "\"True\"", + "X": -1.4000000000000306, + "Y": -21.17291849671105 + }, + { + "Outlier": "\"True\"", + "X": -1.300000000000031, + "Y": 52.34675095300174 + }, + { + "Outlier": "\"False\"", + "X": -1.2000000000000313, + "Y": 11.334684834870968 + }, + { + "Outlier": "\"True\"", + "X": -1.1000000000000316, + "Y": -19.28137172938182 + }, + { + "Outlier": "\"False\"", + "X": -1.000000000000032, + "Y": 4.758235476484744 + }, + { + "Outlier": "\"False\"", + "X": -0.9000000000000323, + "Y": -0.32360369101181785 + }, + { + "Outlier": "\"False\"", + "X": -0.8000000000000327, + "Y": 4.817136413111875 + }, + { + "Outlier": "\"False\"", + "X": -0.700000000000033, + "Y": 3.4240974050377653 + }, + { + "Outlier": "\"False\"", + "X": -0.6000000000000334, + "Y": 7.081297508294989 + }, + { + "Outlier": "\"False\"", + "X": -0.5000000000000338, + "Y": -10.055233128482467 + }, + { + "Outlier": "\"True\"", + "X": -0.4000000000000341, + "Y": 9.00654633879142 + }, + { + "Outlier": "\"False\"", + "X": -0.30000000000003446, + "Y": 5.172393728540415 + }, + { + "Outlier": "\"True\"", + "X": -0.20000000000003482, + "Y": 9.785458568911093 + }, + { + "Outlier": "\"False\"", + "X": -0.10000000000003517, + "Y": 7.598563879017182 + }, + { + "Outlier": "\"True\"", + "X": -3.552713678800501e-14, + "Y": 5.487247935254752 + }, + { + "Outlier": "\"False\"", + "X": 0.09999999999996412, + "Y": 0.19974821379790086 + }, + { + "Outlier": "\"False\"", + "X": 0.19999999999996376, + "Y": -7.249846329458409 + }, + { + "Outlier": "\"False\"", + "X": 0.2999999999999634, + "Y": 7.579883714396522 + }, + { + "Outlier": "\"False\"", + "X": 0.39999999999996305, + "Y": 1.8584911150544507 + }, + { + "Outlier": "\"True\"", + "X": 0.4999999999999627, + "Y": -2.794066957652075 + }, + { + "Outlier": "\"False\"", + "X": 0.5999999999999623, + "Y": 0.35167770890428773 + }, + { + "Outlier": "\"True\"", + "X": 0.699999999999962, + "Y": 1.9852879542151132 + }, + { + "Outlier": "\"True\"", + "X": 0.7999999999999616, + "Y": -1.842165738760618 + }, + { + "Outlier": "\"True\"", + "X": 0.8999999999999613, + "Y": -12.588776612448756 + }, + { + "Outlier": "\"False\"", + "X": 0.9999999999999609, + "Y": -4.251742105870001 + }, + { + "Outlier": "\"False\"", + "X": 1.0999999999999606, + "Y": -17.273636610080317 + }, + { + "Outlier": "\"True\"", + "X": 1.1999999999999602, + "Y": 5.68975005029962 + }, + { + "Outlier": "\"True\"", + "X": 1.2999999999999599, + "Y": 6.064884403004088 + }, + { + "Outlier": "\"False\"", + "X": 1.3999999999999595, + "Y": -4.04164344496236 + }, + { + "Outlier": "\"True\"", + "X": 1.4999999999999591, + "Y": 4.051796671307383 + }, + { + "Outlier": "\"False\"", + "X": 1.5999999999999588, + "Y": -4.617690389375607 + }, + { + "Outlier": "\"False\"", + "X": 1.6999999999999584, + "Y": -2.201861725310301 + }, + { + "Outlier": "\"False\"", + "X": 1.799999999999958, + "Y": -12.29772648304615 + }, + { + "Outlier": "\"False\"", + "X": 1.8999999999999577, + "Y": -4.581723616014593 + }, + { + "Outlier": "\"False\"", + "X": 1.9999999999999574, + "Y": -9.211984145142223 + }, + { + "Outlier": "\"False\"", + "X": 2.099999999999957, + "Y": -13.373367139917075 + }, + { + "Outlier": "\"True\"", + "X": 2.1999999999999567, + "Y": -20.685959009678115 + }, + { + "Outlier": "\"False\"", + "X": 2.2999999999999563, + "Y": -4.798850010830998 + }, + { + "Outlier": "\"False\"", + "X": 2.399999999999956, + "Y": -5.526366516592702 + }, + { + "Outlier": "\"True\"", + "X": 2.4999999999999556, + "Y": -39.749638356895154 + }, + { + "Outlier": "\"True\"", + "X": 2.5999999999999552, + "Y": -16.459571352871816 + }, + { + "Outlier": "\"False\"", + "X": 2.699999999999955, + "Y": -4.232758230236552 + }, + { + "Outlier": "\"False\"", + "X": 2.7999999999999545, + "Y": -13.564867960477653 + }, + { + "Outlier": "\"False\"", + "X": 2.899999999999954, + "Y": -3.6629148838050414 + }, + { + "Outlier": "\"False\"", + "X": 2.999999999999954, + "Y": -14.158668539062981 + }, + { + "Outlier": "\"False\"", + "X": 3.0999999999999535, + "Y": -10.27850435215139 + }, + { + "Outlier": "\"False\"", + "X": 3.199999999999953, + "Y": -20.460264418666313 + }, + { + "Outlier": "\"False\"", + "X": 3.2999999999999527, + "Y": -17.914818233111838 + }, + { + "Outlier": "\"False\"", + "X": 3.3999999999999524, + "Y": -9.005744190329992 + }, + { + "Outlier": "\"True\"", + "X": 3.499999999999952, + "Y": 1.9131500987249788 + }, + { + "Outlier": "\"False\"", + "X": 3.5999999999999517, + "Y": -16.355504762889765 + }, + { + "Outlier": "\"True\"", + "X": 3.6999999999999513, + "Y": 5.153684454115108 + }, + { + "Outlier": "\"False\"", + "X": 3.799999999999951, + "Y": -7.599850633585893 + }, + { + "Outlier": "\"True\"", + "X": 3.8999999999999506, + "Y": 22.84056140240709 + }, + { + "Outlier": "\"True\"", + "X": 3.9999999999999503, + "Y": 3.2396386364094205 + }, + { + "Outlier": "\"True\"", + "X": 4.09999999999995, + "Y": 6.708380733069407 + }, + { + "Outlier": "\"True\"", + "X": 4.1999999999999496, + "Y": 20.86878984770728 + }, + { + "Outlier": "\"True\"", + "X": 4.299999999999949, + "Y": -6.3966233979241345 + }, + { + "Outlier": "\"False\"", + "X": 4.399999999999949, + "Y": -13.332088418208068 + }, + { + "Outlier": "\"False\"", + "X": 4.4999999999999485, + "Y": -21.14367839689101 + }, + { + "Outlier": "\"True\"", + "X": 4.599999999999948, + "Y": -7.517052069557901 + }, + { + "Outlier": "\"True\"", + "X": 4.699999999999948, + "Y": 10.156710674811363 + }, + { + "Outlier": "\"False\"", + "X": 4.799999999999947, + "Y": -7.879453494287494 + }, + { + "Outlier": "\"False\"", + "X": 4.899999999999947, + "Y": -9.427545270486222 + }, + { + "Outlier": "\"False\"", + "X": 4.999999999999947, + "Y": -14.858766124858885 + }, + { + "Outlier": "\"False\"", + "X": 5.099999999999946, + "Y": -17.942309193344727 + }, + { + "Outlier": "\"False\"", + "X": 5.199999999999946, + "Y": -14.050643712597898 + }, + { + "Outlier": "\"False\"", + "X": 5.299999999999946, + "Y": -14.460433075651366 + }, + { + "Outlier": "\"False\"", + "X": 5.399999999999945, + "Y": -33.75031274311552 + }, + { + "Outlier": "\"False\"", + "X": 5.499999999999945, + "Y": -14.389160970245655 + }, + { + "Outlier": "\"False\"", + "X": 5.599999999999945, + "Y": -16.560818030428422 + }, + { + "Outlier": "\"True\"", + "X": 5.699999999999944, + "Y": -30.545333673724084 + }, + { + "Outlier": "\"False\"", + "X": 5.799999999999944, + "Y": -18.482948830433248 + }, + { + "Outlier": "\"False\"", + "X": 5.8999999999999435, + "Y": -22.379319438536168 + }, + { + "Outlier": "\"False\"", + "X": 5.999999999999943, + "Y": -27.49038854381555 + }, + { + "Outlier": "\"False\"", + "X": 6.099999999999945, + "Y": -17.002467399469193 + }, + { + "Outlier": "\"True\"", + "X": 6.1999999999999424, + "Y": 0.6228623942149287 + }, + { + "Outlier": "\"False\"", + "X": 6.29999999999994, + "Y": -23.81937096830066 + }, + { + "Outlier": "\"True\"", + "X": 6.399999999999942, + "Y": 2.239515459618779 + }, + { + "Outlier": "\"False\"", + "X": 6.499999999999943, + "Y": -23.633212805336385 + }, + { + "Outlier": "\"False\"", + "X": 6.599999999999941, + "Y": -25.821606394944027 + }, + { + "Outlier": "\"False\"", + "X": 6.699999999999939, + "Y": -27.869550157505536 + }, + { + "Outlier": "\"False\"", + "X": 6.79999999999994, + "Y": -14.01987837331657 + }, + { + "Outlier": "\"True\"", + "X": 6.899999999999942, + "Y": -9.982787037204472 + }, + { + "Outlier": "\"False\"", + "X": 6.99999999999994, + "Y": -29.832365567537696 + }, + { + "Outlier": "\"True\"", + "X": 7.0999999999999375, + "Y": -16.15505585602092 + }, + { + "Outlier": "\"True\"", + "X": 7.199999999999939, + "Y": -8.329039625200902 + }, + { + "Outlier": "\"False\"", + "X": 7.29999999999994, + "Y": -16.714791651907937 + }, + { + "Outlier": "\"False\"", + "X": 7.399999999999938, + "Y": -34.380247314340195 + }, + { + "Outlier": "\"False\"", + "X": 7.499999999999936, + "Y": -24.261669813677074 + }, + { + "Outlier": "\"False\"", + "X": 7.5999999999999375, + "Y": -29.37912698741967 + }, + { + "Outlier": "\"True\"", + "X": 7.699999999999939, + "Y": 16.081726222125667 + }, + { + "Outlier": "\"False\"", + "X": 7.799999999999937, + "Y": -28.22924787875274 + }, + { + "Outlier": "\"False\"", + "X": 7.899999999999935, + "Y": -34.872188779289274 + }, + { + "Outlier": "\"False\"", + "X": 7.999999999999936, + "Y": -28.826870383611567 + }, + { + "Outlier": "\"False\"", + "X": 8.099999999999937, + "Y": -29.814318053525664 + }, + { + "Outlier": "\"False\"", + "X": 8.199999999999935, + "Y": -26.589472599474675 + }, + { + "Outlier": "\"True\"", + "X": 8.299999999999933, + "Y": -8.965399225398668 + }, + { + "Outlier": "\"True\"", + "X": 8.399999999999935, + "Y": 0.3844483081277079 + }, + { + "Outlier": "\"False\"", + "X": 8.499999999999936, + "Y": -34.542705726526556 + }, + { + "Outlier": "\"False\"", + "X": 8.599999999999934, + "Y": -38.10234757451037 + }, + { + "Outlier": "\"True\"", + "X": 8.699999999999932, + "Y": -20.90534898412312 + }, + { + "Outlier": "\"True\"", + "X": 8.799999999999933, + "Y": 41.63808599001814 + }, + { + "Outlier": "\"False\"", + "X": 8.899999999999935, + "Y": -32.77758098615729 + }, + { + "Outlier": "\"True\"", + "X": 8.999999999999932, + "Y": 43.48114623515133 + }, + { + "Outlier": "\"False\"", + "X": 9.09999999999993, + "Y": -37.74078664314126 + }, + { + "Outlier": "\"False\"", + "X": 9.199999999999932, + "Y": -31.768007535343955 + }, + { + "Outlier": "\"False\"", + "X": 9.299999999999933, + "Y": -31.30924602158422 + }, + { + "Outlier": "\"False\"", + "X": 9.399999999999931, + "Y": -39.843528156286155 + }, + { + "Outlier": "\"False\"", + "X": 9.499999999999929, + "Y": -39.899319072470696 + }, + { + "Outlier": "\"False\"", + "X": 9.59999999999993, + "Y": -24.39754951242596 + }, + { + "Outlier": "\"True\"", + "X": 9.699999999999932, + "Y": -2.805606058508546 + }, + { + "Outlier": "\"False\"", + "X": 9.79999999999993, + "Y": -35.9646314385805 + }, + { + "Outlier": "\"False\"", + "X": 9.899999999999928, + "Y": -34.40715355838363 + }, + { + "Outlier": "\"True\"", + "X": 9.999999999999929, + "Y": 19.83568065833196 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Arrow (second)\n", + "import Control.Monad.Bayes.Inference.PMMH\n", + "import Control.Monad.Bayes.Inference.RMSMC\n", + "\n", + "paramPrior = do\n", + " slope <- normal 0 2\n", + " intercept <- normal 0 2\n", + " noise <- gamma 7 7\n", + " prob_outlier <- uniform 0 0.5 \n", + " return (slope, intercept, noise, prob_outlier)\n", + "\n", + "forward (slope, intercept, noise, probOutlier) x = do\n", + " isOutlier <- bernoulli probOutlier\n", + " let meanParams = if isOutlier\n", + " then (0, 20)\n", + " else (x*slope + intercept, sqrt noise)\n", + " return (meanParams, isOutlier)\n", + "\n", + "regressionWithOutliersData :: (MonadSample m, Traversable t) => t Double -> m (t ((Double, Double), Bool))\n", + "regressionWithOutliersData xs = do\n", + " params <- paramPrior\n", + "\n", + " forM xs \\x -> do\n", + " ((mu, std), isOutlier) <- forward params x\n", + " y <- normal mu std\n", + " return ((x, y), isOutlier)\n", + " \n", + "range = [-10,-9.9..10] :: [Double]\n", + "samples <- sampleIOfixed $ regressionWithOutliersData range\n", + "plotVega (fmap (second (T.pack . show)) samples)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "197d9443-b128-48b2-9e23-f396e152f52a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regressionWithOutliers xs ys params = do\n", + " \n", + " outliers <- forM (zip xs ys) \\(x, y) -> do\n", + " ((mu, std), isOutlier) <- forward params x\n", + " factor $ normalPdf mu std y\n", + " return isOutlier\n", + " return (params, outliers)\n", + "\n", + "mhRuns <- sampleIOfixed $ prior $ pmmh 10 200 100\n", + " paramPrior\n", + " (regressionWithOutliers range (snd . fst <$> samples))\n", + "\n", + "m = fmap (\\((_,a), b) -> (a,b)) $ head mhRuns\n", + "\n", + "\n", + "outlierProb s = (\\(x, y) -> ln (exp (x / (x+y))) )\n", + " <$> (foldr\n", + " \\(lb, d) li -> \n", + " [ if b then (num1+d, num2) else (num1,num2+d) | (b,(num1, num2)) <- zip lb li])\n", + " (Prelude.repeat (0 :: Log Double,0 :: Log Double)) s" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "fa975393-0571-4fd5-bbd2-f8ab418d2fcb", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": 1, + "X": -10, + "Y": -2.521234491836898 + }, + { + "Outlier": 0, + "X": -9.9, + "Y": 33.66762463774578 + }, + { + "Outlier": 0, + "X": -9.8, + "Y": 30.941128735648093 + }, + { + "Outlier": 0, + "X": -9.700000000000001, + "Y": 43.18388328274017 + }, + { + "Outlier": 0, + "X": -9.600000000000001, + "Y": 34.30332250038667 + }, + { + "Outlier": 1, + "X": -9.500000000000002, + "Y": 21.718114769732157 + }, + { + "Outlier": 0, + "X": -9.400000000000002, + "Y": 38.453133046281295 + }, + { + "Outlier": 0, + "X": -9.300000000000002, + "Y": 44.2966884898933 + }, + { + "Outlier": 0, + "X": -9.200000000000003, + "Y": 33.999900017557735 + }, + { + "Outlier": 1, + "X": -9.100000000000003, + "Y": -13.755720847406922 + }, + { + "Outlier": 0, + "X": -9.000000000000004, + "Y": 28.69643089389471 + }, + { + "Outlier": 0.41379310344827586, + "X": -8.900000000000004, + "Y": 32.782787485871 + }, + { + "Outlier": 0.10344827586206899, + "X": -8.800000000000004, + "Y": 23.385513009874693 + }, + { + "Outlier": 0, + "X": -8.700000000000005, + "Y": 37.32579022445634 + }, + { + "Outlier": 1, + "X": -8.600000000000005, + "Y": 21.209522912272885 + }, + { + "Outlier": 0.41379310344827586, + "X": -8.500000000000005, + "Y": 36.31379776731327 + }, + { + "Outlier": 0, + "X": -8.400000000000006, + "Y": 30.127415054316845 + }, + { + "Outlier": 0, + "X": -8.300000000000006, + "Y": 34.652269827865 + }, + { + "Outlier": 0, + "X": -8.200000000000006, + "Y": 33.334227027773856 + }, + { + "Outlier": 0, + "X": -8.100000000000007, + "Y": 31.977705612644193 + }, + { + "Outlier": 1, + "X": -8.000000000000007, + "Y": 20.23028871476395 + }, + { + "Outlier": 1, + "X": -7.9000000000000075, + "Y": 1.3254369926330278 + }, + { + "Outlier": 0, + "X": -7.800000000000008, + "Y": 31.34482802907794 + }, + { + "Outlier": 1, + "X": -7.700000000000008, + "Y": -7.583413175043844 + }, + { + "Outlier": 0.41379310344827586, + "X": -7.6000000000000085, + "Y": 26.549077378548166 + }, + { + "Outlier": 0.5172413793103449, + "X": -7.500000000000009, + "Y": 24.88405750759474 + }, + { + "Outlier": 0, + "X": -7.400000000000009, + "Y": 28.01005841160287 + }, + { + "Outlier": 0, + "X": -7.30000000000001, + "Y": 25.509049569934064 + }, + { + "Outlier": 0, + "X": -7.20000000000001, + "Y": 26.8897179854494 + }, + { + "Outlier": 0, + "X": -7.10000000000001, + "Y": 29.402224710405946 + }, + { + "Outlier": 0, + "X": -7.000000000000011, + "Y": 30.840285429863744 + }, + { + "Outlier": 1, + "X": -6.900000000000011, + "Y": -28.39230800017263 + }, + { + "Outlier": 0.4827586206896552, + "X": -6.800000000000011, + "Y": 24.489152231131943 + }, + { + "Outlier": 0, + "X": -6.700000000000012, + "Y": 31.471518794081135 + }, + { + "Outlier": 1, + "X": -6.600000000000012, + "Y": 10.479809459457055 + }, + { + "Outlier": 0, + "X": -6.500000000000012, + "Y": 27.932028424645623 + }, + { + "Outlier": 0, + "X": -6.400000000000013, + "Y": 30.87122148986769 + }, + { + "Outlier": 0, + "X": -6.300000000000013, + "Y": 30.6242587448439 + }, + { + "Outlier": 0, + "X": -6.2000000000000135, + "Y": 25.89790656582039 + }, + { + "Outlier": 1, + "X": -6.100000000000014, + "Y": 0.5479742283234765 + }, + { + "Outlier": 0, + "X": -6.000000000000014, + "Y": 22.44673441710733 + }, + { + "Outlier": 0, + "X": -5.900000000000015, + "Y": 22.508956006189894 + }, + { + "Outlier": 0.896551724137931, + "X": -5.800000000000015, + "Y": 14.476533032980146 + }, + { + "Outlier": 0.4827586206896552, + "X": -5.700000000000015, + "Y": 16.084710448495912 + }, + { + "Outlier": 0.896551724137931, + "X": -5.600000000000016, + "Y": 16.374441414269917 + }, + { + "Outlier": 0, + "X": -5.500000000000016, + "Y": 25.726496546899146 + }, + { + "Outlier": 0, + "X": -5.400000000000016, + "Y": 19.843779539855365 + }, + { + "Outlier": 0, + "X": -5.300000000000017, + "Y": 23.460265533919802 + }, + { + "Outlier": 0, + "X": -5.200000000000017, + "Y": 25.03798898673922 + }, + { + "Outlier": 1, + "X": -5.100000000000017, + "Y": -9.523191338674229 + }, + { + "Outlier": 0, + "X": -5.000000000000018, + "Y": 26.206681376702296 + }, + { + "Outlier": 0, + "X": -4.900000000000018, + "Y": 30.08131642670562 + }, + { + "Outlier": 0, + "X": -4.8000000000000185, + "Y": 26.853933605747006 + }, + { + "Outlier": 1, + "X": -4.700000000000019, + "Y": -0.6823323610830885 + }, + { + "Outlier": 1, + "X": -4.600000000000019, + "Y": 2.9649289118444173 + }, + { + "Outlier": 0.4827586206896552, + "X": -4.5000000000000195, + "Y": 17.00422618558647 + }, + { + "Outlier": 0, + "X": -4.40000000000002, + "Y": 17.089248810377857 + }, + { + "Outlier": 0, + "X": -4.30000000000002, + "Y": 21.266240518007635 + }, + { + "Outlier": 0, + "X": -4.200000000000021, + "Y": 18.74976479106057 + }, + { + "Outlier": 0.41379310344827586, + "X": -4.100000000000021, + "Y": 13.902949980496466 + }, + { + "Outlier": 0.4827586206896552, + "X": -4.000000000000021, + "Y": 15.362617568541054 + }, + { + "Outlier": 0, + "X": -3.9000000000000217, + "Y": 23.827682438231875 + }, + { + "Outlier": 1, + "X": -3.800000000000022, + "Y": -17.80455292054352 + }, + { + "Outlier": 0.41379310344827586, + "X": -3.7000000000000224, + "Y": 20.741822991209013 + }, + { + "Outlier": 0, + "X": -3.6000000000000227, + "Y": 16.352349098102163 + }, + { + "Outlier": 0, + "X": -3.500000000000023, + "Y": 15.366723272171706 + }, + { + "Outlier": 0, + "X": -3.4000000000000234, + "Y": 5.636264016576911 + }, + { + "Outlier": 0, + "X": -3.300000000000024, + "Y": 11.500376419667715 + }, + { + "Outlier": 0.4827586206896552, + "X": -3.200000000000024, + "Y": 15.046224458462667 + }, + { + "Outlier": 1, + "X": -3.1000000000000245, + "Y": -21.979946965155662 + }, + { + "Outlier": 0, + "X": -3.000000000000025, + "Y": 13.34676269990125 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.9000000000000252, + "Y": -5.809886295726887 + }, + { + "Outlier": 0, + "X": -2.8000000000000256, + "Y": 9.671345794322532 + }, + { + "Outlier": 0.4827586206896552, + "X": -2.700000000000026, + "Y": -0.2791747814301354 + }, + { + "Outlier": 0.896551724137931, + "X": -2.6000000000000263, + "Y": 11.515177725648577 + }, + { + "Outlier": 0.41379310344827586, + "X": -2.5000000000000266, + "Y": -0.8730342312852736 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.400000000000027, + "Y": 5.055704668335648 + }, + { + "Outlier": 0, + "X": -2.3000000000000274, + "Y": 13.931790358608284 + }, + { + "Outlier": 0.4827586206896552, + "X": -2.2000000000000277, + "Y": 12.658962003883719 + }, + { + "Outlier": 0.10344827586206899, + "X": -2.100000000000028, + "Y": 10.60324088211091 + }, + { + "Outlier": 0.5172413793103449, + "X": -2.0000000000000284, + "Y": 16.032395585319637 + }, + { + "Outlier": 0, + "X": -1.9000000000000288, + "Y": 7.911061850236938 + }, + { + "Outlier": 0, + "X": -1.8000000000000291, + "Y": 8.92201332593047 + }, + { + "Outlier": 0, + "X": -1.7000000000000295, + "Y": 7.865204108959377 + }, + { + "Outlier": 0, + "X": -1.6000000000000298, + "Y": 0.8328246489365556 + }, + { + "Outlier": 0, + "X": -1.5000000000000302, + "Y": 3.1730400156639167 + }, + { + "Outlier": 1, + "X": -1.4000000000000306, + "Y": -21.17291849671105 + }, + { + "Outlier": 1, + "X": -1.300000000000031, + "Y": 52.34675095300174 + }, + { + "Outlier": 0, + "X": -1.2000000000000313, + "Y": 11.334684834870968 + }, + { + "Outlier": 1, + "X": -1.1000000000000316, + "Y": -19.28137172938182 + }, + { + "Outlier": 0, + "X": -1.000000000000032, + "Y": 4.758235476484744 + }, + { + "Outlier": 0, + "X": -0.9000000000000323, + "Y": -0.32360369101181785 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.8000000000000327, + "Y": 4.817136413111875 + }, + { + "Outlier": 0.41379310344827586, + "X": -0.700000000000033, + "Y": 3.4240974050377653 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.6000000000000334, + "Y": 7.081297508294989 + }, + { + "Outlier": 0.793103448275862, + "X": -0.5000000000000338, + "Y": -10.055233128482467 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.4000000000000341, + "Y": 9.00654633879142 + }, + { + "Outlier": 0, + "X": -0.30000000000003446, + "Y": 5.172393728540415 + }, + { + "Outlier": 0, + "X": -0.20000000000003482, + "Y": 9.785458568911093 + }, + { + "Outlier": 0.10344827586206899, + "X": -0.10000000000003517, + "Y": 7.598563879017182 + }, + { + "Outlier": 0.3793103448275862, + "X": -3.552713678800501e-14, + "Y": 5.487247935254752 + }, + { + "Outlier": 0, + "X": 0.09999999999996412, + "Y": 0.19974821379790086 + }, + { + "Outlier": 0.5172413793103449, + "X": 0.19999999999996376, + "Y": -7.249846329458409 + }, + { + "Outlier": 0, + "X": 0.2999999999999634, + "Y": 7.579883714396522 + }, + { + "Outlier": 0, + "X": 0.39999999999996305, + "Y": 1.8584911150544507 + }, + { + "Outlier": 0.10344827586206899, + "X": 0.4999999999999627, + "Y": -2.794066957652075 + }, + { + "Outlier": 0, + "X": 0.5999999999999623, + "Y": 0.35167770890428773 + }, + { + "Outlier": 0, + "X": 0.699999999999962, + "Y": 1.9852879542151132 + }, + { + "Outlier": 0.3793103448275862, + "X": 0.7999999999999616, + "Y": -1.842165738760618 + }, + { + "Outlier": 0.10344827586206899, + "X": 0.8999999999999613, + "Y": -12.588776612448756 + }, + { + "Outlier": 0.41379310344827586, + "X": 0.9999999999999609, + "Y": -4.251742105870001 + }, + { + "Outlier": 0.896551724137931, + "X": 1.0999999999999606, + "Y": -17.273636610080317 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.1999999999999602, + "Y": 5.68975005029962 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.2999999999999599, + "Y": 6.064884403004088 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.3999999999999595, + "Y": -4.04164344496236 + }, + { + "Outlier": 0.5172413793103449, + "X": 1.4999999999999591, + "Y": 4.051796671307383 + }, + { + "Outlier": 0, + "X": 1.5999999999999588, + "Y": -4.617690389375607 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.6999999999999584, + "Y": -2.201861725310301 + }, + { + "Outlier": 0.41379310344827586, + "X": 1.799999999999958, + "Y": -12.29772648304615 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.8999999999999577, + "Y": -4.581723616014593 + }, + { + "Outlier": 0.10344827586206899, + "X": 1.9999999999999574, + "Y": -9.211984145142223 + }, + { + "Outlier": 0.20689655172413796, + "X": 2.099999999999957, + "Y": -13.373367139917075 + }, + { + "Outlier": 0.5172413793103449, + "X": 2.1999999999999567, + "Y": -20.685959009678115 + }, + { + "Outlier": 0, + "X": 2.2999999999999563, + "Y": -4.798850010830998 + }, + { + "Outlier": 0, + "X": 2.399999999999956, + "Y": -5.526366516592702 + }, + { + "Outlier": 1, + "X": 2.4999999999999556, + "Y": -39.749638356895154 + }, + { + "Outlier": 0, + "X": 2.5999999999999552, + "Y": -16.459571352871816 + }, + { + "Outlier": 0.20689655172413796, + "X": 2.699999999999955, + "Y": -4.232758230236552 + }, + { + "Outlier": 0, + "X": 2.7999999999999545, + "Y": -13.564867960477653 + }, + { + "Outlier": 0.4827586206896552, + "X": 2.899999999999954, + "Y": -3.6629148838050414 + }, + { + "Outlier": 0, + "X": 2.999999999999954, + "Y": -14.158668539062981 + }, + { + "Outlier": 0.41379310344827586, + "X": 3.0999999999999535, + "Y": -10.27850435215139 + }, + { + "Outlier": 0.10344827586206899, + "X": 3.199999999999953, + "Y": -20.460264418666313 + }, + { + "Outlier": 0, + "X": 3.2999999999999527, + "Y": -17.914818233111838 + }, + { + "Outlier": 0, + "X": 3.3999999999999524, + "Y": -9.005744190329992 + }, + { + "Outlier": 1, + "X": 3.499999999999952, + "Y": 1.9131500987249788 + }, + { + "Outlier": 0, + "X": 3.5999999999999517, + "Y": -16.355504762889765 + }, + { + "Outlier": 1, + "X": 3.6999999999999513, + "Y": 5.153684454115108 + }, + { + "Outlier": 0, + "X": 3.799999999999951, + "Y": -7.599850633585893 + }, + { + "Outlier": 1, + "X": 3.8999999999999506, + "Y": 22.84056140240709 + }, + { + "Outlier": 1, + "X": 3.9999999999999503, + "Y": 3.2396386364094205 + }, + { + "Outlier": 1, + "X": 4.09999999999995, + "Y": 6.708380733069407 + }, + { + "Outlier": 1, + "X": 4.1999999999999496, + "Y": 20.86878984770728 + }, + { + "Outlier": 0.41379310344827586, + "X": 4.299999999999949, + "Y": -6.3966233979241345 + }, + { + "Outlier": 0, + "X": 4.399999999999949, + "Y": -13.332088418208068 + }, + { + "Outlier": 0, + "X": 4.4999999999999485, + "Y": -21.14367839689101 + }, + { + "Outlier": 0.10344827586206899, + "X": 4.599999999999948, + "Y": -7.517052069557901 + }, + { + "Outlier": 1, + "X": 4.699999999999948, + "Y": 10.156710674811363 + }, + { + "Outlier": 0.4827586206896552, + "X": 4.799999999999947, + "Y": -7.879453494287494 + }, + { + "Outlier": 0.10344827586206899, + "X": 4.899999999999947, + "Y": -9.427545270486222 + }, + { + "Outlier": 0, + "X": 4.999999999999947, + "Y": -14.858766124858885 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.099999999999946, + "Y": -17.942309193344727 + }, + { + "Outlier": 0, + "X": 5.199999999999946, + "Y": -14.050643712597898 + }, + { + "Outlier": 0.31034482758620685, + "X": 5.299999999999946, + "Y": -14.460433075651366 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.399999999999945, + "Y": -33.75031274311552 + }, + { + "Outlier": 0.3793103448275862, + "X": 5.499999999999945, + "Y": -14.389160970245655 + }, + { + "Outlier": 0.10344827586206899, + "X": 5.599999999999945, + "Y": -16.560818030428422 + }, + { + "Outlier": 0, + "X": 5.699999999999944, + "Y": -30.545333673724084 + }, + { + "Outlier": 0.31034482758620685, + "X": 5.799999999999944, + "Y": -18.482948830433248 + }, + { + "Outlier": 0.10344827586206899, + "X": 5.8999999999999435, + "Y": -22.379319438536168 + }, + { + "Outlier": 0, + "X": 5.999999999999943, + "Y": -27.49038854381555 + }, + { + "Outlier": 0, + "X": 6.099999999999945, + "Y": -17.002467399469193 + }, + { + "Outlier": 1, + "X": 6.1999999999999424, + "Y": 0.6228623942149287 + }, + { + "Outlier": 0, + "X": 6.29999999999994, + "Y": -23.81937096830066 + }, + { + "Outlier": 1, + "X": 6.399999999999942, + "Y": 2.239515459618779 + }, + { + "Outlier": 0.13793103448275862, + "X": 6.499999999999943, + "Y": -23.633212805336385 + }, + { + "Outlier": 0.10344827586206899, + "X": 6.599999999999941, + "Y": -25.821606394944027 + }, + { + "Outlier": 0.1724137931034483, + "X": 6.699999999999939, + "Y": -27.869550157505536 + }, + { + "Outlier": 0.3448275862068965, + "X": 6.79999999999994, + "Y": -14.01987837331657 + }, + { + "Outlier": 0.8275862068965517, + "X": 6.899999999999942, + "Y": -9.982787037204472 + }, + { + "Outlier": 0.13793103448275862, + "X": 6.99999999999994, + "Y": -29.832365567537696 + }, + { + "Outlier": 0.5862068965517242, + "X": 7.0999999999999375, + "Y": -16.15505585602092 + }, + { + "Outlier": 1, + "X": 7.199999999999939, + "Y": -8.329039625200902 + }, + { + "Outlier": 0.4827586206896552, + "X": 7.29999999999994, + "Y": -16.714791651907937 + }, + { + "Outlier": 0, + "X": 7.399999999999938, + "Y": -34.380247314340195 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.499999999999936, + "Y": -24.261669813677074 + }, + { + "Outlier": 0, + "X": 7.5999999999999375, + "Y": -29.37912698741967 + }, + { + "Outlier": 1, + "X": 7.699999999999939, + "Y": 16.081726222125667 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.799999999999937, + "Y": -28.22924787875274 + }, + { + "Outlier": 0.27586206896551724, + "X": 7.899999999999935, + "Y": -34.872188779289274 + }, + { + "Outlier": 0.06896551724137934, + "X": 7.999999999999936, + "Y": -28.826870383611567 + }, + { + "Outlier": 0, + "X": 8.099999999999937, + "Y": -29.814318053525664 + }, + { + "Outlier": 0.1724137931034483, + "X": 8.199999999999935, + "Y": -26.589472599474675 + }, + { + "Outlier": 1, + "X": 8.299999999999933, + "Y": -8.965399225398668 + }, + { + "Outlier": 1, + "X": 8.399999999999935, + "Y": 0.3844483081277079 + }, + { + "Outlier": 0.10344827586206899, + "X": 8.499999999999936, + "Y": -34.542705726526556 + }, + { + "Outlier": 0.06896551724137934, + "X": 8.599999999999934, + "Y": -38.10234757451037 + }, + { + "Outlier": 0.31034482758620685, + "X": 8.699999999999932, + "Y": -20.90534898412312 + }, + { + "Outlier": 1, + "X": 8.799999999999933, + "Y": 41.63808599001814 + }, + { + "Outlier": 0.10344827586206899, + "X": 8.899999999999935, + "Y": -32.77758098615729 + }, + { + "Outlier": 1, + "X": 8.999999999999932, + "Y": 43.48114623515133 + }, + { + "Outlier": 0.1724137931034483, + "X": 9.09999999999993, + "Y": -37.74078664314126 + }, + { + "Outlier": 0.06896551724137934, + "X": 9.199999999999932, + "Y": -31.768007535343955 + }, + { + "Outlier": 0.10344827586206899, + "X": 9.299999999999933, + "Y": -31.30924602158422 + }, + { + "Outlier": 2.2518843555236376e-24, + "X": 9.399999999999931, + "Y": -39.843528156286155 + }, + { + "Outlier": 0, + "X": 9.499999999999929, + "Y": -39.899319072470696 + }, + { + "Outlier": 0.4482758620689655, + "X": 9.59999999999993, + "Y": -24.39754951242596 + }, + { + "Outlier": 1, + "X": 9.699999999999932, + "Y": -2.805606058508546 + }, + { + "Outlier": 0, + "X": 9.79999999999993, + "Y": -35.9646314385805 + }, + { + "Outlier": 0.03448275862068967, + "X": 9.899999999999928, + "Y": -34.40715355838363 + }, + { + "Outlier": 1, + "X": 9.999999999999929, + "Y": 19.83568065833196 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier", + "scale": { + "scheme": "viridis" + }, + "type": "quantitative" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotVega $ take 1000 (zip (fst <$> samples) (outlierProb m))" + ] + }, + { + "cell_type": "markdown", + "id": "c73aad35-ebc4-4fd4-8dfa-1f99dc7ae334", + "metadata": {}, + "source": [ + "As the above plot shows, this works nicely: the `slope`, `intercept`, `noise` and `prob_outlier` variables are inferred by a random walk through the space, while the score to determine whether to accept a new proposed step in this walk is determined by a particle filter which guesses which points are outliers after each observation." + ] + }, + { + "cell_type": "markdown", + "id": "a8273684-e54c-453b-8380-bb0c74595c4a", + "metadata": {}, + "source": [ + "# A state space model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2b950e46-b9bd-4fd2-9596-5ad9ea45f121", + "metadata": {}, + "outputs": [], + "source": [ + "import Control.Applicative\n", + "import qualified Data.Text as T\n", + "import Pipes (Producer, (>->))\n", + "import qualified Pipes as P\n", + "import Pipes.Prelude (unfoldr)\n", + "import qualified Pipes.Prelude as P\n", + "import Data.Ord\n", + "import Data.List\n", + "import Control.Monad\n", + "import Control.Arrow (first)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08043aea-94df-4b96-af6c-f141c05b0e79", + "metadata": {}, + "outputs": [], + "source": [ + "example = do\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2651b164-78cc-4d4d-bde2-2090ebef9905", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": "\"Latent\"", + "X": -1.4632190584473854, + "Y": 1.1460115674562212 + }, + { + "Outlier": "\"Latent\"", + "X": -1.7118276184317947, + "Y": 1.5199498428643763 + }, + { + "Outlier": "\"Latent\"", + "X": -1.1451212558742327, + "Y": 0.43325567442598056 + }, + { + "Outlier": "\"Latent\"", + "X": 0.09790530449735213, + "Y": 0.09183823494208365 + }, + { + "Outlier": "\"Latent\"", + "X": 0.9581783158575121, + "Y": 0.6372273839586171 + }, + { + "Outlier": "\"Latent\"", + "X": 2.5799803588469556, + "Y": 0.523509451383241 + }, + { + "Outlier": "\"Latent\"", + "X": 3.5364105757371975, + "Y": -0.40209772534924837 + }, + { + "Outlier": "\"Latent\"", + "X": 4.664932100604214, + "Y": -2.140932642360747 + }, + { + "Outlier": "\"Latent\"", + "X": 2.4746963239138777, + "Y": -0.5804564967471029 + }, + { + "Outlier": "\"Latent\"", + "X": 2.110229444435011, + "Y": 1.4259142559687394 + }, + { + "Outlier": "\"Latent\"", + "X": 3.9634654660820057, + "Y": 1.8981356297841037 + }, + { + "Outlier": "\"Latent\"", + "X": 4.69492568720881, + "Y": 0.15677173775497621 + }, + { + "Outlier": "\"Latent\"", + "X": 5.875134046835195, + "Y": 0.5537330762276659 + }, + { + "Outlier": "\"Latent\"", + "X": 5.991343105080134, + "Y": 0.23003903694963534 + }, + { + "Outlier": "\"Latent\"", + "X": 7.828586324415983, + "Y": 0.3099855688905947 + }, + { + "Outlier": "\"Latent\"", + "X": 8.637247799337462, + "Y": 0.32972518643906573 + }, + { + "Outlier": "\"Latent\"", + "X": 9.429799089056653, + "Y": 1.2004686406387626 + }, + { + "Outlier": "\"Latent\"", + "X": 9.955995145083149, + "Y": 1.0710641023365364 + }, + { + "Outlier": "\"Latent\"", + "X": 8.961057894245952, + "Y": 2.095054575309389 + }, + { + "Outlier": "\"Latent\"", + "X": 9.525714171430419, + "Y": 3.3946910209095384 + }, + { + "Outlier": "\"Latent\"", + "X": 10.056149504214071, + "Y": 3.941764888084009 + }, + { + "Outlier": "\"Latent\"", + "X": 10.742879558865761, + "Y": 4.009795810182553 + }, + { + "Outlier": "\"Latent\"", + "X": 11.10403434697427, + "Y": 2.7867422102933963 + }, + { + "Outlier": "\"Latent\"", + "X": 11.960713904173794, + "Y": 2.0458423211435957 + }, + { + "Outlier": "\"Latent\"", + "X": 12.845856965497711, + "Y": 2.069472339276387 + }, + { + "Outlier": "\"Latent\"", + "X": 13.515425374843076, + "Y": 3.1675809626865705 + }, + { + "Outlier": "\"Latent\"", + "X": 14.003145109662707, + "Y": 4.616807697671205 + }, + { + "Outlier": "\"Latent\"", + "X": 14.933163021487445, + "Y": 6.323452975478005 + }, + { + "Outlier": "\"Latent\"", + "X": 14.642195760345665, + "Y": 6.971699421070226 + }, + { + "Outlier": "\"Latent\"", + "X": 14.775243818496065, + "Y": 7.205913941603486 + }, + { + "Outlier": "\"Latent\"", + "X": 15.773943814025744, + "Y": 7.8796242281509095 + }, + { + "Outlier": "\"Latent\"", + "X": 16.46622774003378, + "Y": 8.085796452489822 + }, + { + "Outlier": "\"Latent\"", + "X": 16.40876857559826, + "Y": 7.695568806462646 + }, + { + "Outlier": "\"Latent\"", + "X": 17.072804858250798, + "Y": 8.361812307996882 + }, + { + "Outlier": "\"Latent\"", + "X": 18.957721635080002, + "Y": 7.243552986511533 + }, + { + "Outlier": "\"Latent\"", + "X": 21.27914857222183, + "Y": 7.957316624967394 + }, + { + "Outlier": "\"Latent\"", + "X": 22.130363100896442, + "Y": 8.506808830858049 + }, + { + "Outlier": "\"Latent\"", + "X": 22.77093465888502, + "Y": 8.536962697132648 + }, + { + "Outlier": "\"Latent\"", + "X": 23.507718804789253, + "Y": 9.03955307086803 + }, + { + "Outlier": "\"Latent\"", + "X": 21.854990347846474, + "Y": 9.792338304284812 + }, + { + "Outlier": "\"Latent\"", + "X": 23.141717400402772, + "Y": 10.782682280432736 + }, + { + "Outlier": "\"Latent\"", + "X": 23.269433524141743, + "Y": 12.520322711011502 + }, + { + "Outlier": "\"Latent\"", + "X": 23.818412314122078, + "Y": 13.121382793295346 + }, + { + "Outlier": "\"Latent\"", + "X": 24.537499170427317, + "Y": 12.409977073697402 + }, + { + "Outlier": "\"Latent\"", + "X": 24.11641810369644, + "Y": 11.85133114886185 + }, + { + "Outlier": "\"Latent\"", + "X": 24.590585697000975, + "Y": 13.309267337721515 + }, + { + "Outlier": "\"Latent\"", + "X": 26.328764119133194, + "Y": 13.726567615090897 + }, + { + "Outlier": "\"Latent\"", + "X": 27.220587927226052, + "Y": 14.295563350437416 + }, + { + "Outlier": "\"Latent\"", + "X": 28.429975117902938, + "Y": 15.412526141789447 + }, + { + "Outlier": "\"Latent\"", + "X": 28.328328865514294, + "Y": 16.362853458729017 + }, + { + "Outlier": "\"Latent\"", + "X": 27.089280164867628, + "Y": 17.35212638717457 + }, + { + "Outlier": "\"Latent\"", + "X": 26.242168901856726, + "Y": 18.126488783937308 + }, + { + "Outlier": "\"Latent\"", + "X": 26.552623450761658, + "Y": 17.232679047048723 + }, + { + "Outlier": "\"Latent\"", + "X": 27.00073737555883, + "Y": 18.116692484780174 + }, + { + "Outlier": "\"Latent\"", + "X": 28.460039243781193, + "Y": 18.87105220621511 + }, + { + "Outlier": "\"Latent\"", + "X": 27.91337421365696, + "Y": 19.27894391927708 + }, + { + "Outlier": "\"Latent\"", + "X": 29.29898490135378, + "Y": 19.488320247765536 + }, + { + "Outlier": "\"Latent\"", + "X": 28.491121548999818, + "Y": 20.272807750280517 + }, + { + "Outlier": "\"Latent\"", + "X": 30.39367450911183, + "Y": 20.802160156067767 + }, + { + "Outlier": "\"Latent\"", + "X": 31.6757702708152, + "Y": 21.36911181648472 + }, + { + "Outlier": "\"Latent\"", + "X": 33.74759982260822, + "Y": 20.69711986123539 + }, + { + "Outlier": "\"Latent\"", + "X": 34.63189322178316, + "Y": 20.720728025011358 + }, + { + "Outlier": "\"Latent\"", + "X": 33.72095340440472, + "Y": 20.18643007452745 + }, + { + "Outlier": "\"Latent\"", + "X": 34.062176871877654, + "Y": 21.154543557624706 + }, + { + "Outlier": "\"Latent\"", + "X": 33.9848171930971, + "Y": 20.831564989981114 + }, + { + "Outlier": "\"Latent\"", + "X": 35.04349980705378, + "Y": 20.63743217750142 + }, + { + "Outlier": "\"Latent\"", + "X": 35.327480629872774, + "Y": 20.477708401501026 + }, + { + "Outlier": "\"Latent\"", + "X": 37.20792284440542, + "Y": 19.326738182567325 + }, + { + "Outlier": "\"Latent\"", + "X": 37.745210433704024, + "Y": 20.375185659609897 + }, + { + "Outlier": "\"Latent\"", + "X": 38.34570792779762, + "Y": 20.2440379874392 + }, + { + "Outlier": "\"Latent\"", + "X": 38.96315663662267, + "Y": 21.827338481559668 + }, + { + "Outlier": "\"Latent\"", + "X": 38.938821748177446, + "Y": 22.48932041338014 + }, + { + "Outlier": "\"Latent\"", + "X": 38.586660765051334, + "Y": 24.032759905765502 + }, + { + "Outlier": "\"Latent\"", + "X": 39.37946081479034, + "Y": 25.00934673042843 + }, + { + "Outlier": "\"Latent\"", + "X": 38.600692198851206, + "Y": 25.133494126950534 + }, + { + "Outlier": "\"Latent\"", + "X": 39.869427588058, + "Y": 27.372108339550444 + }, + { + "Outlier": "\"Latent\"", + "X": 40.03550317244538, + "Y": 28.497694604719833 + }, + { + "Outlier": "\"Latent\"", + "X": 40.961974261437945, + "Y": 29.90960678871004 + }, + { + "Outlier": "\"Latent\"", + "X": 41.83111229905103, + "Y": 27.922721730186712 + }, + { + "Outlier": "\"Latent\"", + "X": 42.128431253487044, + "Y": 29.165793778034555 + }, + { + "Outlier": "\"Latent\"", + "X": 42.268636065512254, + "Y": 30.204582145083403 + }, + { + "Outlier": "\"Latent\"", + "X": 43.853310144993074, + "Y": 29.765900683778092 + }, + { + "Outlier": "\"Latent\"", + "X": 43.14027816990447, + "Y": 30.29704380348884 + }, + { + "Outlier": "\"Latent\"", + "X": 42.33178776448083, + "Y": 30.909019576469777 + }, + { + "Outlier": "\"Latent\"", + "X": 43.2543632577272, + "Y": 31.193541909053216 + }, + { + "Outlier": "\"Latent\"", + "X": 44.692788023961256, + "Y": 33.739873028551365 + }, + { + "Outlier": "\"Latent\"", + "X": 46.853371516641204, + "Y": 33.58590941650718 + }, + { + "Outlier": "\"Latent\"", + "X": 46.38726967451954, + "Y": 33.66945743524713 + }, + { + "Outlier": "\"Latent\"", + "X": 48.184748103960075, + "Y": 32.98049027724241 + }, + { + "Outlier": "\"Latent\"", + "X": 50.03296598020516, + "Y": 33.33130480504601 + }, + { + "Outlier": "\"Latent\"", + "X": 51.7583203737318, + "Y": 34.0298568142456 + }, + { + "Outlier": "\"Latent\"", + "X": 51.869491686423494, + "Y": 34.762131083434156 + }, + { + "Outlier": "\"Latent\"", + "X": 53.21182084671806, + "Y": 36.03756320732122 + }, + { + "Outlier": "\"Latent\"", + "X": 53.0569703422286, + "Y": 36.5567856227276 + }, + { + "Outlier": "\"Latent\"", + "X": 53.96651618248842, + "Y": 36.04564803686144 + }, + { + "Outlier": "\"Latent\"", + "X": 53.49559980956617, + "Y": 38.62755233636234 + }, + { + "Outlier": "\"Latent\"", + "X": 52.47288863245848, + "Y": 41.30160964811991 + }, + { + "Outlier": "\"Latent\"", + "X": 53.219593431089656, + "Y": 42.35204772519747 + }, + { + "Outlier": "\"Latent\"", + "X": 54.536606354524736, + "Y": 42.09247606544867 + }, + { + "Outlier": "\"Latent\"", + "X": 56.326281716337675, + "Y": 44.74956246837245 + }, + { + "Outlier": "\"Observed\"", + "X": -3.457373233693734, + "Y": 2.1676933681292736 + }, + { + "Outlier": "\"Observed\"", + "X": -1.596762804617834, + "Y": -0.8146809498381085 + }, + { + "Outlier": "\"Observed\"", + "X": 1.5679080151034952, + "Y": 1.8008730596478715 + }, + { + "Outlier": "\"Observed\"", + "X": -1.5954763519114201, + "Y": 2.2636497119152996 + }, + { + "Outlier": "\"Observed\"", + "X": 1.8667744122819214, + "Y": 2.9692184794331067 + }, + { + "Outlier": "\"Observed\"", + "X": -0.3377506261844929, + "Y": -0.8520626333574512 + }, + { + "Outlier": "\"Observed\"", + "X": 5.070841805886875, + "Y": -1.6436147914949957 + }, + { + "Outlier": "\"Observed\"", + "X": 4.757879567262636, + "Y": -1.4675281258508037 + }, + { + "Outlier": "\"Observed\"", + "X": 3.6160626558567825, + "Y": 0.011473109505278023 + }, + { + "Outlier": "\"Observed\"", + "X": 2.457902520973044, + "Y": 1.7029339419937988 + }, + { + "Outlier": "\"Observed\"", + "X": 5.478559950192913, + "Y": 1.496172701207348 + }, + { + "Outlier": "\"Observed\"", + "X": -0.5181631501523274, + "Y": 0.289315437018279 + }, + { + "Outlier": "\"Observed\"", + "X": 1.546767517014767, + "Y": -0.2046082412767185 + }, + { + "Outlier": "\"Observed\"", + "X": 5.504949910357511, + "Y": -1.8746252430934471 + }, + { + "Outlier": "\"Observed\"", + "X": 8.006813001853157, + "Y": -1.2878416538027753 + }, + { + "Outlier": "\"Observed\"", + "X": 9.991986845801545, + "Y": 0.4132795536270377 + }, + { + "Outlier": "\"Observed\"", + "X": 8.127374845000547, + "Y": -1.6387621593785007 + }, + { + "Outlier": "\"Observed\"", + "X": 10.450442920955219, + "Y": 2.462742439015413 + }, + { + "Outlier": "\"Observed\"", + "X": 11.67257300736659, + "Y": 2.49690654684082 + }, + { + "Outlier": "\"Observed\"", + "X": 10.624926029113439, + "Y": 5.046319883686352 + }, + { + "Outlier": "\"Observed\"", + "X": 9.241599729440214, + "Y": 3.9965623109163566 + }, + { + "Outlier": "\"Observed\"", + "X": 12.767542319294463, + "Y": 3.309330647398098 + }, + { + "Outlier": "\"Observed\"", + "X": 10.852567919915966, + "Y": 0.059705385951325685 + }, + { + "Outlier": "\"Observed\"", + "X": 7.97601524602209, + "Y": 4.618491975833511 + }, + { + "Outlier": "\"Observed\"", + "X": 12.641189037224875, + "Y": 2.557563987780942 + }, + { + "Outlier": "\"Observed\"", + "X": 12.13152289600009, + "Y": 2.2152618288191475 + }, + { + "Outlier": "\"Observed\"", + "X": 13.74098749810523, + "Y": 8.048868354252862 + }, + { + "Outlier": "\"Observed\"", + "X": 12.340053799030631, + "Y": 6.2552197393696956 + }, + { + "Outlier": "\"Observed\"", + "X": 14.966200598236766, + "Y": 6.268461059200726 + }, + { + "Outlier": "\"Observed\"", + "X": 14.230543142327075, + "Y": 8.316613408335884 + }, + { + "Outlier": "\"Observed\"", + "X": 15.729225622934816, + "Y": 6.626270894577559 + }, + { + "Outlier": "\"Observed\"", + "X": 16.010079867285228, + "Y": 10.681491727528917 + }, + { + "Outlier": "\"Observed\"", + "X": 19.248510522101064, + "Y": 9.46446705313536 + }, + { + "Outlier": "\"Observed\"", + "X": 17.5664863848297, + "Y": 8.481188917288298 + }, + { + "Outlier": "\"Observed\"", + "X": 22.22474350410808, + "Y": 6.255635057688289 + }, + { + "Outlier": "\"Observed\"", + "X": 19.968137206361224, + "Y": 5.759321928451827 + }, + { + "Outlier": "\"Observed\"", + "X": 19.00345620499275, + "Y": 7.92582020128536 + }, + { + "Outlier": "\"Observed\"", + "X": 18.722184307890505, + "Y": 8.509045218989634 + }, + { + "Outlier": "\"Observed\"", + "X": 20.78978956959693, + "Y": 8.952249647739501 + }, + { + "Outlier": "\"Observed\"", + "X": 21.432586626470115, + "Y": 11.089353683143141 + }, + { + "Outlier": "\"Observed\"", + "X": 23.091038087189276, + "Y": 11.165680839253131 + }, + { + "Outlier": "\"Observed\"", + "X": 23.751843479349436, + "Y": 12.21800810822678 + }, + { + "Outlier": "\"Observed\"", + "X": 24.35656897070762, + "Y": 13.084810134719257 + }, + { + "Outlier": "\"Observed\"", + "X": 26.301223907016908, + "Y": 10.969321385709458 + }, + { + "Outlier": "\"Observed\"", + "X": 20.442930536491442, + "Y": 17.08600624416202 + }, + { + "Outlier": "\"Observed\"", + "X": 23.252958470823373, + "Y": 11.381130164783333 + }, + { + "Outlier": "\"Observed\"", + "X": 26.21500158022951, + "Y": 11.875929419287258 + }, + { + "Outlier": "\"Observed\"", + "X": 28.88769461067691, + "Y": 14.074025174169586 + }, + { + "Outlier": "\"Observed\"", + "X": 29.36700185807929, + "Y": 10.62890611778505 + }, + { + "Outlier": "\"Observed\"", + "X": 32.171579079931156, + "Y": 17.33407663145257 + }, + { + "Outlier": "\"Observed\"", + "X": 27.279460353993095, + "Y": 19.47750772042987 + }, + { + "Outlier": "\"Observed\"", + "X": 27.222168307399784, + "Y": 17.875050025850978 + }, + { + "Outlier": "\"Observed\"", + "X": 26.720723880392097, + "Y": 19.91579225768359 + }, + { + "Outlier": "\"Observed\"", + "X": 26.055158064802814, + "Y": 17.837285789014967 + }, + { + "Outlier": "\"Observed\"", + "X": 26.763096729501015, + "Y": 19.06958100163662 + }, + { + "Outlier": "\"Observed\"", + "X": 24.55325162277175, + "Y": 18.0200662580322 + }, + { + "Outlier": "\"Observed\"", + "X": 30.164005000684117, + "Y": 14.368276577779149 + }, + { + "Outlier": "\"Observed\"", + "X": 25.677799552779934, + "Y": 20.879296190580927 + }, + { + "Outlier": "\"Observed\"", + "X": 27.058285291464806, + "Y": 21.207339823198506 + }, + { + "Outlier": "\"Observed\"", + "X": 33.08078564793947, + "Y": 22.512345371366656 + }, + { + "Outlier": "\"Observed\"", + "X": 34.80890312177263, + "Y": 21.26728316802315 + }, + { + "Outlier": "\"Observed\"", + "X": 35.488017496287355, + "Y": 18.413506153660435 + }, + { + "Outlier": "\"Observed\"", + "X": 36.86358392528899, + "Y": 21.243006140669394 + }, + { + "Outlier": "\"Observed\"", + "X": 31.705781132421784, + "Y": 17.17957972193519 + }, + { + "Outlier": "\"Observed\"", + "X": 33.35077057650528, + "Y": 22.656032730126615 + }, + { + "Outlier": "\"Observed\"", + "X": 37.22627187241434, + "Y": 22.948917209335686 + }, + { + "Outlier": "\"Observed\"", + "X": 36.4178639767823, + "Y": 20.693855139457195 + }, + { + "Outlier": "\"Observed\"", + "X": 39.97755130327829, + "Y": 17.080710911082456 + }, + { + "Outlier": "\"Observed\"", + "X": 36.8359359360504, + "Y": 20.566500669482394 + }, + { + "Outlier": "\"Observed\"", + "X": 36.886174165102716, + "Y": 20.75940643285071 + }, + { + "Outlier": "\"Observed\"", + "X": 36.745422832699035, + "Y": 24.111394621800375 + }, + { + "Outlier": "\"Observed\"", + "X": 36.23501436068324, + "Y": 23.16015848668708 + }, + { + "Outlier": "\"Observed\"", + "X": 37.42867466137765, + "Y": 23.39309756597309 + }, + { + "Outlier": "\"Observed\"", + "X": 39.279706473644865, + "Y": 23.296242986699607 + }, + { + "Outlier": "\"Observed\"", + "X": 36.92618313340385, + "Y": 26.14916519443167 + }, + { + "Outlier": "\"Observed\"", + "X": 39.80800482281048, + "Y": 30.434083072746382 + }, + { + "Outlier": "\"Observed\"", + "X": 42.28932723757662, + "Y": 28.781791260144786 + }, + { + "Outlier": "\"Observed\"", + "X": 44.87956859906272, + "Y": 31.727269257821767 + }, + { + "Outlier": "\"Observed\"", + "X": 42.543561390766506, + "Y": 30.048221160135306 + }, + { + "Outlier": "\"Observed\"", + "X": 40.94762392606424, + "Y": 26.111260410662148 + }, + { + "Outlier": "\"Observed\"", + "X": 44.06645751550397, + "Y": 30.022962850737233 + }, + { + "Outlier": "\"Observed\"", + "X": 45.46245003328674, + "Y": 31.798878086186686 + }, + { + "Outlier": "\"Observed\"", + "X": 43.906942428759386, + "Y": 30.162333116921126 + }, + { + "Outlier": "\"Observed\"", + "X": 43.46439195314401, + "Y": 31.12343447733773 + }, + { + "Outlier": "\"Observed\"", + "X": 43.285893043539275, + "Y": 30.16769226734804 + }, + { + "Outlier": "\"Observed\"", + "X": 42.702260845188945, + "Y": 32.74159432483092 + }, + { + "Outlier": "\"Observed\"", + "X": 45.94584072161097, + "Y": 31.970403830905084 + }, + { + "Outlier": "\"Observed\"", + "X": 48.03117775398326, + "Y": 37.49915783116145 + }, + { + "Outlier": "\"Observed\"", + "X": 49.930808932190985, + "Y": 34.38015875382442 + }, + { + "Outlier": "\"Observed\"", + "X": 48.023695835501236, + "Y": 34.93947742725857 + }, + { + "Outlier": "\"Observed\"", + "X": 52.925803493714355, + "Y": 32.18068144838258 + }, + { + "Outlier": "\"Observed\"", + "X": 52.1588019355322, + "Y": 35.01291447986408 + }, + { + "Outlier": "\"Observed\"", + "X": 52.095605647121, + "Y": 35.141023284781355 + }, + { + "Outlier": "\"Observed\"", + "X": 54.42899043770887, + "Y": 35.672690332335776 + }, + { + "Outlier": "\"Observed\"", + "X": 51.019079042571406, + "Y": 33.95511313844912 + }, + { + "Outlier": "\"Observed\"", + "X": 54.2916332829569, + "Y": 38.9422663196189 + }, + { + "Outlier": "\"Observed\"", + "X": 53.417086292133675, + "Y": 40.11483161993748 + }, + { + "Outlier": "\"Observed\"", + "X": 52.71179719248994, + "Y": 43.758908411451124 + }, + { + "Outlier": "\"Observed\"", + "X": 61.21576872345641, + "Y": 40.6943935057751 + }, + { + "Outlier": "\"Observed\"", + "X": 54.8125776902257, + "Y": 44.4690018625216 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "variance = 1\n", + "\n", + "-- how to move from one latent state to the next\n", + "latentTransition :: MonadSample m => (Double, Double) -> m (Double, Double)\n", + "latentTransition (x,y) = \n", + " liftA2 (,) (normal (x+0.5) variance) (normal (y+0.5) variance)\n", + "\n", + "-- a Markovian random walk starting at (0,0), with latentTransition as the kernel\n", + "-- a Producer is an infinite stream of values\n", + "walk :: MonadSample m => Producer (Double,Double) m r\n", + "walk = flip P.unfoldr (0,0) $ \\s ->\n", + " Right <$> do\n", + " new <- latentTransition s\n", + " return (new, new)\n", + "\n", + "-- convert the stream to a list, taking only the first 100 steps\n", + "toList :: Monad m => P.Producer a m () -> m [a]\n", + "toList prod = P.fold (\\x y -> x <> [y]) [] id (prod >-> P.take 100)\n", + "\n", + "-- generate a stream of observations by sampling a point noisily for each step in the walk\n", + "observations = walk >-> P.mapM (\\(x,y) -> \n", + " do\n", + " x' <- normal x 2\n", + " y' <- normal y 2\n", + " return (x, y, x', y'))\n", + " \n", + "(xs, ys, xs', ys') <- sampleIOfixed $ unzip4 <$> toList observations\n", + "\n", + "plotVega \n", + " (zip (zip (xs <> xs') (ys <> ys')) \n", + " (replicate 100 (T.pack \"Latent\") <> replicate 100 (T.pack \"Observed\")))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d2b41760-ca22-4b57-bd38-45e0d9095ec7", + "metadata": {}, + "outputs": [], + "source": [ + "for i,x in enumerate(datapoints):\n", + "\n", + " xNew <- normal x 1\n", + " prediction <- \n", + " condition (observation !! i " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a1772c63-12dc-4027-95b9-45f9cebd9d11", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "-- take the original random walk as a prior and condition on the observations\n", + "-- to obtain a posterior random walk\n", + "conditioning :: (MonadSample m, MonadCond m) => P.Producer (Double,Double) m ()\n", + "conditioning = \n", + " P.zip walk (P.each (zip xs' ys')) \n", + " >-> P.chain (\\((x,y), (x',y')) -> factor (normalPdf x variance x' * normalPdf y variance y' ))\n", + " >-> P.map fst \n", + "\n", + "model :: MonadInfer m => m [(Double,Double)]\n", + "model = toList conditioning\n", + "\n", + "smcRes = runWeighted $ proper $ smcMultinomial 100 100 model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5cdadba1-0cd3-4b11-9b14-7f0d53c11504", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "Outlier": 3.158541072085214e-225, + "X": -2.106544418680569, + "Y": 0.5662718496316514 + }, + { + "Outlier": 3.158541072085214e-225, + "X": -2.0711095632440473, + "Y": 0.792970854533618 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.008032629403218694, + "Y": 1.4906035818078727 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.26960039364885696, + "Y": 0.9689778374198874 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.9109048390038675, + "Y": 2.203769185810218 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 0.9343725546880096, + "Y": -0.10293551923702493 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.0844245969427915, + "Y": -0.23166169128063407 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 4.0320872405812995, + "Y": -0.9362786156538353 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.496903168988835, + "Y": 1.5809114474575878 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.4032675549808387, + "Y": 2.2820285351789047 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 3.094424786730343, + "Y": 2.014062866219359 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 2.152177648334448, + "Y": 0.93548932733588 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 2.0236668012754966, + "Y": 0.8051730268379783 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 4.457652689414461, + "Y": -0.13098265312611646 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 7.884738658850105, + "Y": -0.011134917031341451 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 9.00676105201112, + "Y": -0.08455562343480799 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.037333551701362, + "Y": -0.16134690169240956 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.981472920038225, + "Y": 0.7642125962985555 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.211269437046269, + "Y": 3.505210592553827 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.418100217591897, + "Y": 4.524643441220627 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.619234682040908, + "Y": 2.862227085602232 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 11.395057030134401, + "Y": 3.001142289833205 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 10.42074429067355, + "Y": 2.249831283027401 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 9.901144569044956, + "Y": 4.178321803137672 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 11.624362252136768, + "Y": 2.265071356233353 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 12.588447387694742, + "Y": 2.6104471685777035 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 12.91074351180257, + "Y": 4.787023130226512 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.403426241596962, + "Y": 5.1037099444859955 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.373039781014324, + "Y": 7.7293990202769045 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 13.585946272819903, + "Y": 9.262670815414754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 15.22308860064335, + "Y": 8.253354374330193 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 14.831179663760677, + "Y": 9.906988752363661 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 17.965163933255926, + "Y": 8.466554348891338 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 18.220612479422666, + "Y": 8.086676386291728 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.51929264077924, + "Y": 7.047486525525278 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 19.977089420773638, + "Y": 6.477732575168485 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 19.476761050563375, + "Y": 6.710736567002866 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.846402972997087, + "Y": 8.764819642122857 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.71769779469455, + "Y": 9.392020222966284 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 20.795467470330887, + "Y": 10.535046367968228 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.107560778048498, + "Y": 10.781243844917427 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.323765164237592, + "Y": 13.027409718290578 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.677329501885666, + "Y": 13.18500482714726 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.589463937034292, + "Y": 12.401279069689057 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 23.35803193938015, + "Y": 13.273190834145126 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.650753414844225, + "Y": 12.372673053746396 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.714787984775004, + "Y": 12.956509775256013 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.80248816667374, + "Y": 13.254480118318348 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 29.373934021866397, + "Y": 13.193281908396033 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 30.803505190009663, + "Y": 16.307720166182623 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.352404945654996, + "Y": 17.051653517019098 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.316466916129816, + "Y": 17.642270951026273 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.046938326119882, + "Y": 18.595283251532347 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.951540571762244, + "Y": 18.741244846867218 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 26.781001977943493, + "Y": 18.285377792640645 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 24.44847562882601, + "Y": 17.217860295589983 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 25.464106673620897, + "Y": 16.416615310259786 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 27.09075237565204, + "Y": 19.746585917989417 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 28.42046315829396, + "Y": 21.506302401153302 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 31.204761225334863, + "Y": 23.09324996779796 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 33.56801726482143, + "Y": 21.474053489119083 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.145175165732525, + "Y": 19.562606591929946 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.347479565733, + "Y": 19.387648570262698 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.2003868101032, + "Y": 18.476077342339178 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 35.483688513955855, + "Y": 20.267960886328083 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 36.59346878380379, + "Y": 21.29672252456108 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.91842480330235, + "Y": 19.782000835457975 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 39.151319180296206, + "Y": 18.605676836045166 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.152379735013014, + "Y": 20.85367386239808 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.052104185573796, + "Y": 22.514824903588593 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.570798035189206, + "Y": 22.388829167956754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 36.35963273757277, + "Y": 22.83960922513953 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 37.46611701120359, + "Y": 23.780222436242873 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.179766959729925, + "Y": 24.65072519372997 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 38.71914406380644, + "Y": 26.897959761240777 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 39.16362136004404, + "Y": 28.12605285693908 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.41381238486328, + "Y": 29.891140646586166 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.69268361583899, + "Y": 30.178211176937324 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.95988789276592, + "Y": 30.06838133759238 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 41.29986533791898, + "Y": 28.761074057342 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 43.28458930910811, + "Y": 29.40880061737185 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.54856237887462, + "Y": 31.824584704067277 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 43.77915058465488, + "Y": 31.673389576847853 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 42.6294696960192, + "Y": 30.70816014416374 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 42.975325978959106, + "Y": 30.600996082415566 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 44.274154204252575, + "Y": 31.238339469700477 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 45.89887751099622, + "Y": 33.434981741228704 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 47.30262200051069, + "Y": 34.94445505471023 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 48.587079548044095, + "Y": 34.556811711685754 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 49.51090259416507, + "Y": 34.27288462518162 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 50.549877571672575, + "Y": 34.27938764752123 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 51.25648557573794, + "Y": 34.389151393410124 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 51.870725583913, + "Y": 35.21442169755076 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.029439531600545, + "Y": 34.431602904619986 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 52.782223166040595, + "Y": 34.07110306936198 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.137976571898925, + "Y": 37.46114341933593 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.85010623413167, + "Y": 39.1351212987599 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 54.47287538514873, + "Y": 40.30168068560683 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 56.220978511943756, + "Y": 41.85421424580312 + }, + { + "Outlier": 3.158541072085214e-225, + "X": 55.3305030141289, + "Y": 42.985040201168516 + }, + { + "Outlier": 8.311461231222591e-222, + "X": -1.2420774403482475, + "Y": 0.9249663233780238 + }, + { + "Outlier": 8.311461231222591e-222, + "X": -0.19275432646630886, + "Y": 0.6815061195297197 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.5952031515032308, + "Y": 2.042229481028974 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.1493999149961852, + "Y": 1.9954202474548488 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 1.3334425295113033, + "Y": 1.8000725224162153 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 0.6918987205683225, + "Y": 0.02334728141492004 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.5105296135723627, + "Y": -0.5288297461900588 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 3.8185706806852053, + "Y": -0.02790803780358872 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 3.4706080324490225, + "Y": -0.5948665272057314 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 1.9541238012886177, + "Y": 1.0484970653405858 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 4.183561981955562, + "Y": 1.6147881252110599 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.52368673883744, + "Y": 0.7635954601916146 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 2.488515709244521, + "Y": 0.085320558968776 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 4.948668631151713, + "Y": -0.5783219644972226 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 6.904703887950183, + "Y": -1.080137623946889 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 8.608758770468082, + "Y": -0.37881129094005944 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 9.00055380254012, + "Y": 0.6566240292772525 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.34622344962222, + "Y": 1.9769281550039193 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.595607604411926, + "Y": 2.6947000505271856 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.989550889901215, + "Y": 4.249384427029331 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.121189897931838, + "Y": 4.137360197868871 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.581691404316828, + "Y": 3.850158132051898 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.392260471747344, + "Y": 2.503630987985125 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 10.596970925430968, + "Y": 4.263954245869776 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 12.243290535935508, + "Y": 3.8662062615193773 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 11.587818683399803, + "Y": 4.209880259006583 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.015543849645846, + "Y": 5.625489754127534 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.328299011845699, + "Y": 6.98735684617241 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 13.768112110837608, + "Y": 6.671445991902825 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 15.03462172489674, + "Y": 7.520041662164962 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 15.98562481769493, + "Y": 7.787043558398957 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 16.987905362014622, + "Y": 9.10318081785805 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 17.758644109261567, + "Y": 10.215026221143411 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.30620829360761, + "Y": 7.898555642328043 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.083105965521707, + "Y": 8.605625278738476 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.84197171765386, + "Y": 7.468691149149056 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 19.477589873197772, + "Y": 7.2378598061121595 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.025112976105696, + "Y": 7.9680474191215245 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 20.79656468346512, + "Y": 9.532407828930715 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 21.159566306878574, + "Y": 9.768117051564081 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.752797397901077, + "Y": 10.630071574086656 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.62937665840593, + "Y": 10.717642012730439 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.00755210989179, + "Y": 12.24553952973599 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.270449350992408, + "Y": 11.447630450493723 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 22.921045123356055, + "Y": 14.080128347668808 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 23.75789947586682, + "Y": 13.723268032659762 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 24.99635677425472, + "Y": 13.160451189277657 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.62354719989859, + "Y": 13.558123334661884 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 28.682845457142097, + "Y": 14.074668504533504 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 30.01615249280079, + "Y": 16.756416725692205 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.397970290694673, + "Y": 18.209929545692333 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.33892221607439, + "Y": 19.404636871899722 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.69332825416026, + "Y": 19.78364051378047 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.105707377365768, + "Y": 18.6482850955096 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 26.540702563962785, + "Y": 18.919284648875042 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.47965649849784, + "Y": 17.61119231567976 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.557740860370114, + "Y": 17.049134005277818 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 27.30584750202135, + "Y": 18.694687470945823 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 28.532339117080966, + "Y": 20.983546288149846 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 30.16891730987352, + "Y": 20.110651307414784 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 32.63244348828997, + "Y": 21.05531332994491 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 34.16411087316074, + "Y": 19.393609408588958 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.23746977841102, + "Y": 19.627342186551964 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 32.12522400885622, + "Y": 17.333778754631673 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 33.954739396456276, + "Y": 20.908771480920485 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.751231632504364, + "Y": 20.465992250694125 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.35008158081301, + "Y": 20.161448445444176 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.672129854184035, + "Y": 19.897652307677408 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.55248664985314, + "Y": 20.453857926182295 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 35.990373108532346, + "Y": 21.40279757729322 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.33559386741224, + "Y": 23.072528385732376 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 36.86599461435377, + "Y": 24.11921276218653 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.84866112012356, + "Y": 24.81856769730102 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.56159150146534, + "Y": 24.584229708136494 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 37.630621283738954, + "Y": 26.215662087048862 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 39.861490101059864, + "Y": 27.863050684779406 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 42.44580811172598, + "Y": 28.420234859429513 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.47523890508769, + "Y": 30.216670873617435 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.979086361137846, + "Y": 28.69855830815671 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.72634517514218, + "Y": 28.675904155546455 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.662013552854695, + "Y": 30.013688867247154 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.53712773888671, + "Y": 32.41107432143544 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.99474451977072, + "Y": 32.40388271987657 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.25203141591565, + "Y": 31.603745542437352 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 43.175813282852396, + "Y": 30.72276278114217 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 44.28564012383469, + "Y": 33.11629164873759 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 46.25654485332538, + "Y": 34.07836919568211 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 47.0051015741432, + "Y": 35.043982890475824 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 48.55158535614796, + "Y": 34.114432328669004 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 49.589541944813924, + "Y": 35.47909829590259 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.09522836551771, + "Y": 34.63184586170107 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 51.63057838437059, + "Y": 35.71497359241405 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.077991477264796, + "Y": 35.936375886093906 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 54.104521416878185, + "Y": 36.59431753841557 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 52.67279800278866, + "Y": 35.79207189257781 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 53.38182351803539, + "Y": 38.53371696964217 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 53.25222424642622, + "Y": 40.855781286126245 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 54.09198974777213, + "Y": 42.37107645328822 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 56.862893881882684, + "Y": 43.075167485520986 + }, + { + "Outlier": 8.311461231222591e-222, + "X": 57.35388852880607, + "Y": 44.28271752639022 + }, + { + "Outlier": 6.169377444081538e-234, + "X": -0.904926421727978, + "Y": 0.3470961378474771 + }, + { + "Outlier": 6.169377444081538e-234, + "X": -0.3334326869829547, + "Y": 1.5355013260017811 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 0.3753387743238785, + "Y": 1.5204763179112253 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.0217971000717552, + "Y": 1.7309192269809028 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 2.1558805773859904, + "Y": 1.8320711078716458 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.4585808418000872, + "Y": 0.7483237999934695 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.926995507306838, + "Y": -1.8626934100891301 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 4.042757937074849, + "Y": -1.4352796227624065 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 4.052092715444868, + "Y": 0.21428442179956653 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.8808833587644544, + "Y": 0.6822658161971598 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.6005764491897145, + "Y": 0.9442357792020709 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 1.2453847272105065, + "Y": 0.6190530555580911 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 3.0479262842645207, + "Y": 0.5497822759827082 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 5.474426919925879, + "Y": -0.13251844907816213 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 6.514373294202751, + "Y": -1.6620611083854249 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 8.955143631583528, + "Y": -0.6913690219709588 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 9.72557042048084, + "Y": -1.232512912187623 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.745843244065966, + "Y": 0.3244823682686566 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.09123425942968, + "Y": 1.3430408074848275 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.359173353187238, + "Y": 2.84934969153202 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.191489774197581, + "Y": 3.19234014637726 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.902239214846968, + "Y": 2.40968816514615 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.304522833564414, + "Y": 2.5100115757965673 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 10.100154174061274, + "Y": 3.555887792946888 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.629768782170842, + "Y": 3.874184778933974 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 11.919947665085221, + "Y": 3.7576002033963247 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 13.128023413926677, + "Y": 6.939477063352154 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 14.123468948874532, + "Y": 6.882678633568915 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 14.506733313397618, + "Y": 6.914087474538736 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 15.328629490855894, + "Y": 7.251505949368627 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 15.713199643631588, + "Y": 7.041083226783723 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 17.240594264952627, + "Y": 9.40754687258124 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 17.98260224381173, + "Y": 7.83683193166867 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 18.404401567559674, + "Y": 6.309430112379281 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.029250674543427, + "Y": 4.861098887849013 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.02223432884055, + "Y": 6.347377583404919 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 19.51130842880939, + "Y": 7.74057720108256 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 19.96013582290541, + "Y": 8.875260614839934 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 20.36913435973038, + "Y": 10.129216839134983 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 21.678952104783505, + "Y": 10.74212892694312 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 23.811069331144243, + "Y": 12.041413221341312 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.0853376712804, + "Y": 13.225425287662182 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 24.89278372395936, + "Y": 12.499214485751898 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.685694184404795, + "Y": 13.555253341471992 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 23.75279330001194, + "Y": 16.21208653516927 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 25.111828274317382, + "Y": 13.869133474426887 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.401991720328557, + "Y": 13.308464997567715 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.936329892321773, + "Y": 14.436391975934262 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 28.120064823202174, + "Y": 14.013724652425147 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.270275474103826, + "Y": 14.77958281051164 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.313729994510563, + "Y": 16.408280889602946 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 28.156065939799642, + "Y": 16.82679161112969 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.757624429226688, + "Y": 18.455765998455366 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.254556123835485, + "Y": 17.987453938521174 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.29235983277646, + "Y": 17.417401984155333 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.31769067490341, + "Y": 17.28452897001389 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.778579279676073, + "Y": 16.496046917698557 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 26.19285252283718, + "Y": 18.051258249975437 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 27.39238003302698, + "Y": 19.62270737954491 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 30.011811239813042, + "Y": 19.88187376529654 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 33.06700836709171, + "Y": 20.92429442254509 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 33.908599525393406, + "Y": 19.50749728096514 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 34.79421247000588, + "Y": 19.39578044466193 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.24220461179945, + "Y": 18.38545315977705 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.27673383605304, + "Y": 20.842767219858448 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.274130065714914, + "Y": 21.731681407503864 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.92651320912823, + "Y": 20.30867398720296 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.58680974638825, + "Y": 18.908160261805552 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.39801279145265, + "Y": 20.080918357950765 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.18160059043517, + "Y": 20.406074883167033 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 35.956619415126305, + "Y": 22.474615843528166 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 36.85015574235102, + "Y": 23.331770938167306 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 37.57857299567414, + "Y": 24.330627482946607 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 38.27543119275787, + "Y": 24.574718314234797 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 38.947507585138794, + "Y": 25.65511566965515 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 40.36388240418876, + "Y": 27.98887605152761 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 40.861749987404494, + "Y": 29.999333729699465 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 42.64877597221954, + "Y": 30.953277814577884 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 42.38806693760282, + "Y": 30.51926752465099 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 41.82091611705738, + "Y": 29.276100278784398 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 43.580192018331196, + "Y": 30.31133958236622 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.674546310871804, + "Y": 31.454159205440043 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.48466250549226, + "Y": 30.64712248172735 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.38256347055276, + "Y": 30.53578156786572 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.88844087887008, + "Y": 32.06597518193962 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 44.3759967157537, + "Y": 32.83645963553226 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 46.346074033821495, + "Y": 33.1290244953802 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 47.78831684764044, + "Y": 35.45045044626026 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 49.74139674243316, + "Y": 35.39365314966884 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 50.1499946905003, + "Y": 34.7565768859094 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.25193848533139, + "Y": 34.902874797269554 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.214401410892854, + "Y": 34.1213417728969 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.790093931185524, + "Y": 34.47344089183793 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.91749401182722, + "Y": 35.33108464048575 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 53.47325447235433, + "Y": 36.0467138344131 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 54.003942627939985, + "Y": 37.770942397039974 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 56.16873697265605, + "Y": 39.10861930712103 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.17262261386049, + "Y": 41.63773983740708 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.78220494652373, + "Y": 41.58173919659052 + }, + { + "Outlier": 6.169377444081538e-234, + "X": 55.325987404868805, + "Y": 43.01002193279008 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -1.886144010960296, + "Y": 0.4077539381343202 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -0.6485235173961806, + "Y": 1.2861475054689548 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.20109687722280267, + "Y": 1.60236380687151 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": -0.2985041619332265, + "Y": 1.716128640340283 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.011419128920701405, + "Y": 1.0701192934797057 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 0.6269704978067339, + "Y": -0.02169069438692861 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.267550802850752, + "Y": -0.21261754611336248 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.4254955801067846, + "Y": 0.849593091193876 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.9387719035387643, + "Y": 0.6387861569310762 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.160368694184739, + "Y": -0.16069622330827582 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.4932600516728898, + "Y": 0.38194286820042606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 2.219298325359099, + "Y": 2.0163029675699295 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 3.2170469781779776, + "Y": 0.2096348025058643 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 4.449735991854869, + "Y": -0.9211186215845886 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 6.0990887002167415, + "Y": -0.2781225362679054 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 7.09911052398079, + "Y": -0.12577443502231672 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 9.302168857859664, + "Y": 0.3027396027759616 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.745945463925217, + "Y": 2.041743235673051 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 12.32574777945607, + "Y": 2.7826541835576517 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.995062916249182, + "Y": 4.073438833501833 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 10.744873885394323, + "Y": 3.654274995760096 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.223805894237332, + "Y": 2.786852557455477 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.64432976938224, + "Y": 1.6410774401985315 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 9.774282736781108, + "Y": 3.2260012268627665 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 11.85936170017892, + "Y": 2.848442606229315 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 12.384979258582122, + "Y": 2.6562378075887287 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.814037347277306, + "Y": 4.868819646410307 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.176833495534865, + "Y": 6.169957290519613 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 13.145695914615763, + "Y": 6.506491761039065 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 14.36179981591829, + "Y": 6.285872260127693 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 15.082112104063603, + "Y": 6.274420957341624 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 18.137518881103155, + "Y": 8.762023440348013 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 19.86160837539121, + "Y": 9.90069354801501 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 19.289381713480264, + "Y": 8.58567382348946 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 21.254923632072437, + "Y": 7.0275684896025155 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.68059430231318, + "Y": 7.589681456256816 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.799916724996823, + "Y": 6.085085826098657 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.121492224132904, + "Y": 8.336715861306441 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 20.786992321363822, + "Y": 8.746835843909272 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 22.502517021525026, + "Y": 11.1889318540157 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.109678877277172, + "Y": 11.877492511980606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.663714128583013, + "Y": 12.265275651511653 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.73528153773524, + "Y": 12.881476394026636 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 25.318099355063172, + "Y": 13.056597559347322 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 23.78922568070205, + "Y": 14.02890086087671 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 24.850157099354327, + "Y": 13.207576702576851 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 24.403061453794713, + "Y": 12.40207807454535 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 26.979337731876033, + "Y": 13.894900939309535 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.794678960330735, + "Y": 12.686121606142454 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 29.61994730615171, + "Y": 15.974148301049606 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.71903159249243, + "Y": 17.130203985105982 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.285183047708863, + "Y": 18.26562190550276 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.297789494054783, + "Y": 19.370939505318425 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.22392620869769, + "Y": 18.1483209545098 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 27.223887577007165, + "Y": 19.053260699709238 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 25.907730068898577, + "Y": 17.854447483079635 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.214344212088438, + "Y": 17.47949654671639 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.555127805634466, + "Y": 20.078238598064136 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 28.450938780764183, + "Y": 20.45939228862567 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 30.326528206138804, + "Y": 20.86045278739116 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 32.10418563783479, + "Y": 19.423382445519614 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.289959501201814, + "Y": 18.891640668384444 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.94319919891183, + "Y": 20.05148670121759 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 34.8487088549146, + "Y": 19.57670022255249 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 35.10822897651793, + "Y": 21.195687988701252 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.35400461944803, + "Y": 21.51051588037757 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.01026691798496, + "Y": 20.469323162530593 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.63490965689334, + "Y": 19.68434463011575 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.62579112855702, + "Y": 20.833491242366524 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.426221819689914, + "Y": 21.57918231245753 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.62571880951121, + "Y": 23.5419877421519 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 36.28298776933297, + "Y": 24.362413607596903 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.20467122691568, + "Y": 23.888139329596193 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 38.035577785474125, + "Y": 24.546512730632852 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 37.82845760626201, + "Y": 26.11128230452566 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 38.94856659444143, + "Y": 28.571884476480655 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.040937172373276, + "Y": 29.58405046605934 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.96628629467689, + "Y": 30.55163437083628 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 42.63695285568612, + "Y": 29.501047850575976 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 41.63918474077889, + "Y": 29.18235857032741 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.32406922055244, + "Y": 29.13630070171625 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.580250148261406, + "Y": 30.576905626378707 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.509269088806505, + "Y": 30.743695802340916 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 42.92021585309796, + "Y": 30.389355566840955 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.198832211609925, + "Y": 31.5712286119196 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 43.09890070213457, + "Y": 32.1665791400624 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 45.382611561195546, + "Y": 32.91515071201879 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 47.47869561367618, + "Y": 34.039826411838106 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 48.19133104111195, + "Y": 34.18215613149647 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 49.817704220974235, + "Y": 34.88252155292406 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.204763539831625, + "Y": 33.55023107991645 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.72088541485206, + "Y": 34.18984325002846 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 51.64128814362376, + "Y": 35.19066294233159 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 52.90043975735091, + "Y": 34.635005294228286 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 52.72476776561075, + "Y": 35.93681528014604 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.049699835704686, + "Y": 37.56064028489901 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.36184420526912, + "Y": 38.21931243595493 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 54.91288466838951, + "Y": 40.85803738373766 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 57.555877372693296, + "Y": 40.34582510820687 + }, + { + "Outlier": 3.1374268799173854e-226, + "X": 55.87122265663624, + "Y": 42.71243782630523 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -1.1720221009670815, + "Y": 1.8815818997352183 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -0.6212900995955281, + "Y": 1.196027852674613 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 0.8796094989691795, + "Y": 2.0406123262868414 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": -0.4817003292963107, + "Y": 1.4477532442106344 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 0.9816399622602248, + "Y": 0.9396743543409214 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 1.6987171102833287, + "Y": -0.4559206337156143 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.6164491017005393, + "Y": -0.6328117238709587 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.671982871872756, + "Y": -0.9780860481333246 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.7933268404084317, + "Y": 0.14653091378084382 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.9541281951275415, + "Y": 0.8865449608093546 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.786743464155504, + "Y": 1.607393334565666 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 3.458017527635732, + "Y": 0.8224525550323825 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 2.6279936247691538, + "Y": 0.2632382694332629 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 5.281375945657267, + "Y": -0.4204997209884256 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 6.935131179612574, + "Y": -1.2259000149510746 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 8.513209582964086, + "Y": -1.2961820761701217 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 8.474477262212423, + "Y": -0.35409537738513075 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.863734708170462, + "Y": 1.1650557113550382 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.38162441540539, + "Y": 1.7650351879138544 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.132343408433396, + "Y": 3.8104454223687423 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.275739954982754, + "Y": 4.048979019907255 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.436355496331204, + "Y": 2.0059859797570843 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 10.598185338694, + "Y": 0.7159910440836934 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.044783514354297, + "Y": 2.1454442099174775 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.400968204886238, + "Y": 3.181642412018184 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 11.73761027588278, + "Y": 2.794542276836599 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 13.49649197935039, + "Y": 5.598122448048629 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 13.65913002372755, + "Y": 5.782572617687045 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 14.180533427386974, + "Y": 6.560555307381102 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 14.877290977340355, + "Y": 7.4562205060391 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 16.425655273003976, + "Y": 7.055574799767426 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 16.283592747119407, + "Y": 8.573403230392207 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 17.842068946040104, + "Y": 7.405792648624729 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 17.729058936488943, + "Y": 7.71579974258699 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 18.477719742419133, + "Y": 7.087744722294625 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.36235818545932, + "Y": 6.837031452053714 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.451418052512434, + "Y": 7.653678727799496 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.29006968477255, + "Y": 8.622979690680882 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 19.69948795950735, + "Y": 9.913732591527303 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 21.5423657864974, + "Y": 10.494765031182721 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 22.71400826549034, + "Y": 10.454916357351546 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 22.567271977256866, + "Y": 12.040423288664316 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 23.485858248126732, + "Y": 12.842662328962707 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 25.398524639505702, + "Y": 12.777090779992296 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 24.448060786957033, + "Y": 14.41295993438249 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 24.291038022410167, + "Y": 12.607723562876012 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.498157223518874, + "Y": 13.108423909327728 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.166173653234544, + "Y": 11.982210139732723 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.909916443078185, + "Y": 13.598405947495504 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.12052198811061, + "Y": 14.914004901311841 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.944021906857657, + "Y": 17.073483529169156 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 27.57824986376994, + "Y": 18.227705934128867 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 27.13190211971158, + "Y": 18.837534303861332 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.814309349532436, + "Y": 18.503927904026245 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.085948086965345, + "Y": 18.574727333537187 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 26.310005225099246, + "Y": 18.098824410441686 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.38447562516164, + "Y": 16.81295461772407 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 28.425256796354468, + "Y": 18.355480211384986 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 29.173040556001858, + "Y": 19.491036881172032 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 31.44701077722609, + "Y": 20.575452808246478 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 34.67372039931061, + "Y": 18.989647121992725 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 35.43955927885295, + "Y": 19.70527967519801 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 35.63829024818697, + "Y": 20.219195113045853 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 33.7821005153409, + "Y": 19.193501784358293 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 34.47803560364276, + "Y": 20.797343889495334 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.0644208310449, + "Y": 22.26086371646044 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.38787303511625, + "Y": 21.14399302829222 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.158653755331756, + "Y": 21.09792472218335 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 37.1722042048309, + "Y": 20.381200285421574 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 36.792289496321175, + "Y": 21.51976956982663 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 37.33284248999763, + "Y": 23.226371748549017 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.07705077309323, + "Y": 23.014474792414568 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.376404369489336, + "Y": 23.492033934176966 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.71990259748569, + "Y": 25.046985228803983 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 38.22366504855586, + "Y": 27.070049151196226 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 39.12030108761365, + "Y": 28.650816943895656 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 41.22444395711388, + "Y": 30.385943738345343 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 43.5442153492511, + "Y": 31.22126819692855 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 42.96243005996989, + "Y": 29.667873964917252 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 42.22995067288648, + "Y": 29.557588258835132 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.1050541271273, + "Y": 29.986934748722007 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.790213359761275, + "Y": 30.92210167856319 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.70871000466642, + "Y": 31.9280391856664 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 43.78605352615964, + "Y": 30.87731861221535 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.32576972413186, + "Y": 32.05639528684026 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 44.25421686344928, + "Y": 32.595209333728704 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 45.283512207330965, + "Y": 33.41246811209455 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 47.10011550973192, + "Y": 34.96587721703242 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 49.36125682021035, + "Y": 34.61781070950351 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 48.758253448981584, + "Y": 34.343406071105065 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 51.881808696895355, + "Y": 33.9545537014058 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 51.690113893061394, + "Y": 35.23028703641925 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.16882916260405, + "Y": 35.46958854478211 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.37838764195122, + "Y": 34.644131414719105 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 53.32260930463259, + "Y": 35.7563877742416 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.37028835345063, + "Y": 37.5199267147441 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.26091968369804, + "Y": 40.053338139249796 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 54.26546862381713, + "Y": 42.32558332990163 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 56.022802536225186, + "Y": 42.57982407874 + }, + { + "Outlier": 3.1506907505044846e-224, + "X": 55.52755033157379, + "Y": 44.61780275795061 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -2.1609754922213527, + "Y": 0.6887963633093569 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -1.2924648332550155, + "Y": 0.13470810631834085 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -0.23684942434740675, + "Y": 1.4573917706325488 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": -0.625948666102394, + "Y": 1.7574394044921222 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 0.6629520481860063, + "Y": 1.2985358902848056 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 0.9481548690573073, + "Y": -1.5714054140170273 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.827679967742636, + "Y": -1.2178085789095192 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 3.717141222173673, + "Y": -0.8379420217217023 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.8758499452506614, + "Y": 0.7065334927335146 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.3601696591160106, + "Y": 1.5341050026375187 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.116444775960204, + "Y": 1.2135058783441552 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.287614974424077, + "Y": 0.5429403746554331 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 2.541183842662855, + "Y": -0.48422150979832757 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 4.3667137299584065, + "Y": -1.6607113863094376 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 6.483732731312081, + "Y": -1.1317693536558533 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.042259595326195, + "Y": -0.36962181589378845 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.171129511098984, + "Y": 0.20048214706254852 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 10.265955725304678, + "Y": 1.4771951538393004 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 10.542415591317736, + "Y": 2.2801379854194557 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.796542891016918, + "Y": 4.417466089212507 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 9.632227224586853, + "Y": 3.8534285724877835 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.218293892146875, + "Y": 3.0982080256030797 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.521449912527501, + "Y": 3.1940608844390668 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.274380896355602, + "Y": 4.788862665337073 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.596336879597262, + "Y": 2.7052050191638113 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 11.134193582852978, + "Y": 3.629169891254598 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 13.113622701741518, + "Y": 5.025402706679217 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 12.86515934900914, + "Y": 7.1248932274831125 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 14.45003229142519, + "Y": 7.001025179214455 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 14.250773797722367, + "Y": 7.903367961610304 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 15.54009415548941, + "Y": 8.127202390232371 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 16.097702306669635, + "Y": 8.839317767140162 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 17.902277413608196, + "Y": 8.599097235568236 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 18.887684798022676, + "Y": 8.255058302949738 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.634997426048976, + "Y": 6.657394675956484 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 20.17826779402796, + "Y": 6.520754205500119 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.555605150073845, + "Y": 7.968094116312264 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.77080759752864, + "Y": 8.38733219720022 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 19.32844359501657, + "Y": 8.851055493808285 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 21.48355894488085, + "Y": 10.061617270860397 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 22.127639899146327, + "Y": 10.669681938160375 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 23.388991223504306, + "Y": 11.524487775376421 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.134422615352975, + "Y": 11.27010015341474 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.720909916066237, + "Y": 11.976064608425972 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 24.40352738210829, + "Y": 13.2553105414853 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 24.393202029019925, + "Y": 11.796235277408643 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 25.743346067110913, + "Y": 13.684312826195425 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.77484053195117, + "Y": 13.302453707218874 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 29.373844833912855, + "Y": 13.950339205900727 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 29.301345880700786, + "Y": 15.977081678412699 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.354872111479033, + "Y": 18.942642647437 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.715435799921078, + "Y": 19.83174096174953 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.787466353249748, + "Y": 18.608542357502735 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.189329865417342, + "Y": 18.725895899304774 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.684698837824833, + "Y": 19.66514615766616 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 26.667944997144776, + "Y": 18.264057215268895 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.632378307176854, + "Y": 17.30724672986219 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 27.366797289481838, + "Y": 19.80488188698341 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 28.39859084352769, + "Y": 20.049818373442466 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 31.79038670016969, + "Y": 20.863421730880933 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 32.91956646913001, + "Y": 21.081999109123487 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 34.437469940049674, + "Y": 20.724278150986247 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 35.99798080999913, + "Y": 20.34098323676608 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 33.81366227364882, + "Y": 20.062018109488132 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 34.141696682533805, + "Y": 22.06527602188377 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 35.59753751368969, + "Y": 21.8392180226236 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.62002476527971, + "Y": 20.725243840452727 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.52251120632763, + "Y": 20.716562184482683 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.59213441901128, + "Y": 20.54210570073836 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.63109638851029, + "Y": 21.865812609964106 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.787899012094236, + "Y": 24.71237563949429 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 36.97613710707436, + "Y": 23.952486500052068 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.46987309017941, + "Y": 24.096448877757187 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.04964719895355, + "Y": 24.953986906699296 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 37.09283045443268, + "Y": 27.451272865151818 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 39.071550863609964, + "Y": 28.420137386898652 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.03969346049798, + "Y": 29.44910330520396 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.31816425926512, + "Y": 30.302985907925965 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 41.97534578160455, + "Y": 27.823389445256186 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.441400811567505, + "Y": 26.771217047671193 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.44222349516871, + "Y": 28.64644728593449 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 45.45636629489261, + "Y": 29.99712805836085 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.836280905044305, + "Y": 30.078877132243317 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.496248908295776, + "Y": 29.889138150173775 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 42.62450157629391, + "Y": 31.151793267349554 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 43.67442441931605, + "Y": 31.947942282662332 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 46.399345631893944, + "Y": 32.715005655881384 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 47.69974763917972, + "Y": 33.28726614036652 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 48.36590153337952, + "Y": 33.95357659629644 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 49.28294384745442, + "Y": 34.33161349556459 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 51.45234646906768, + "Y": 34.26412090790088 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.54503497180667, + "Y": 33.854800330332885 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.85097633048365, + "Y": 34.85307841268495 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.04757183940927, + "Y": 35.45227227670297 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 52.59851703092761, + "Y": 35.83440646977299 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.25896178222944, + "Y": 36.29719280283961 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.084496217829255, + "Y": 39.317845031479614 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 54.96854691742469, + "Y": 41.65612350076006 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 56.730090798877676, + "Y": 42.844147737852296 + }, + { + "Outlier": 3.4360427420329246e-222, + "X": 56.32669797233833, + "Y": 44.328985415494735 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -2.6851683372212483, + "Y": 0.716830200508413 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -1.6135495413562637, + "Y": 0.9482156702774515 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -0.37987222761569794, + "Y": 0.750672240461021 + }, + { + "Outlier": 1.738313363668812e-225, + "X": -0.6044276031104766, + "Y": 1.615485784940559 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 1.218078703383065, + "Y": 1.1037267294063402 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.363083759796585, + "Y": -1.0875172228189625 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.274586683694836, + "Y": -1.7122625958062065 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.9869161134765516, + "Y": -0.7454242543504963 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.129861052983089, + "Y": 0.3147660393308588 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 3.712565060645391, + "Y": 0.8492741909800008 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.79353884685441, + "Y": -0.0028924375384606904 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 3.5418622391969143, + "Y": 0.6004577493007188 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 2.9994878080142, + "Y": -0.2519947607786823 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 4.730385082758898, + "Y": -1.6231394999363349 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 6.9724720352364375, + "Y": -1.0390147888379944 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 7.879411025355525, + "Y": 0.24241188124406043 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 7.371487118728073, + "Y": -0.12551340393187993 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 9.403770857202426, + "Y": 1.2973515814449081 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 10.618623973733365, + "Y": 2.2186481003022607 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 10.130584212748305, + "Y": 3.382632111080562 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 9.283299328069404, + "Y": 4.891475882773775 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.247098087982899, + "Y": 3.3482234275036493 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 11.85070194305477, + "Y": 1.702332952206909 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 11.0662546416342, + "Y": 2.1083397260949033 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.27903054032652, + "Y": 2.975468003086844 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 12.287960781906248, + "Y": 2.6968318296503835 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.9222441991086, + "Y": 5.16054470579758 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.889544396628748, + "Y": 6.23460311803434 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 13.762149100925647, + "Y": 7.223951554826815 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 15.64124786139826, + "Y": 7.381908763751225 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 15.04687847109772, + "Y": 6.769842465150893 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 16.561574045035343, + "Y": 9.273283306993278 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 17.208270227065167, + "Y": 9.25267348027564 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 18.121222050496176, + "Y": 9.324948793156157 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 19.678154746552586, + "Y": 7.673368261779788 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 19.382599708380077, + "Y": 6.986686276830654 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 18.820729217136975, + "Y": 7.419500048671797 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 20.555430903998758, + "Y": 9.05050182930373 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 20.915120649849765, + "Y": 9.812018541323617 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 21.751962923496897, + "Y": 11.358860834182364 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 22.76357915886269, + "Y": 11.384416364121996 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.072531094986367, + "Y": 11.48905440632113 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 23.957893093068893, + "Y": 12.239882655321063 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.905952338881875, + "Y": 12.464350401206708 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 22.790222346103754, + "Y": 13.436037214850504 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 24.927796051325064, + "Y": 11.9017507839139 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 27.004436818402542, + "Y": 12.634172472462364 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.693742755683196, + "Y": 14.016129429726586 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.817471202458915, + "Y": 14.365294568643806 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.610439611688594, + "Y": 16.812884309819736 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.390802113119744, + "Y": 17.647332844919323 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 27.22564657256611, + "Y": 18.407965024262474 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 26.30161538061809, + "Y": 19.89980593880234 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 25.658196411659883, + "Y": 18.506234719419425 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 25.461937370253015, + "Y": 17.199388784801872 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 26.89070238763118, + "Y": 18.056235589607294 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.031496957917255, + "Y": 17.46054007685873 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 28.074302758537737, + "Y": 19.80476527487761 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 30.177049553106738, + "Y": 20.31154883955353 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 30.80401894580067, + "Y": 21.55729038851258 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 33.476716846077416, + "Y": 20.638167182276668 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.45842151927811, + "Y": 20.766931713593262 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.88157090434498, + "Y": 19.054363287714153 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 33.87675915955691, + "Y": 18.26736474336655 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 34.681164741741874, + "Y": 20.71142657987687 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.72623386768845, + "Y": 22.33735551624658 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.61236547251092, + "Y": 20.535679953229646 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.9628273596802, + "Y": 20.765804618684733 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.05025858627042, + "Y": 20.984588542630974 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 35.927802380176324, + "Y": 22.604185534837626 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 36.83949200744527, + "Y": 24.107596611596033 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.21316280486402, + "Y": 23.204622767547317 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 37.03553881823545, + "Y": 23.554034033012975 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 38.986603088490995, + "Y": 24.402871403932036 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 38.221794549603985, + "Y": 26.07453647597483 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 39.518936124758866, + "Y": 28.347157695883443 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 41.122259152116094, + "Y": 28.280460785517025 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.999564074485434, + "Y": 29.01820827495294 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.75672084195954, + "Y": 29.89578846590165 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.130509774116085, + "Y": 30.02386090223174 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.39308009988681, + "Y": 30.47356416699214 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 43.55927990356928, + "Y": 30.582644787873733 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 42.70527400299439, + "Y": 29.839223793743738 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 43.203991135473125, + "Y": 29.703649143841268 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 45.03459394299476, + "Y": 31.19278436626428 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 44.563751252062715, + "Y": 32.87429363723444 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 46.18408461686756, + "Y": 32.94315728142572 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 47.10850500315987, + "Y": 34.94294118753565 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 47.553538350755694, + "Y": 35.31065867758281 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 48.80965355353224, + "Y": 35.49939536306365 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 51.40416776018721, + "Y": 34.7576554284501 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.81663045578495, + "Y": 34.68475903011864 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 53.55045845167409, + "Y": 34.891016549415866 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 53.298033669223706, + "Y": 36.88836579603868 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 51.876862244688525, + "Y": 35.96728687460856 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.47552624092057, + "Y": 38.37608025275643 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 52.94858428591719, + "Y": 38.95533164349604 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 54.82494681238143, + "Y": 42.1947223557653 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 56.18386924428595, + "Y": 43.225645109981926 + }, + { + "Outlier": 1.738313363668812e-225, + "X": 55.07102817630023, + "Y": 44.08287405970795 + } + ] + }, + "encoding": { + "color": { + "field": "Outlier", + "scale": { + "scheme": "viridis" + }, + "type": "quantitative" + }, + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "circle", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Arrow\n", + "import Data.List (sortOn, nubBy)\n", + "import Data.Function (on)\n", + "\n", + "sample <- sampleIOfixed $ replicateM 7 $ smcRes\n", + "((infX, infY), strs) = second join $ first (unzip . join) $ unzip $ fmap (second (replicate 100 . (ln . exp))) sample\n", + "\n", + "plotVega (zip (zip (infX) (infY)) \n", + " (take 50000 strs))" + ] + }, + { + "cell_type": "markdown", + "id": "7a09543e-e78e-41f7-a844-dc5605b7154c", + "metadata": {}, + "source": [ + "# Current work\n", + "\n", + "- implement Hamiltonian Monte Carlo\n", + "- explore online/active inference with SMC\n", + "- implementation of factor graphs and belief propagation" + ] + }, + { + "attachments": { + "3e5fb311-d958-4f84-b487-ba8ebbbd1a40.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "9092a0b8-4de4-4186-ad9c-ed4a7dd804ee", + "metadata": {}, + "source": [ + "# The original paper Monad-Bayes is based on\n", + "\n", + "\n", + "\n", + "![Screenshot 2022-06-15 at 5.21.42 PM.png](attachment:3e5fb311-d958-4f84-b487-ba8ebbbd1a40.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb3d9c19-37ff-4100-a3f6-0ebc4d426035", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/Histogram.ipynb b/notebooks/examples/Histogram.ipynb new file mode 100644 index 00000000..3f27c9c2 --- /dev/null +++ b/notebooks/examples/Histogram.ipynb @@ -0,0 +1,542 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 95, + "id": "d9f736cc-ee3f-4567-966e-9c15a5122ea6", + "metadata": {}, + "outputs": [], + "source": [ + "import Data.Histogram\n", + "import Data.Histogram.Fill\n", + "import Data.Histogram.Bin\n", + "import Prelude \n", + "import Data.Vector.Unboxed (fromList, Unbox)\n", + "\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Enumerator\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Sampler.Strict\n", + "import Control.Monad\n", + "\n", + ":l ../Plotting.hs\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "19ed64c9-530b-4261-bf17-cb862ea00e41", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "4736a0ef-fc95-4f58-b41d-1f20c2067fd8", + "metadata": {}, + "outputs": [], + "source": [ + "histogram :: (Foldable v) =>\n", + " Int\n", + " -> v Double\n", + " -> [(Double, Double)]\n", + "histogram n v = asList $ fillBuilder buildr v\n", + " where\n", + " mi = Prelude.minimum v\n", + " ma = Prelude.maximum v\n", + " bins = binD mi n ma\n", + " buildr = mkSimple bins" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "25701ef8-c671-48d9-a161-009f1dd7e1c2", + "metadata": {}, + "outputs": [], + "source": [ + "-- toHistogram 3 [1,2,2]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "01e82e4f-e5a2-4fbb-8fad-5e4ab3a253c6", + "metadata": {}, + "outputs": [], + "source": [ + "model :: MonadSample m => m Double\n", + "model = do\n", + " x <- bernoulli 0.5\n", + " normal (if x then 0 else 1) 1\n", + " \n", + "image :: MonadSample m => m Plot\n", + "image = fmap (plot . histogram 100) (replicateM 100000 model)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "ace53904-ff25-419c-95b8-e3ee6debea48", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.vegalite.v4+json": { + "$schema": "https://vega.github.io/schema/vega-lite/v4.json", + "data": { + "values": [ + { + "X": -4.052652426365952, + "Y": 1 + }, + { + "X": -3.9619144247619023, + "Y": 1 + }, + { + "X": -3.871176423157853, + "Y": 1 + }, + { + "X": -3.7804384215538036, + "Y": 2 + }, + { + "X": -3.689700419949754, + "Y": 5 + }, + { + "X": -3.5989624183457045, + "Y": 1 + }, + { + "X": -3.5082244167416547, + "Y": 2 + }, + { + "X": -3.4174864151376054, + "Y": 7 + }, + { + "X": -3.326748413533556, + "Y": 6 + }, + { + "X": -3.2360104119295063, + "Y": 9 + }, + { + "X": -3.145272410325457, + "Y": 10 + }, + { + "X": -3.0545344087214077, + "Y": 17 + }, + { + "X": -2.963796407117358, + "Y": 27 + }, + { + "X": -2.8730584055133086, + "Y": 24 + }, + { + "X": -2.7823204039092593, + "Y": 43 + }, + { + "X": -2.69158240230521, + "Y": 49 + }, + { + "X": -2.60084440070116, + "Y": 72 + }, + { + "X": -2.5101063990971104, + "Y": 72 + }, + { + "X": -2.419368397493061, + "Y": 128 + }, + { + "X": -2.3286303958890118, + "Y": 132 + }, + { + "X": -2.2378923942849624, + "Y": 181 + }, + { + "X": -2.1471543926809127, + "Y": 212 + }, + { + "X": -2.0564163910768634, + "Y": 207 + }, + { + "X": -1.9656783894728136, + "Y": 309 + }, + { + "X": -1.8749403878687643, + "Y": 338 + }, + { + "X": -1.784202386264715, + "Y": 382 + }, + { + "X": -1.6934643846606652, + "Y": 492 + }, + { + "X": -1.6027263830566159, + "Y": 561 + }, + { + "X": -1.5119883814525665, + "Y": 636 + }, + { + "X": -1.4212503798485168, + "Y": 725 + }, + { + "X": -1.3305123782444674, + "Y": 888 + }, + { + "X": -1.2397743766404177, + "Y": 982 + }, + { + "X": -1.1490363750363684, + "Y": 1169 + }, + { + "X": -1.058298373432319, + "Y": 1243 + }, + { + "X": -0.9675603718282693, + "Y": 1395 + }, + { + "X": -0.8768223702242199, + "Y": 1453 + }, + { + "X": -0.7860843686201702, + "Y": 1725 + }, + { + "X": -0.6953463670161208, + "Y": 1832 + }, + { + "X": -0.6046083654120715, + "Y": 1938 + }, + { + "X": -0.5138703638080218, + "Y": 2176 + }, + { + "X": -0.42313236220397243, + "Y": 2313 + }, + { + "X": -0.3323943605999231, + "Y": 2381 + }, + { + "X": -0.24165635899587334, + "Y": 2677 + }, + { + "X": -0.15091835739182402, + "Y": 2709 + }, + { + "X": -0.06018035578777425, + "Y": 2888 + }, + { + "X": 0.03055764581627507, + "Y": 2869 + }, + { + "X": 0.12129564742032528, + "Y": 3142 + }, + { + "X": 0.2120336490243746, + "Y": 3182 + }, + { + "X": 0.3027716506284239, + "Y": 3149 + }, + { + "X": 0.39350965223247325, + "Y": 3228 + }, + { + "X": 0.4842476538365226, + "Y": 3180 + }, + { + "X": 0.5749856554405728, + "Y": 3199 + }, + { + "X": 0.6657236570446221, + "Y": 3121 + }, + { + "X": 0.7564616586486714, + "Y": 3087 + }, + { + "X": 0.8471996602527208, + "Y": 3094 + }, + { + "X": 0.9379376618567701, + "Y": 3001 + }, + { + "X": 1.0286756634608194, + "Y": 2865 + }, + { + "X": 1.1194136650648696, + "Y": 2773 + }, + { + "X": 1.210151666668919, + "Y": 2645 + }, + { + "X": 1.3008896682729683, + "Y": 2509 + }, + { + "X": 1.3916276698770176, + "Y": 2336 + }, + { + "X": 1.482365671481067, + "Y": 2210 + }, + { + "X": 1.5731036730851171, + "Y": 2052 + }, + { + "X": 1.6638416746891664, + "Y": 1972 + }, + { + "X": 1.7545796762932158, + "Y": 1746 + }, + { + "X": 1.845317677897265, + "Y": 1603 + }, + { + "X": 1.9360556795013144, + "Y": 1371 + }, + { + "X": 2.0267936811053646, + "Y": 1283 + }, + { + "X": 2.117531682709414, + "Y": 1183 + }, + { + "X": 2.2082696843134633, + "Y": 1097 + }, + { + "X": 2.2990076859175126, + "Y": 860 + }, + { + "X": 2.389745687521562, + "Y": 753 + }, + { + "X": 2.480483689125612, + "Y": 643 + }, + { + "X": 2.5712216907296614, + "Y": 590 + }, + { + "X": 2.6619596923337108, + "Y": 519 + }, + { + "X": 2.75269769393776, + "Y": 420 + }, + { + "X": 2.8434356955418094, + "Y": 351 + }, + { + "X": 2.9341736971458587, + "Y": 296 + }, + { + "X": 3.024911698749909, + "Y": 246 + }, + { + "X": 3.1156497003539583, + "Y": 207 + }, + { + "X": 3.2063877019580076, + "Y": 172 + }, + { + "X": 3.297125703562057, + "Y": 136 + }, + { + "X": 3.3878637051661062, + "Y": 106 + }, + { + "X": 3.4786017067701565, + "Y": 100 + }, + { + "X": 3.5693397083742058, + "Y": 71 + }, + { + "X": 3.660077709978255, + "Y": 50 + }, + { + "X": 3.7508157115823044, + "Y": 38 + }, + { + "X": 3.8415537131863537, + "Y": 29 + }, + { + "X": 3.932291714790402, + "Y": 21 + }, + { + "X": 4.023029716394452, + "Y": 23 + }, + { + "X": 4.113767717998501, + "Y": 16 + }, + { + "X": 4.204505719602551, + "Y": 9 + }, + { + "X": 4.295243721206601, + "Y": 4 + }, + { + "X": 4.38598172281065, + "Y": 3 + }, + { + "X": 4.4767197244147, + "Y": 2 + }, + { + "X": 4.567457726018748, + "Y": 5 + }, + { + "X": 4.6581957276227985, + "Y": 5 + }, + { + "X": 4.748933729226849, + "Y": 5 + }, + { + "X": 4.839671730830897, + "Y": 1 + }, + { + "X": 4.930409732434947, + "Y": 1 + } + ] + }, + "encoding": { + "x": { + "field": "X", + "type": "quantitative" + }, + "y": { + "field": "Y", + "type": "quantitative" + } + }, + "height": 400, + "mark": "bar", + "width": 400 + }, + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sampler image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26beabf5-9f6b-4807-b2db-bd0198e997c0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/Lenses.ipynb b/notebooks/examples/Lenses.ipynb new file mode 100644 index 00000000..4eff6514 --- /dev/null +++ b/notebooks/examples/Lenses.ipynb @@ -0,0 +1,98 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "51f00092-2847-4e33-8976-733d2b6db324", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"51f00092-2847-4e33-8976-733d2b6db324\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"255b9269-fdaa-4d52-b800-48ea9be2fd54\"}, mhSessionId = UUID {uuidToString = \"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"e2a929de-e919-4797-9763-b6fc22a51a5c\"}, mhSessionId = UUID {uuidToString = \"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:1: error:\n Could not find module ‘Data.Aeson.Lens’\n Perhaps you meant\n Data.Aeson.Key (from aeson-2.0.3.0)\n Data.Aeson.Text (from aeson-2.0.3.0)\n Data.Aeson.TH (from aeson-2.0.3.0)\n Use -v (or `:set -v` in ghci) to see a list of the files searched for." + ] + } + ], + "source": [ + ":e BlockArguments\n", + ":e LambdaCase\n", + ":e OverloadedStrings\n", + "\n", + "import Data.Aeson.Lens\n", + "import Control.Lens hiding (nth, (#))\n", + "import Data.Aeson\n", + "import Data.Maybe (fromMaybe)\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Sampler\n", + "import Data.Monoid \n", + "import qualified Data.ByteString.Lazy as B\n", + "import Text.Pretty.Simple" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "834e9c3d-87b4-4ef5-ae61-0f411f5199f2", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"834e9c3d-87b4-4ef5-ae61-0f411f5199f2\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"a1d83087-9669-4425-b2bf-2830a4ee6767\"}, mhSessionId = UUID {uuidToString = \"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"8bfc7d5b-e868-4196-899a-095a1949c948\"}, mhSessionId = UUID {uuidToString = \"e4518eb9-0e86-4b6a-be6d-3afc83e0c1b0\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:71: error: Not in scope: type constructor or class ‘Value’\n:1:42: error:\n Not in scope: ‘B.readFile’\n No module named ‘B’ is imported." + ] + } + ], + "source": [ + "json <- fromMaybe undefined . decode <$> B.readFile \"file.json\" :: IO Value\n", + "\n", + "\n", + "pPrint json" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef68efea-f0c9-4161-9b1f-510678195c6e", + "metadata": {}, + "outputs": [], + "source": [ + "-- noisifyString :: T.Text -> Distribution T.Text\n", + "noisifyString t = fmap T.pack $ forM (T.unpack t) $ \\letter -> do\n", + " x <- bernoulli 0.2\n", + " if x then uniformD \"abcdefghijklmnopqrstuvwxyz\" else return letter\n", + "\n", + "jsonDist :: Distribution Value\n", + "jsonDist = \n", + " ((transformM . _Double) (\\case x -> normal x 0.001) >=>\n", + " (transformM . _Bool) (\\case x -> bernoulli 0.9 ) >=>\n", + " (transformM . _String) noisifyString\n", + " )\n", + " \n", + " json" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/examples/Parsing.ipynb b/notebooks/examples/Parsing.ipynb new file mode 100644 index 00000000..db5b4e3e --- /dev/null +++ b/notebooks/examples/Parsing.ipynb @@ -0,0 +1,383 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b14be2d4-ec16-46d3-8cd9-810a25f70495", + "metadata": {}, + "outputs": [ + { + "ename": "", + "evalue": "", + "header": "MessageHeader {mhIdentifiers = [\"3555ba3e-e8f5-42f2-94c9-b61312ea373d\"], mhParentHeader = Just (MessageHeader {mhIdentifiers = [\"3555ba3e-e8f5-42f2-94c9-b61312ea373d\"], mhParentHeader = Nothing, mhMetadata = Metadata (fromList [(\"cellId\",String \"b14be2d4-ec16-46d3-8cd9-810a25f70495\"),(\"deletedCells\",Array []),(\"recordTiming\",Bool False)]), mhMessageId = UUID {uuidToString = \"8c4b5fb7-f2ad-4350-86c0-5bc6b8f4895d\"}, mhSessionId = UUID {uuidToString = \"3555ba3e-e8f5-42f2-94c9-b61312ea373d\"}, mhUsername = \"\", mhMsgType = ExecuteRequestMessage, mhBuffers = []}), mhMetadata = Metadata (fromList []), mhMessageId = UUID {uuidToString = \"03ec0db4-1dda-47d4-8e21-bacb3c41cb70\"}, mhSessionId = UUID {uuidToString = \"3555ba3e-e8f5-42f2-94c9-b61312ea373d\"}, mhUsername = \"\", mhMsgType = ExecuteErrorMessage, mhBuffers = []}", + "output_type": "error", + "traceback": [ + ":1:1: error:\n Could not find module ‘Text.Megaparsec’\n Use -v (or `:set -v` in ghci) to see a list of the files searched for." + ] + } + ], + "source": [ + "import Text.Megaparsec\n", + "import Text.Megaparsec.Char\n", + "import Data.Char\n", + "import qualified Data.Text as T\n", + "import Control.Monad.Bayes.Class\n", + "import Control.Monad.Bayes.Sampler\n", + "import Control.Monad.Bayes.Weighted\n", + "import Control.Monad.Bayes.Population\n", + "import Control.Monad.Bayes.Inference.SMC\n", + "import Control.Monad.Trans (lift)\n", + "import Control.Monad (join, replicateM)\n", + "import Data.Void\n", + "import Text.Pretty.Simple\n", + ":e OverloadedStrings\n", + ":e FlexibleContexts\n", + ":e GADTs\n", + ":e LambdaCase" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "5aec194f-b147-456b-8be0-46c12f4ed495", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Redundant bracket
Found:
(either (T.pack . errorBundlePretty') (T.pack . show))\n", + " <$> runParserT parser \"\" input
Why Not:
either (T.pack . errorBundlePretty') (T.pack . show)\n", + " <$> runParserT parser \"\" input
" + ], + "text/plain": [ + "Line 18: Redundant bracket\n", + "Found:\n", + "(either (T.pack . errorBundlePretty') (T.pack . show))\n", + " <$> runParserT parser \"\" input\n", + "Why not:\n", + "either (T.pack . errorBundlePretty') (T.pack . show)\n", + " <$> runParserT parser \"\" input" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = \\case\n", + " \"g\" -> lift $ uniformD [\"g\",\"h\"]\n", + " \"h\" -> return \"h\"\n", + "\n", + "parser = do\n", + " true <- lift $ uniformD [\"g\", \"h\"]\n", + " predicted <- noise true\n", + " observed <- lookAhead (\"g\" <|> \"h\")\n", + " lift $ condition $ predicted == observed\n", + " string observed\n", + " return $ head true \n", + "\n", + "errorBundlePretty' :: (TraversableStream s, VisualStream s) => ParseErrorBundle s Void -> String \n", + "errorBundlePretty' = errorBundlePretty\n", + "\n", + "-- foo :: MonadInfer m => m T.Text\n", + "\n", + "run parser input = (either (T.pack . errorBundlePretty' ) (T.pack . show) ) <$> runParserT parser \"\" input" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "e64782da-ddcc-41bd-aa29-b8f2dcd27184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"hh\"\n", + " , 0.57\n", + " )\n", + ",\n", + " ( \"gh\"\n", + " , 0.21\n", + " )\n", + ",\n", + " ( \"hg\"\n", + " , 0.11999999999999995\n", + " )\n", + ",\n", + " ( \"gg\"\n", + " , 9.999999999999998 e- 2\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (some parser <* eof) \"hh\"\n", + "pPrint $ toEmpiricalWeighted x " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "596bd3d7-9b32-40af-8c13-041cc9e8e267", + "metadata": {}, + "outputs": [], + "source": [ + "import Debug.Trace\n", + "\n", + "two = do\n", + " x <- parser\n", + " y <- parser\n", + " lift $ factor $ case (x,y) of ('h','g') -> 1; _ -> 0.5\n", + " return [x ,y]\n", + " \n", + "duplicate = do\n", + " -- x <- parser\n", + " b <- lift $ bernoulli 0.5\n", + " if b then \"h\" else \"g\"\n", + " -- char x\n", + " -- lift $ factor $ case (x,y) of ('h','g') -> 1; _ -> 0.5\n", + " -- return x\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3743b28f-0358-42ce-9dd8-d32cfdcd3e4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"\"h\"\"\n", + " , 0.7000000000000001\n", + " )\n", + ",\n", + " ( \"1:1:\n", + " |\n", + " 1 | hg\n", + " | ^\n", + " unexpected 'h'\n", + " expecting 'g'\n", + " \"\n", + " , 0.3\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import Control.Monad.Bayes.Enumerator\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (duplicate) \"hg\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "45652aea-3299-4c01-8da9-adccf0d19be2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"'a'\"\n", + " , 1.0\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p = do \n", + " x <- lift (uniformD ['a', 'b'])\n", + " lift $ condition (x == 'a')\n", + " char x\n", + " -- char =<< lift (uniformD ['a', 'b'])\n", + " -- lift $ uniformD ['a', 'b']\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run p \"aa\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "456f0269-2b1f-480c-9b94-60389f5ad66d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " ( \"[True,True]\"\n", + " , 0.85\n", + " )\n", + ",\n", + " ( \"[True,False]\"\n", + " , 0.14999999999999994\n", + " )\n", + "]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = \\case\n", + " True -> lift $ uniformD [\"g\",\"h\"]\n", + " False -> return \"h\"\n", + "\n", + "parser = do\n", + " true <- lift $ bernoulli 0.9\n", + " predicted <- noise true\n", + " observed <- lookAhead (\"g\" <|> \"h\")\n", + " lift $ condition $ predicted == observed\n", + " string observed\n", + " return true \n", + "\n", + "errorBundlePretty' :: (TraversableStream s, VisualStream s) => ParseErrorBundle s Void -> String \n", + "errorBundlePretty' = errorBundlePretty\n", + "\n", + "\n", + "x <- sampleIO $ runPopulation $ smcMultinomial 2 100 $ run (some parser) \"gh\"\n", + "pPrint $ toEmpiricalWeighted x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "702e0b55-6850-4b23-9cbb-835cca65a119", + "metadata": {}, + "outputs": [], + "source": [ + "-- parser: inferring state of the world: parse sentence, infer state." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0dcf8e1-e359-4cda-a73c-560146eb3fee", + "metadata": {}, + "outputs": [], + "source": [ + "ex = do\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Haskell - nixpkgs", + "language": "haskell", + "name": "ihaskell_nixpkgs" + }, + "language_info": { + "codemirror_mode": "ihaskell", + "file_extension": ".hs", + "mimetype": "text/x-haskell", + "name": "haskell", + "pygments_lexer": "Haskell", + "version": "9.0.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/file.json b/notebooks/file.json new file mode 100644 index 00000000..41ff3563 --- /dev/null +++ b/notebooks/file.json @@ -0,0 +1,11 @@ +{ + "name": "John", + "isAlive": true, + "age": 27, + "height": 1.5, + "address": { + "streetAddress": "21 2nd Street", + "id" : 5.4 + } + +} \ No newline at end of file diff --git a/notebooks/plotting.hs b/notebooks/plotting.hs index 1905c341..29c48def 100644 --- a/notebooks/plotting.hs +++ b/notebooks/plotting.hs @@ -72,10 +72,10 @@ scatterplot ((xs, ys), cs) cE f mode = ] class Plottable a where - plotVega :: a -> VegaLiteLab + plot :: a -> VegaLiteLab instance Plottable [((Double, Double), T.Text)] where - plotVega ls = + plot ls = vlShow $ scatterplot (first unzip $ unzip ls) @@ -84,7 +84,7 @@ instance Plottable [((Double, Double), T.Text)] where Circle instance Plottable [((Double, Double), Double)] where - plotVega ls = + plot ls = vlShow $ scatterplot (first unzip $ unzip (ls)) @@ -100,7 +100,7 @@ instance Plottable [((Double, Double), Double)] where Circle instance Plottable ([Double], (Double, Double)) where - plotVega ls = + plot ls = let cs = take (length $ fst ls) $ Prelude.repeat 1 xs = fst ls (slope, intercept) = snd ls @@ -113,7 +113,9 @@ instance Plottable ([Double], (Double, Double)) where Line instance Plottable [(T.Text, Double)] where - plotVega ls = vlShow $ barplot $ unzip ls + plot ls = vlShow $ barplot $ unzip ls instance Plottable [(Double, Double)] where - plotVega ls = vlShow $ hist $ unzip ls + plot ls = vlShow $ hist $ unzip ls + +type Plot = VegaLiteLab diff --git a/src/Control/Monad/Bayes/Class.hs b/src/Control/Monad/Bayes/Class.hs index a3c8453b..070f48c0 100644 --- a/src/Control/Monad/Bayes/Class.hs +++ b/src/Control/Monad/Bayes/Class.hs @@ -74,7 +74,13 @@ import Control.Monad.Trans.List (ListT) import Control.Monad.Trans.Reader (ReaderT) import Control.Monad.Trans.State (StateT) import Control.Monad.Trans.Writer (WriterT) -import Data.Matrix hiding ((!)) +import Data.Matrix + ( Matrix, + cholDecomp, + colVector, + getCol, + multStd, + ) import Data.Vector qualified as V import Data.Vector.Generic as VG (Vector, map, mapM, null, sum, (!)) import Numeric.Log (Log (..)) diff --git a/src/Control/Monad/Bayes/Free.hs b/src/Control/Monad/Bayes/Density/Free.hs similarity index 52% rename from src/Control/Monad/Bayes/Free.hs rename to src/Control/Monad/Bayes/Density/Free.hs index 7c59010c..12acf6a2 100644 --- a/src/Control/Monad/Bayes/Free.hs +++ b/src/Control/Monad/Bayes/Density/Free.hs @@ -4,7 +4,7 @@ {-# LANGUAGE RankNTypes #-} -- | --- Module : Control.Monad.Bayes.Free +-- Module : Control.Monad.Bayes.Density.Free -- Description : Free monad transformer over random sampling -- Copyright : (c) Adam Scibior, 2015-2020 -- License : MIT @@ -12,67 +12,64 @@ -- Stability : experimental -- Portability : GHC -- --- 'FreeSampler' is a free monad transformer over random sampling. -module Control.Monad.Bayes.Free - ( FreeSampler, +-- 'Density' is a free monad transformer over random sampling. +module Control.Monad.Bayes.Density.Free + ( Density, hoist, interpret, withRandomness, - withPartialRandomness, + density, traced, ) where import Control.Monad.Bayes.Class (MonadSample (random)) -import Control.Monad.State (evalStateT, get, put) -import Control.Monad.Trans (MonadTrans (..)) +import Control.Monad.RWS +import Control.Monad.State (evalStateT) import Control.Monad.Trans.Free.Church (FT, MonadFree (..), hoistFT, iterT, iterTM, liftF) -import Control.Monad.Writer (WriterT (..), tell) +import Control.Monad.Writer (WriterT (..)) import Data.Functor.Identity (Identity, runIdentity) -- | Random sampling functor. -newtype SamF a = Random (Double -> a) - -instance Functor SamF where - fmap f (Random k) = Random (f . k) +newtype SamF a = Random (Double -> a) deriving (Functor) -- | Free monad transformer over random sampling. -- -- Uses the Church-encoded version of the free monad for efficiency. -newtype FreeSampler m a = FreeSampler {runFreeSampler :: FT SamF m a} +newtype Density m a = Density {runDensity :: FT SamF m a} deriving newtype (Functor, Applicative, Monad, MonadTrans) -instance MonadFree SamF (FreeSampler m) where - wrap = FreeSampler . wrap . fmap runFreeSampler +instance MonadFree SamF (Density m) where + wrap = Density . wrap . fmap runDensity -instance Monad m => MonadSample (FreeSampler m) where - random = FreeSampler $ liftF (Random id) +instance Monad m => MonadSample (Density m) where + random = Density $ liftF (Random id) --- | Hoist 'FreeSampler' through a monad transform. -hoist :: (Monad m, Monad n) => (forall x. m x -> n x) -> FreeSampler m a -> FreeSampler n a -hoist f (FreeSampler m) = FreeSampler (hoistFT f m) +-- | Hoist 'Density' through a monad transform. +hoist :: (Monad m, Monad n) => (forall x. m x -> n x) -> Density m a -> Density n a +hoist f (Density m) = Density (hoistFT f m) -- | Execute random sampling in the transformed monad. -interpret :: MonadSample m => FreeSampler m a -> m a -interpret (FreeSampler m) = iterT f m +interpret :: MonadSample m => Density m a -> m a +interpret (Density m) = iterT f m where f (Random k) = random >>= k -- | Execute computation with supplied values for random choices. -withRandomness :: Monad m => [Double] -> FreeSampler m a -> m a -withRandomness randomness (FreeSampler m) = evalStateT (iterTM f m) randomness +withRandomness :: Monad m => [Double] -> Density m a -> m a +withRandomness randomness (Density m) = evalStateT (iterTM f m) randomness where f (Random k) = do xs <- get case xs of - [] -> error "FreeSampler: the list of randomness was too short" + [] -> error "Density: the list of randomness was too short" y : ys -> put ys >> k y -- | Execute computation with supplied values for a subset of random choices. -- Return the output value and a record of all random choices used, whether -- taken as input or drawn using the transformed monad. -withPartialRandomness :: MonadSample m => [Double] -> FreeSampler m a -> m (a, [Double]) -withPartialRandomness randomness (FreeSampler m) = +density :: MonadSample m => [Double] -> Density m a -> m (a, [Double]) +density randomness (Density m) = runWriterT $ evalStateT (iterTM f $ hoistFT lift m) randomness where f (Random k) = do @@ -86,6 +83,6 @@ withPartialRandomness randomness (FreeSampler m) = tell [x] k x --- | Like 'withPartialRandomness', but use an arbitrary sampling monad. -traced :: MonadSample m => [Double] -> FreeSampler Identity a -> m (a, [Double]) -traced randomness m = withPartialRandomness randomness $ hoist (return . runIdentity) m +-- | Like 'density', but use an arbitrary sampling monad. +traced :: MonadSample m => [Double] -> Density Identity a -> m (a, [Double]) +traced randomness m = density randomness $ hoist (return . runIdentity) m diff --git a/src/Control/Monad/Bayes/Density/State.hs b/src/Control/Monad/Bayes/Density/State.hs new file mode 100644 index 00000000..b962a41b --- /dev/null +++ b/src/Control/Monad/Bayes/Density/State.hs @@ -0,0 +1,43 @@ +{-# LANGUAGE DerivingStrategies #-} +{-# LANGUAGE FlexibleInstances #-} +{-# LANGUAGE GeneralizedNewtypeDeriving #-} +{-# LANGUAGE MultiParamTypeClasses #-} + +-- | +-- slower than Control.Monad.Bayes.Density.Free, +-- but much more elementary to understand. Just uses standard +-- monad transformer techniques. +-- @ +module Control.Monad.Bayes.Density.State where + +import Control.Monad.Bayes.Class (MonadSample (random)) +import Control.Monad.State (MonadState (get, put), MonadTrans, StateT, evalStateT) +import Control.Monad.Trans.Class (MonadTrans (lift)) +import Control.Monad.Trans.Writer.Strict (WriterT, runWriterT) +import Control.Monad.Writer (MonadWriter (..)) + +newtype Density m a = Density {runDensity :: WriterT [Double] (StateT [Double] m) a} deriving newtype (Functor, Applicative, Monad) + +instance MonadTrans Density where + lift = Density . lift . lift + +instance Monad m => MonadState [Double] (Density m) where + get = Density $ lift $ get + put = Density . lift . put + +instance Monad m => MonadWriter [Double] (Density m) where + tell = Density . tell + listen = Density . listen . runDensity + pass = Density . pass . runDensity + +instance MonadSample m => MonadSample (Density m) where + random = do + trace <- get + x <- case trace of + [] -> random + r : xs -> put xs >> pure r + tell [x] + pure x + +density :: Monad m => Density m b -> [Double] -> m (b, [Double]) +density (Density m) = evalStateT (runWriterT m) diff --git a/src/Control/Monad/Bayes/Inference/Lazy/MH.hs b/src/Control/Monad/Bayes/Inference/Lazy/MH.hs new file mode 100644 index 00000000..d922091c --- /dev/null +++ b/src/Control/Monad/Bayes/Inference/Lazy/MH.hs @@ -0,0 +1,76 @@ +{-# LANGUAGE BlockArguments #-} +{-# LANGUAGE DerivingStrategies #-} +{-# LANGUAGE FlexibleContexts #-} +{-# LANGUAGE ImportQualifiedPost #-} +{-# LANGUAGE LambdaCase #-} +{-# LANGUAGE OverloadedStrings #-} +{-# LANGUAGE RankNTypes #-} +{-# LANGUAGE ScopedTypeVariables #-} +{-# LANGUAGE TupleSections #-} + +module Control.Monad.Bayes.Inference.Lazy.MH where + +import Control.Monad.Bayes.Sampler.Lazy + ( Sampler (runSampler), + Tree (..), + randomTree, + ) +import Control.Monad.Bayes.Weighted (Weighted, weighted) +import Control.Monad.Extra (iterateM) +import Control.Monad.State.Lazy (MonadState (get, put), runState) +import Numeric.Log (Log (ln)) +import System.Random (RandomGen (split), getStdGen, newStdGen) +import System.Random qualified as R + +mh :: forall a. Double -> Weighted Sampler a -> IO [(a, Log Double)] +mh p m = do + -- Top level: produce a stream of samples. + -- Split the random number generator in two + -- One part is used as the first seed for the simulation, + -- and one part is used for the randomness in the MH algorithm. + g <- newStdGen >> getStdGen + let (g1, g2) = split g + let t = randomTree g1 + let (x, w) = runSampler (weighted m) t + -- Now run step over and over to get a stream of (tree,result,weight)s. + let (samples, _) = runState (iterateM step (t, x, w)) g2 + -- The stream of seeds is used to produce a stream of result/weight pairs. + return $ map (\(_, x, w) -> (x, w)) samples + where + -- where + {- NB There are three kinds of randomness in the step function. + 1. The start tree 't', which is the source of randomness for simulating the + program m to start with. This is sort-of the point in the "state space". + 2. The randomness needed to propose a new tree ('g1') + 3. The randomness needed to decide whether to accept or reject that ('g2') + The tree t is an argument and result, + but we use a state monad ('get'/'put') to deal with the other randomness '(g,g1,g2)' -} + + -- step :: RandomGen g => (Tree, a, Log Double) -> State g (Tree, a, Log Double) + step (t, x, w) = do + -- Randomly change some sites + g <- get + let (g1, g2) = split g + let t' = mutateTree p g1 t + -- Rerun the model with the new tree, to get a new + -- weight w'. + let (x', w') = runSampler (weighted m) t' + -- MH acceptance ratio. This is the probability of either + -- returning the new seed or the old one. + let ratio = w' / w + let (r, g2') = R.random g2 + put g2' + if r < min 1 (exp $ ln ratio) + then return (t', x', w') + else return (t, x, w) + +-- Replace the labels of a tree randomly, with probability p +mutateTree :: forall g. RandomGen g => Double -> g -> Tree -> Tree +mutateTree p g (Tree a ts) = + let (a', g') = (R.random g :: (Double, g)) + (a'', g'') = R.random g' + in Tree (if a' < p then a'' else a) (mutateTrees p g'' ts) + +mutateTrees :: RandomGen g => Double -> g -> [Tree] -> [Tree] +mutateTrees p g (t : ts) = let (g1, g2) = split g in mutateTree p g1 t : mutateTrees p g2 ts +mutateTrees _ _ [] = error "empty tree" diff --git a/src/Control/Monad/Bayes/Inference/Lazy/WIS.hs b/src/Control/Monad/Bayes/Inference/Lazy/WIS.hs new file mode 100644 index 00000000..e0f48930 --- /dev/null +++ b/src/Control/Monad/Bayes/Inference/Lazy/WIS.hs @@ -0,0 +1,23 @@ +module Control.Monad.Bayes.Inference.Lazy.WIS where + +import Control.Monad.Bayes.Sampler.Lazy (Sampler, weightedsamples) +import Control.Monad.Bayes.Weighted (Weighted) +import Numeric.Log (Log (Exp)) +import System.Random (Random (randoms), getStdGen, newStdGen) + +-- | Weighted Importance Sampling + +-- | Likelihood weighted importance sampling first draws n weighted samples, +-- and then samples a stream of results from that regarded as an empirical distribution +lwis :: Int -> Weighted Sampler a -> IO [a] +lwis n m = do + xws <- weightedsamples m + let xws' = take n $ accumulate xws 0 + let max' = snd $ last xws' + _ <- newStdGen + rs <- randoms <$> getStdGen + return $ fmap (\r -> fst $ head $ filter ((>= Exp (log r) * max') . snd) xws') rs + where + accumulate :: Num t => [(a, t)] -> t -> [(a, t)] + accumulate ((x, w) : xws) a = (x, w + a) : (x, w + a) : accumulate xws (w + a) + accumulate [] _ = [] diff --git a/src/Control/Monad/Bayes/Inference/PMMH.hs b/src/Control/Monad/Bayes/Inference/PMMH.hs index 5f745c76..a05b1401 100644 --- a/src/Control/Monad/Bayes/Inference/PMMH.hs +++ b/src/Control/Monad/Bayes/Inference/PMMH.hs @@ -14,19 +14,19 @@ -- Christophe Andrieu, Arnaud Doucet, and Roman Holenstein. 2010. Particle Markov chain Monte Carlo Methods. /Journal of the Royal Statistical Society/ 72 (2010), 269-342. module Control.Monad.Bayes.Inference.PMMH ( pmmh, - -- pmmhBayesianModel, + -- pmmhBayesianModel, + pmmhBayesianModel, ) where import Control.Monad.Bayes.Class (Bayesian (generative), MonadInfer, MonadSample, latent) import Control.Monad.Bayes.Inference.MCMC (MCMCConfig, mcmc) -import Control.Monad.Bayes.Inference.SMC (SMCConfig (SMCConfig, numParticles, numSteps, resampler), smc) +import Control.Monad.Bayes.Inference.SMC (SMCConfig (), smc) import Control.Monad.Bayes.Population as Pop ( Population, hoist, population, pushEvidence, - resampleSystematic, ) import Control.Monad.Bayes.Sequential (Sequential) import Control.Monad.Bayes.Traced.Static (Traced) @@ -58,6 +58,6 @@ pmmhBayesianModel :: MonadInfer m => MCMCConfig -> SMCConfig (Weighted m) -> - (forall m. MonadInfer m => Bayesian m a1 a2) -> + (forall n. MonadInfer n => Bayesian n a1 a2) -> m [[(a2, Log Double)]] pmmhBayesianModel mcmcConf smcConf bm = pmmh mcmcConf smcConf (latent bm) (generative bm) diff --git a/src/Control/Monad/Bayes/Inference/RMSMC.hs b/src/Control/Monad/Bayes/Inference/RMSMC.hs index b0105551..9cb6de0b 100644 --- a/src/Control/Monad/Bayes/Inference/RMSMC.hs +++ b/src/Control/Monad/Bayes/Inference/RMSMC.hs @@ -22,7 +22,7 @@ where import Control.Monad.Bayes.Class (MonadSample) import Control.Monad.Bayes.Inference.MCMC (MCMCConfig (..)) -import Control.Monad.Bayes.Inference.SMC (SMCConfig (..)) +import Control.Monad.Bayes.Inference.SMC import Control.Monad.Bayes.Population ( Population, spawn, diff --git a/src/Control/Monad/Bayes/Integrator.hs b/src/Control/Monad/Bayes/Integrator.hs index 8b8bb830..70c2034d 100644 --- a/src/Control/Monad/Bayes/Integrator.hs +++ b/src/Control/Monad/Bayes/Integrator.hs @@ -47,7 +47,7 @@ import Data.Set (Set, elems) import Data.Text qualified as T import Numeric.Integration.TanhSinh (Result (result), trap) import Numeric.Log (Log (ln)) -import Statistics.Distribution (density) +import Statistics.Distribution qualified as Statistics import Statistics.Distribution.Uniform qualified as Statistics newtype Integrator a = Integrator {getCont :: Cont Double a} @@ -58,7 +58,7 @@ integrator f (Integrator a) = runCont a f runIntegrator = integrator instance MonadSample Integrator where - random = fromDensityFunction $ density $ Statistics.uniformDistr 0 1 + random = fromDensityFunction $ Statistics.density $ Statistics.uniformDistr 0 1 bernoulli p = Integrator $ cont (\f -> p * f True + (1 - p) * f False) uniformD ls = fromMassFunction (const (1 / fromIntegral (length ls))) ls diff --git a/src/Control/Monad/Bayes/Sampler/Lazy.hs b/src/Control/Monad/Bayes/Sampler/Lazy.hs new file mode 100644 index 00000000..6ef9ceef --- /dev/null +++ b/src/Control/Monad/Bayes/Sampler/Lazy.hs @@ -0,0 +1,71 @@ +{-# LANGUAGE BangPatterns #-} +{-# LANGUAGE GeneralizedNewtypeDeriving #-} +{-# LANGUAGE RankNTypes #-} +{-# LANGUAGE ScopedTypeVariables #-} + +-- | This is a port of the implementation of LazyPPL: https://lazyppl.bitbucket.io/ +module Control.Monad.Bayes.Sampler.Lazy where + +import Control.Monad (ap, liftM) +import Control.Monad.Bayes.Class (MonadSample (random)) +import Control.Monad.Bayes.Weighted (Weighted, weighted) +import Numeric.Log (Log (..)) +import System.Random + ( RandomGen (split), + getStdGen, + newStdGen, + ) +import qualified System.Random as R + +-- | A 'Tree' is a lazy, infinitely wide and infinitely deep tree, labelled by Doubles +-- | Our source of randomness will be a Tree, populated by uniform [0,1] choices for each label. +-- | Often people just use a list or stream instead of a tree. +-- | But a tree allows us to be lazy about how far we are going all the time. +data Tree = Tree Double [Tree] + +-- | A probability distribution over a is +-- | a function 'Tree -> a' +-- | The idea is that it uses up bits of the tree as it runs +newtype Sampler a = Sampler {runSampler :: Tree -> a} + +-- | Two key things to do with trees: +-- | Split tree splits a tree in two (bijectively) +-- | Get the label at the head of the tree and discard the rest +splitTree :: Tree -> (Tree, Tree) +splitTree (Tree r (t : ts)) = (t, Tree r ts) +splitTree (Tree _ []) = error "empty tree" + +-- | Preliminaries for the simulation methods. Generate a tree with uniform random labels. This uses 'split' to split a random seed +randomTree :: RandomGen g => g -> Tree +randomTree g = let (a, g') = R.random g in Tree a (randomTrees g') + +randomTrees :: RandomGen g => g -> [Tree] +randomTrees g = let (g1, g2) = split g in randomTree g1 : randomTrees g2 + +instance Applicative Sampler where + pure = Sampler . const + (<*>) = ap + +instance Functor Sampler where fmap = liftM + +-- | probabilities for a monad. +-- | Sequencing is done by splitting the tree +-- | and using different bits for different computations. +instance Monad Sampler where + return = pure + (Sampler m) >>= f = Sampler \g -> + let (g1, g2) = splitTree g + (Sampler m') = f (m g1) + in m' g2 + +instance MonadSample Sampler where + random = Sampler \(Tree r _) -> r + +sampler :: Sampler a -> IO a +sampler m = newStdGen *> (runSampler m . randomTree <$> getStdGen) + +independent :: Monad m => m a -> m [a] +independent = sequence . repeat + +weightedsamples :: Weighted Sampler a -> IO [(a, Log Double)] +weightedsamples = sampler . independent . weighted diff --git a/src/Control/Monad/Bayes/Sampler.hs b/src/Control/Monad/Bayes/Sampler/Strict.hs similarity index 85% rename from src/Control/Monad/Bayes/Sampler.hs rename to src/Control/Monad/Bayes/Sampler/Strict.hs index 7542e789..9d06100d 100644 --- a/src/Control/Monad/Bayes/Sampler.hs +++ b/src/Control/Monad/Bayes/Sampler/Strict.hs @@ -15,16 +15,17 @@ -- -- 'SamplerIO' and 'SamplerST' are instances of 'MonadSample'. Apply a 'MonadCond' -- transformer to obtain a 'MonadInfer' that can execute probabilistic models. -module Control.Monad.Bayes.Sampler +module Control.Monad.Bayes.Sampler.Strict ( Sampler, SamplerIO, + SamplerST, + sampleIO, sampleIOfixed, sampleWith, sampleSTfixed, toBins, sampleMean, sampler, - sampleIO, ) where @@ -41,14 +42,27 @@ import Control.Monad.Bayes.Class uniform ), ) -import Control.Monad.IO.Class -import Control.Monad.ST (ST) -import Control.Monad.Trans.Reader (ReaderT (..), runReaderT) +import Control.Monad.Identity +import Control.Monad.Reader +import Control.Monad.ST (ST, runST, stToIO) +import Control.Monad.State (State, state) +import Control.Monad.Trans (MonadIO, lift) +import Control.Monad.Trans.Reader (ReaderT, ask, mapReaderT, runReaderT) import Data.Fixed (mod') -import Numeric.Log (Log (..)) -import System.Random.MWC (UniformRange (uniformRM)) +import Numeric.Log (Log (ln)) +import System.Random.MWC + ( Gen, + GenIO, + GenST, + Seed, + Variate (uniform, uniformR), + create, + createSystemRandom, + restore, + save, + ) import System.Random.MWC.Distributions qualified as MWC -import System.Random.Stateful (IOGenM (..), STGenM, StatefulGen, StdGen, initStdGen, mkStdGen, newIOGenM, newSTGenM, uniformDouble01M) +import System.Random.Stateful (IOGenM (..), STGenM, StatefulGen, StdGen, initStdGen, mkStdGen, newIOGenM, newSTGenM, uniformDouble01M, uniformRM) -- | The sampling interpretation of a probabilistic program -- Here m is typically IO or ST @@ -62,6 +76,10 @@ type SamplerIO = Sampler (IOGenM StdGen) IO -- to particular pairs of monad and RNG type SamplerST s = Sampler (STGenM StdGen s) (ST s) +data Tree = Tree Double [Tree] + +type SamplerL = Sampler Tree Identity + instance StatefulGen g m => MonadSample (Sampler g m) where random = Sampler (ReaderT uniformDouble01M) diff --git a/src/Control/Monad/Bayes/Sequential.hs b/src/Control/Monad/Bayes/Sequential.hs index 0ae92ad9..d00be07d 100644 --- a/src/Control/Monad/Bayes/Sequential.hs +++ b/src/Control/Monad/Bayes/Sequential.hs @@ -115,5 +115,5 @@ sequentially, m a sequentially f k = finish . composeCopies k (advance . hoistFirst f) --- | deprecated synonym +-- | synonym sis = sequentially diff --git a/src/Control/Monad/Bayes/Traced/Basic.hs b/src/Control/Monad/Bayes/Traced/Basic.hs index e8c6a22f..3c432f24 100644 --- a/src/Control/Monad/Bayes/Traced/Basic.hs +++ b/src/Control/Monad/Bayes/Traced/Basic.hs @@ -23,7 +23,7 @@ import Control.Monad.Bayes.Class MonadInfer, MonadSample (random), ) -import Control.Monad.Bayes.Free (FreeSampler) +import Control.Monad.Bayes.Density.Free (Density) import Control.Monad.Bayes.Traced.Common ( Trace (..), bind, @@ -38,7 +38,7 @@ import Data.List.NonEmpty as NE (NonEmpty ((:|)), toList) -- | Tracing monad that records random choices made in the program. data Traced m a = Traced { -- | Run the program with a modified trace. - model :: Weighted (FreeSampler Identity) a, + model :: Weighted (Density Identity) a, -- | Record trace and output. traceDist :: m (Trace a) } diff --git a/src/Control/Monad/Bayes/Traced/Common.hs b/src/Control/Monad/Bayes/Traced/Common.hs index c424361f..a66dcfcb 100644 --- a/src/Control/Monad/Bayes/Traced/Common.hs +++ b/src/Control/Monad/Bayes/Traced/Common.hs @@ -13,6 +13,7 @@ module Control.Monad.Bayes.Traced.Common scored, bind, mhTrans, + mhTransFree, mhTrans', burnIn, ) @@ -22,11 +23,8 @@ import Control.Monad.Bayes.Class ( MonadSample (bernoulli, random), discrete, ) -import Control.Monad.Bayes.Free as FreeSampler - ( FreeSampler, - hoist, - withPartialRandomness, - ) +import qualified Control.Monad.Bayes.Density.Free as Free +import Control.Monad.Bayes.Density.State import Control.Monad.Bayes.Weighted as Weighted ( Weighted, hoist, @@ -44,41 +42,56 @@ data Trace a = Trace -- output :: a, -- | The probability of observing this particular sequence. - density :: Log Double + probDensity :: Log Double } instance Functor Trace where fmap f t = t {output = f (output t)} instance Applicative Trace where - pure x = Trace {variables = [], output = x, density = 1} + pure x = Trace {variables = [], output = x, probDensity = 1} tf <*> tx = Trace { variables = variables tf ++ variables tx, output = output tf (output tx), - density = density tf * density tx + probDensity = probDensity tf * probDensity tx } instance Monad Trace where t >>= f = let t' = f (output t) - in t' {variables = variables t ++ variables t', density = density t * density t'} + in t' {variables = variables t ++ variables t', probDensity = probDensity t * probDensity t'} singleton :: Double -> Trace Double -singleton u = Trace {variables = [u], output = u, density = 1} +singleton u = Trace {variables = [u], output = u, probDensity = 1} scored :: Log Double -> Trace () -scored w = Trace {variables = [], output = (), density = w} +scored w = Trace {variables = [], output = (), probDensity = w} bind :: Monad m => m (Trace a) -> (a -> m (Trace b)) -> m (Trace b) bind dx f = do t1 <- dx t2 <- f (output t1) - return $ t2 {variables = variables t1 ++ variables t2, density = density t1 * density t2} + return $ t2 {variables = variables t1 ++ variables t2, probDensity = probDensity t1 * probDensity t2} + +-- | A single Metropolis-corrected transition of single-site Trace MCMC. +mhTrans :: MonadSample m => (Weighted (Density m)) a -> Trace a -> m (Trace a) +mhTrans m t@Trace {variables = us, probDensity = p} = do + let n = length us + us' <- do + i <- discrete $ discreteUniformAB 0 (n - 1) + u' <- random + case splitAt i us of + (xs, _ : ys) -> return $ xs ++ (u' : ys) + _ -> error "impossible" + ((b, q), vs) <- density (weighted m) us' -- runWriterT $ runWeighted $ Weighted.hoist (WriterT . density us') m + let ratio = (exp . ln) $ min 1 (q * fromIntegral n / (p * fromIntegral (length vs))) + accept <- bernoulli ratio + return $ if accept then Trace vs b q else t -- | A single Metropolis-corrected transition of single-site Trace MCMC. -mhTrans :: MonadSample m => Weighted (FreeSampler m) a -> Trace a -> m (Trace a) -mhTrans m t@Trace {variables = us, density = p} = do +mhTransFree :: MonadSample m => (Weighted (Free.Density m)) a -> Trace a -> m (Trace a) +mhTransFree m t@Trace {variables = us, probDensity = p} = do let n = length us us' <- do i <- discrete $ discreteUniformAB 0 (n - 1) @@ -86,14 +99,14 @@ mhTrans m t@Trace {variables = us, density = p} = do case splitAt i us of (xs, _ : ys) -> return $ xs ++ (u' : ys) _ -> error "impossible" - ((b, q), vs) <- runWriterT $ weighted $ Weighted.hoist (WriterT . withPartialRandomness us') m + ((b, q), vs) <- runWriterT $ weighted $ Weighted.hoist (WriterT . Free.density us') m let ratio = (exp . ln) $ min 1 (q * fromIntegral n / (p * fromIntegral (length vs))) accept <- bernoulli ratio return $ if accept then Trace vs b q else t -- | A variant of 'mhTrans' with an external sampling monad. -mhTrans' :: MonadSample m => Weighted (FreeSampler Identity) a -> Trace a -> m (Trace a) -mhTrans' m = mhTrans (Weighted.hoist (FreeSampler.hoist (return . runIdentity)) m) +mhTrans' :: MonadSample m => Weighted (Free.Density Identity) a -> Trace a -> m (Trace a) +mhTrans' m = mhTransFree (Weighted.hoist (Free.hoist (return . runIdentity)) m) -- | burn in an MCMC chain for n steps (which amounts to dropping samples of the end of the list) burnIn :: Functor m => Int -> m [a] -> m [a] diff --git a/src/Control/Monad/Bayes/Traced/Dynamic.hs b/src/Control/Monad/Bayes/Traced/Dynamic.hs index 6e23bf33..e6efff87 100644 --- a/src/Control/Monad/Bayes/Traced/Dynamic.hs +++ b/src/Control/Monad/Bayes/Traced/Dynamic.hs @@ -24,11 +24,11 @@ import Control.Monad.Bayes.Class MonadInfer, MonadSample (random), ) -import Control.Monad.Bayes.Free (FreeSampler) +import Control.Monad.Bayes.Density.Free (Density) import Control.Monad.Bayes.Traced.Common ( Trace (..), bind, - mhTrans, + mhTransFree, scored, singleton, ) @@ -38,9 +38,9 @@ import Data.List.NonEmpty as NE (NonEmpty ((:|)), toList) -- | A tracing monad where only a subset of random choices are traced and this -- subset can be adjusted dynamically. -newtype Traced m a = Traced {runTraced :: m (Weighted (FreeSampler m) a, Trace a)} +newtype Traced m a = Traced {runTraced :: m (Weighted (Density m) a, Trace a)} -pushM :: Monad m => m (Weighted (FreeSampler m) a) -> Weighted (FreeSampler m) a +pushM :: Monad m => m (Weighted (Density m) a) -> Weighted (Density m) a pushM = join . lift . lift instance Monad m => Functor (Traced m) where @@ -94,7 +94,7 @@ freeze (Traced c) = Traced $ do mhStep :: MonadSample m => Traced m a -> Traced m a mhStep (Traced c) = Traced $ do (m, t) <- c - t' <- mhTrans m t + t' <- mhTransFree m t return (m, t') -- | Full run of the Trace Metropolis-Hastings algorithm with a specified @@ -106,6 +106,6 @@ mh n (Traced c) = do | k <= 0 = return (t :| []) | otherwise = do (x :| xs) <- f (k - 1) - y <- mhTrans m x + y <- mhTransFree m x return (y :| x : xs) fmap (map output . NE.toList) (f n) diff --git a/src/Control/Monad/Bayes/Traced/Static.hs b/src/Control/Monad/Bayes/Traced/Static.hs index 4be243e8..6fdb32cb 100644 --- a/src/Control/Monad/Bayes/Traced/Static.hs +++ b/src/Control/Monad/Bayes/Traced/Static.hs @@ -24,11 +24,11 @@ import Control.Monad.Bayes.Class MonadInfer, MonadSample (random), ) -import Control.Monad.Bayes.Free (FreeSampler) +import Control.Monad.Bayes.Density.Free (Density) import Control.Monad.Bayes.Traced.Common ( Trace (..), bind, - mhTrans, + mhTransFree, scored, singleton, ) @@ -41,7 +41,7 @@ import Data.List.NonEmpty as NE (NonEmpty ((:|)), toList) -- The random choices that are not to be traced should be lifted from the -- transformed monad. data Traced m a = Traced - { model :: Weighted (FreeSampler m) a, + { model :: Weighted (Density m) a, traceDist :: m (Trace a) } @@ -80,7 +80,7 @@ marginal (Traced _ d) = fmap output d mhStep :: MonadSample m => Traced m a -> Traced m a mhStep (Traced m d) = Traced m d' where - d' = d >>= mhTrans m + d' = d >>= mhTransFree m -- | Full run of the Trace Metropolis-Hastings algorithm with a specified -- number of steps. Newest samples are at the head of the list. @@ -91,5 +91,5 @@ mh n (Traced m d) = fmap (map output . NE.toList) (f n) | k <= 0 = fmap (:| []) d | otherwise = do (x :| xs) <- f (k - 1) - y <- mhTrans m x + y <- mhTransFree m x return (y :| x : xs) diff --git a/stack.yaml b/stack.yaml index a5c40966..9ee66bb9 100644 --- a/stack.yaml +++ b/stack.yaml @@ -1,4 +1,4 @@ -resolver: nightly-2022-07-26 +resolver: nightly-2022-04-22 packages: - "." flags: diff --git a/test/TestAdvanced.hs b/test/TestAdvanced.hs index ee5d9fbd..e9193318 100644 --- a/test/TestAdvanced.hs +++ b/test/TestAdvanced.hs @@ -18,7 +18,7 @@ import Control.Monad.Bayes.Inference.RMSMC import Control.Monad.Bayes.Inference.SMC import Control.Monad.Bayes.Inference.SMC2 import Control.Monad.Bayes.Population -import Control.Monad.Bayes.Sampler +import Control.Monad.Bayes.Sampler.Strict import Control.Monad.Bayes.Traced import Control.Monad.Bayes.Weighted import Numeric.Log (Log) diff --git a/test/TestDistribution.hs b/test/TestDistribution.hs index 1426080c..ac332e4c 100644 --- a/test/TestDistribution.hs +++ b/test/TestDistribution.hs @@ -10,7 +10,7 @@ where import Control.Monad (replicateM) import Control.Monad.Bayes.Class (MonadSample, mvNormal) -import Control.Monad.Bayes.Sampler +import Control.Monad.Bayes.Sampler.Strict import Control.Monad.Identity (runIdentity) import Control.Monad.State (evalStateT) import Data.Matrix (fromList) diff --git a/test/TestInference.hs b/test/TestInference.hs index 7884e14a..637b6424 100644 --- a/test/TestInference.hs +++ b/test/TestInference.hs @@ -21,8 +21,8 @@ import Control.Monad.Bayes.Integrator (normalize) import Control.Monad.Bayes.Integrator qualified as Integrator import Control.Monad.Bayes.Population import Control.Monad.Bayes.Population (collapse, runPopulation) -import Control.Monad.Bayes.Sampler (Sampler, sampleIOfixed) -import Control.Monad.Bayes.Sampler qualified as Sampler +import Control.Monad.Bayes.Sampler.Strict (Sampler, sampleIOfixed) +import Control.Monad.Bayes.Sampler.Strict qualified as Sampler import Control.Monad.Bayes.Weighted (Weighted) import Control.Monad.Bayes.Weighted qualified as Weighted import Data.AEq (AEq ((~==))) diff --git a/test/TestIntegrator.hs b/test/TestIntegrator.hs index 324a7dda..03986945 100644 --- a/test/TestIntegrator.hs +++ b/test/TestIntegrator.hs @@ -12,8 +12,8 @@ import Control.Monad.Bayes.Class normalPdf, ) import Control.Monad.Bayes.Integrator -import Control.Monad.Bayes.Sampler -import Control.Monad.Bayes.Weighted (runWeighted, weighted) +import Control.Monad.Bayes.Sampler.Strict +import Control.Monad.Bayes.Weighted (weighted) import Control.Monad.ST (ST, runST) import Data.AEq (AEq ((~==))) import Data.List (sortOn) diff --git a/test/TestPopulation.hs b/test/TestPopulation.hs index 16831551..d89f78f9 100644 --- a/test/TestPopulation.hs +++ b/test/TestPopulation.hs @@ -11,7 +11,7 @@ import Control.Monad.Bayes.Population as Population resampleMultinomial, spawn, ) -import Control.Monad.Bayes.Sampler (sampleIOfixed) +import Control.Monad.Bayes.Sampler.Strict (sampleIOfixed) import Data.AEq (AEq ((~==))) import Sprinkler (soft) import System.Random.Stateful (mkStdGen, newIOGenM) diff --git a/test/TestSampler.hs b/test/TestSampler.hs index 3865e666..5bf3b95c 100644 --- a/test/TestSampler.hs +++ b/test/TestSampler.hs @@ -3,7 +3,7 @@ module TestSampler where import qualified Control.Foldl as Fold import Control.Monad (replicateM) import Control.Monad.Bayes.Class (MonadSample (normal)) -import Control.Monad.Bayes.Sampler (sampleSTfixed) +import Control.Monad.Bayes.Sampler.Strict (sampleSTfixed) import Control.Monad.ST (ST, runST) testMeanAndVariance :: Bool diff --git a/test/TestWeighted.hs b/test/TestWeighted.hs index ddd2b18e..eb9c674c 100644 --- a/test/TestWeighted.hs +++ b/test/TestWeighted.hs @@ -7,7 +7,7 @@ import Control.Monad.Bayes.Class MonadSample (normal, uniformD), factor, ) -import Control.Monad.Bayes.Sampler (sampleIOfixed) +import Control.Monad.Bayes.Sampler.Strict (sampleIOfixed) import Control.Monad.Bayes.Weighted (weighted) import Control.Monad.State (unless, when) import Data.AEq (AEq ((~==)))