From 9838bd39fd70ed91691e56da5c081c6443740632 Mon Sep 17 00:00:00 2001
From: bdpedigo <benjamindpedigo@gmail.com>
Date: Tue, 25 Oct 2022 15:43:06 -0400
Subject: [PATCH] add results folder

---
 .gitignore                                    |     2 +-
 poetry.lock                                   |   957 +-
 pyproject.toml                                |     3 +-
 .../accuracy_upsetplot.pdf                    |   Bin 0 -> 28570 bytes
 .../accuracy_upsetplot.png                    |   Bin 0 -> 317677 bytes
 .../accuracy_upsetplot.svg                    |  2321 +
 .../accuracy_upsetplot_herm.pdf               |   Bin 0 -> 24101 bytes
 .../accuracy_upsetplot_herm.png               |   Bin 0 -> 181587 bytes
 .../accuracy_upsetplot_herm.svg               |  1551 +
 .../connectome_padding/accuracy_by_seeds.pdf  |   Bin 0 -> 21069 bytes
 .../connectome_padding/accuracy_by_seeds.png  |   Bin 0 -> 209966 bytes
 .../connectome_padding/accuracy_by_seeds.svg  |  1184 +
 .../example_matched_morphologies.pdf          |   Bin 0 -> 195712 bytes
 .../example_matched_morphologies.png          |   Bin 0 -> 239154 bytes
 .../example_matched_morphologies.svg          | 24985 +++++++
 .../example_matched_morphologies_3view.pdf    |   Bin 0 -> 275214 bytes
 .../example_matched_morphologies_3view.png    |   Bin 0 -> 455819 bytes
 .../example_matched_morphologies_3view.svg    | 31237 +++++++++
 .../test_example_matched_morphologies.pdf     |   Bin 0 -> 275320 bytes
 .../test_example_matched_morphologies.png     |   Bin 0 -> 455707 bytes
 .../test_example_matched_morphologies.svg     | 31237 +++++++++
 .../connectome_seeded/accuracy_by_seeds.pdf   |   Bin 0 -> 20934 bytes
 .../connectome_seeded/accuracy_by_seeds.png   |   Bin 0 -> 223526 bytes
 .../connectome_seeded/accuracy_by_seeds.svg   |  1155 +
 .../example_matched_morphologies.pdf          |   Bin 0 -> 195150 bytes
 .../example_matched_morphologies.png          |   Bin 0 -> 239062 bytes
 .../example_matched_morphologies.svg          | 24985 +++++++
 .../example_matched_morphologies_3view.pdf    |   Bin 0 -> 502069 bytes
 .../example_matched_morphologies_3view.png    |   Bin 0 -> 592826 bytes
 .../example_matched_morphologies_3view.svg    | 58206 ++++++++++++++++
 .../example_matched_morphologies_bad.pdf      |   Bin 0 -> 271142 bytes
 .../example_matched_morphologies_bad.png      |   Bin 0 -> 582747 bytes
 .../example_matched_morphologies_bad.svg      | 29393 ++++++++
 .../example_matched_morphologies_good.pdf     |   Bin 0 -> 215386 bytes
 .../example_matched_morphologies_good.png     |   Bin 0 -> 609385 bytes
 .../example_matched_morphologies_good.svg     | 22646 ++++++
 .../connectome_sims/unmatchable_accuracy.pdf  |   Bin 0 -> 25551 bytes
 .../connectome_sims/unmatchable_accuracy.png  |   Bin 0 -> 724371 bytes
 .../connectome_sims/unmatchable_accuracy.svg  |  2465 +
 .../figs/simulations/edge_disagreements.pdf   |   Bin 0 -> 19329 bytes
 .../figs/simulations/edge_disagreements.png   |   Bin 0 -> 131663 bytes
 .../figs/simulations/edge_disagreements.svg   |  1065 +
 .../simulations/phantom_alighment_demo.pdf    |   Bin 0 -> 29975 bytes
 .../simulations/phantom_alighment_demo.png    |   Bin 0 -> 172193 bytes
 .../simulations/phantom_alighment_demo.svg    |  3884 ++
 .../matching_accuracy_size.pdf                |   Bin 0 -> 21880 bytes
 .../matching_accuracy_size.png                |   Bin 0 -> 565391 bytes
 .../matching_accuracy_size.svg                |  1689 +
 .../connectome_multilayer/match_results.csv   |   121 +
 .../outputs/connectome_seeded/match_probs.csv |   943 +
 .../connectome_seeded/matching_results.csv    |    51 +
 .../connectome_seeded/seeded_stat_results     |     6 +
 .../outputs/connectome_sims/match_results.csv |  3001 +
 .../size_simulations/matching_results.csv     | 17755 +++++
 54 files changed, 260605 insertions(+), 237 deletions(-)
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot.pdf
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot.png
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot.svg
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot_herm.pdf
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot_herm.png
 create mode 100644 results/figs/connectome_multilayer/accuracy_upsetplot_herm.svg
 create mode 100644 results/figs/connectome_padding/accuracy_by_seeds.pdf
 create mode 100644 results/figs/connectome_padding/accuracy_by_seeds.png
 create mode 100644 results/figs/connectome_padding/accuracy_by_seeds.svg
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies.pdf
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies.png
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies.svg
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies_3view.pdf
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies_3view.png
 create mode 100644 results/figs/connectome_padding/example_matched_morphologies_3view.svg
 create mode 100644 results/figs/connectome_padding/test_example_matched_morphologies.pdf
 create mode 100644 results/figs/connectome_padding/test_example_matched_morphologies.png
 create mode 100644 results/figs/connectome_padding/test_example_matched_morphologies.svg
 create mode 100644 results/figs/connectome_seeded/accuracy_by_seeds.pdf
 create mode 100644 results/figs/connectome_seeded/accuracy_by_seeds.png
 create mode 100644 results/figs/connectome_seeded/accuracy_by_seeds.svg
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies.pdf
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies.png
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies.svg
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_3view.pdf
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_3view.png
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_3view.svg
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_bad.pdf
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_bad.png
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_bad.svg
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_good.pdf
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_good.png
 create mode 100644 results/figs/connectome_seeded/example_matched_morphologies_good.svg
 create mode 100644 results/figs/connectome_sims/unmatchable_accuracy.pdf
 create mode 100644 results/figs/connectome_sims/unmatchable_accuracy.png
 create mode 100644 results/figs/connectome_sims/unmatchable_accuracy.svg
 create mode 100644 results/figs/simulations/edge_disagreements.pdf
 create mode 100644 results/figs/simulations/edge_disagreements.png
 create mode 100644 results/figs/simulations/edge_disagreements.svg
 create mode 100644 results/figs/simulations/phantom_alighment_demo.pdf
 create mode 100644 results/figs/simulations/phantom_alighment_demo.png
 create mode 100644 results/figs/simulations/phantom_alighment_demo.svg
 create mode 100644 results/figs/size_simulations/matching_accuracy_size.pdf
 create mode 100644 results/figs/size_simulations/matching_accuracy_size.png
 create mode 100644 results/figs/size_simulations/matching_accuracy_size.svg
 create mode 100644 results/outputs/connectome_multilayer/match_results.csv
 create mode 100644 results/outputs/connectome_seeded/match_probs.csv
 create mode 100644 results/outputs/connectome_seeded/matching_results.csv
 create mode 100644 results/outputs/connectome_seeded/seeded_stat_results
 create mode 100644 results/outputs/connectome_sims/match_results.csv
 create mode 100644 results/outputs/size_simulations/matching_results.csv

diff --git a/.gitignore b/.gitignore
index bd73f26..cc4a40e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -156,7 +156,7 @@ data/*
 !data/maggot
 data/maggot/pairs-2021-04-06.csv
 
-results
+# results
 # results/outputs/*
 # !results/outputs/connectomes
 # results/figs/size_simulations
diff --git a/poetry.lock b/poetry.lock
index 5b2edc8..97fc2aa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,15 +1,3 @@
-[[package]]
-name = "adjusttext"
-version = "0.7.3"
-description = "Iteratively adjust text position in matplotlib plots to minimize overlaps"
-category = "main"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-matplotlib = "*"
-numpy = "*"
-
 [[package]]
 name = "alabaster"
 version = "0.7.12"
@@ -31,8 +19,8 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16)"]
 
 [[package]]
@@ -70,8 +58,8 @@ python-versions = ">=3.6"
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
@@ -86,7 +74,7 @@ python-versions = ">=3.6"
 cffi = ">=1.0.1"
 
 [package.extras]
-dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
 [[package]]
@@ -112,10 +100,10 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six"]
 
 [[package]]
 name = "autograd"
@@ -158,9 +146,9 @@ python-versions = ">=3.6.0"
 
 [package.extras]
 all = ["typing-extensions (>=3.10.0.0)"]
-dev = ["coverage (>=5.5)", "sphinx", "pytest (>=4.0.0)", "tox (>=3.20.1)", "sphinx (>=4.1.0)", "mypy (>=0.800)", "typing-extensions", "numpy"]
+dev = ["coverage (>=5.5)", "mypy (>=0.800)", "numpy", "pytest (>=4.0.0)", "sphinx", "sphinx (>=4.1.0)", "tox (>=3.20.1)", "typing-extensions"]
 doc-rtd = ["sphinx (==4.1.0)", "sphinx-rtd-theme (==0.5.1)"]
-test-tox = ["sphinx", "pytest (>=4.0.0)", "mypy (>=0.800)", "typing-extensions", "numpy"]
+test-tox = ["mypy (>=0.800)", "numpy", "pytest (>=4.0.0)", "sphinx", "typing-extensions"]
 test-tox-coverage = ["coverage (>=5.5)"]
 
 [[package]]
@@ -214,7 +202,7 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "certifi"
@@ -280,10 +268,10 @@ pyct = ">=0.4.4"
 [package.extras]
 all = ["bokeh", "flake8", "holoviews", "keyring", "matplotlib", "nbsite (>=0.6.1)", "nbsmoke (>=0.2.6)", "numpy", "param (>=1.7.0)", "pyct (>=0.4.4)", "pytest (>=2.8.5)", "pytest-cov", "pytest-mpl", "rfc3986", "setuptools (>=30.3.0)", "sphinx-holoviz-theme", "twine", "wheel"]
 build = ["param (>=1.7.0)", "pyct (>=0.4.4)", "setuptools (>=30.3.0)", "wheel"]
-doc = ["numpy", "holoviews", "matplotlib", "bokeh", "nbsite (>=0.6.1)", "sphinx-holoviz-theme"]
-examples = ["numpy", "holoviews", "matplotlib", "bokeh"]
-tests = ["flake8", "nbsmoke (>=0.2.6)", "pytest (>=2.8.5)", "pytest-cov", "twine", "rfc3986", "keyring"]
-tests_extra = ["flake8", "nbsmoke (>=0.2.6)", "pytest (>=2.8.5)", "pytest-cov", "twine", "rfc3986", "keyring", "pytest-mpl"]
+doc = ["bokeh", "holoviews", "matplotlib", "nbsite (>=0.6.1)", "numpy", "sphinx-holoviz-theme"]
+examples = ["bokeh", "holoviews", "matplotlib", "numpy"]
+tests = ["flake8", "keyring", "nbsmoke (>=0.2.6)", "pytest (>=2.8.5)", "pytest-cov", "rfc3986", "twine"]
+tests_extra = ["flake8", "keyring", "nbsmoke (>=0.2.6)", "pytest (>=2.8.5)", "pytest-cov", "pytest-mpl", "rfc3986", "twine"]
 
 [[package]]
 name = "cycler"
@@ -350,7 +338,7 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "flake8"
@@ -374,9 +362,9 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -385,7 +373,7 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "freetype-py"
@@ -429,9 +417,9 @@ smart-open = ">=1.8.1"
 
 [package.extras]
 distributed = ["Pyro4 (>=4.27)"]
-docs = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib", "Pyro4 (>=4.27)", "visdom (>0.1.8.7)", "sphinx", "sphinx-gallery", "sphinxcontrib.programoutput", "sphinxcontrib-napoleon", "matplotlib", "memory-profiler", "annoy", "pyro4", "nltk", "statsmodels", "pandas"]
-test = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib", "visdom (>0.1.8.7)"]
-test-win = ["pytest", "pytest-cov", "mock", "cython", "testfixtures", "pyemd", "nmslib"]
+docs = ["Pyro4", "Pyro4 (>=4.27)", "annoy", "cython", "matplotlib", "memory-profiler", "mock", "nltk", "nmslib", "pandas", "pyemd", "pytest", "pytest-cov", "sphinx", "sphinx-gallery", "sphinxcontrib-napoleon", "sphinxcontrib.programoutput", "statsmodels", "testfixtures", "visdom (>=0.1.8,!=0.1.8.7)"]
+test = ["cython", "mock", "nmslib", "pyemd", "pytest", "pytest-cov", "testfixtures", "visdom (>=0.1.8,!=0.1.8.7)"]
+test-win = ["cython", "mock", "nmslib", "pyemd", "pytest", "pytest-cov", "testfixtures"]
 
 [[package]]
 name = "ghp-import"
@@ -445,33 +433,7 @@ python-versions = "*"
 python-dateutil = ">=2.8.1"
 
 [package.extras]
-dev = ["twine", "markdown", "flake8", "wheel"]
-
-[[package]]
-name = "giskard"
-version = "0.1.0"
-description = "A random collection of tools I find useful for data science."
-category = "main"
-optional = false
-python-versions = ">=3.7, <4"
-develop = true
-
-[package.dependencies]
-adjustText = "*"
-colorcet = "*"
-graspologic-native = "*"
-hyppo = ">=0.1.3"
-joblib = ">=0.17.0"
-matplotlib = ">=3.3.2"
-numpy = ">=1.8.1"
-scikit-learn = ">=0.19.1"
-scipy = ">=1.4.0"
-seaborn = ">=0.11.0"
-umap-learn = "*"
-
-[package.source]
-type = "directory"
-url = "../giskard"
+dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "gitdb"
@@ -497,12 +459,11 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "graspologic"
-version = "1.0.1"
+version = "2.0.0"
 description = "A set of python modules for graph statistics"
 category = "main"
 optional = false
 python-versions = "<3.10,>=3.7"
-develop = true
 
 [package.dependencies]
 anytree = ">=2.8.0"
@@ -521,11 +482,7 @@ seaborn = ">=0.11.0"
 umap-learn = ">=0.4.6"
 
 [package.extras]
-dev = ["black", "ipykernel (>=5.1.0)", "ipython (>=7.4.0)", "isort (>=5.9.3)", "mypy (>=0.910)", "nbsphinx (>=0.8.7)", "numpydoc (>=1.1.0)", "pandoc (>=1.1.0)", "pytest (>=6.2.5)", "pytest-cov (>=3.0.0)", "sphinx (>=4.2.0)", "sphinxcontrib-rawfiles (>=0.1.1)", "sphinx-rtd-theme (>=1.0.0)", "testfixtures (>=6.18.3)"]
-
-[package.source]
-type = "directory"
-url = "../graspologic"
+dev = ["black", "ipykernel (>=5.1.0)", "ipython (>=7.4.0)", "isort (>=5.9.3)", "mypy (>=0.910)", "nbsphinx (>=0.8.7)", "numpydoc (>=1.1.0)", "pandoc (>=1.1.0)", "pytest (>=6.2.5)", "pytest-cov (>=3.0.0)", "sphinx (>=4.2.0)", "sphinx-rtd-theme (>=1.0.0)", "sphinxcontrib-rawfiles (>=0.1.1)", "testfixtures (>=6.18.3)"]
 
 [[package]]
 name = "graspologic-native"
@@ -544,7 +501,7 @@ optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [package.extras]
-docs = ["sphinx"]
+docs = ["Sphinx"]
 
 [[package]]
 name = "h5py"
@@ -602,7 +559,7 @@ texttable = ">=1.6.2"
 [package.extras]
 doc = ["Sphinx (>=4.2.0)", "sphinxbootstrap4theme (>=0.6.0)"]
 plotting = ["cairocffi (>=1.2.0)"]
-test = ["networkx (>=2.5)", "pytest (>=7.0.1)", "numpy (>=1.19.0)", "pandas (>=1.1.0)", "scipy (>=1.5.0)"]
+test = ["networkx (>=2.5)", "numpy (>=1.19.0)", "pandas (>=1.1.0)", "pytest (>=7.0.1)", "scipy (>=1.5.0)"]
 test-musl = ["networkx (>=2.5)", "pytest (>=7.0.1)"]
 
 [[package]]
@@ -625,9 +582,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "ipykernel"
@@ -651,7 +608,7 @@ tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -672,11 +629,12 @@ pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = ">=2.4.0"
+setuptools = ">=18.5"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+all = ["Sphinx (>=1.3)", "black", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "testpath", "trio"]
 black = ["black"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
@@ -686,7 +644,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -713,7 +671,7 @@ traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
-test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+test = ["mock", "pytest (>=3.6.0)", "pytest-cov"]
 
 [[package]]
 name = "jedi"
@@ -763,11 +721,12 @@ python-versions = "*"
 [package.dependencies]
 attrs = ">=17.4.0"
 pyrsistent = ">=0.14.0"
+setuptools = "*"
 six = ">=1.11.0"
 
 [package.extras]
 format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
-format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
+format_nongpl = ["idna", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "webcolors"]
 
 [[package]]
 name = "jupyter"
@@ -816,8 +775,8 @@ sphinxcontrib-bibtex = ">=2.2.0,<=2.5.0"
 [package.extras]
 code_style = ["pre-commit (>=2.12,<3.0)"]
 pdfhtml = ["pyppeteer"]
-sphinx = ["altair", "bokeh", "folium", "ipywidgets", "jupytext", "matplotlib", "nbclient", "numpy", "pandas", "plotly", "sphinx-click", "sphinx-inline-tabs", "sphinxext-rediraffe (>=0.2.3,<0.3.0)", "sympy", "sphinx-proof"]
-testing = ["altair", "beautifulsoup4", "beautifulsoup4", "cookiecutter", "coverage", "jupytext", "matplotlib", "pyppeteer", "pytest (>=6.2.4)", "pytest-cov", "pytest-regressions", "pytest-timeout", "pytest-xdist", "sphinx-click", "sphinx-tabs", "texsoup"]
+sphinx = ["altair", "bokeh", "folium", "ipywidgets", "jupytext", "matplotlib", "nbclient", "numpy", "pandas", "plotly", "sphinx-click", "sphinx-proof", "sphinx_inline_tabs", "sphinxext-rediraffe (>=0.2.3,<0.3.0)", "sympy"]
+testing = ["altair", "beautifulsoup4", "beautifulsoup4", "cookiecutter", "coverage", "jupytext", "matplotlib", "pyppeteer", "pytest (>=6.2.4)", "pytest-cov", "pytest-regressions", "pytest-timeout", "pytest-xdist", "sphinx_click", "sphinx_tabs", "texsoup"]
 
 [[package]]
 name = "jupyter-cache"
@@ -835,10 +794,10 @@ nbformat = "*"
 sqlalchemy = ">=1.3.12,<1.5"
 
 [package.extras]
-cli = ["click", "click-completion", "click-log", "tabulate", "pyyaml"]
-code_style = ["flake8 (>=3.7.0,<3.8.0)", "black", "pre-commit (==1.17.0)"]
-rtd = ["myst-nb (>=0.7,<1.0)", "sphinx-copybutton", "pydata-sphinx-theme"]
-testing = ["ipykernel", "coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions", "matplotlib", "numpy", "sympy", "pandas", "nbformat (>=5.1)"]
+cli = ["click", "click-completion", "click-log", "pyyaml", "tabulate"]
+code_style = ["black", "flake8 (>=3.7.0,<3.8.0)", "pre-commit (==1.17.0)"]
+rtd = ["myst-nb (>=0.7,<1.0)", "pydata-sphinx-theme", "sphinx-copybutton"]
+testing = ["coverage", "ipykernel", "matplotlib", "nbformat (>=5.1)", "numpy", "pandas", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions", "sympy"]
 
 [[package]]
 name = "jupyter-client"
@@ -857,7 +816,7 @@ traitlets = "*"
 
 [package.extras]
 doc = ["sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["async-generator", "ipykernel", "ipython", "mock", "pytest-asyncio", "pytest-timeout", "pytest", "jedi (<0.18)"]
+test = ["async-generator", "ipykernel", "ipython", "jedi (<0.18)", "mock", "pytest", "pytest-asyncio", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-console"
@@ -919,7 +878,7 @@ traitlets = ">=5.1"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "ipykernel", "pre-commit", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "pytest (>=6.0)", "requests"]
+test = ["coverage", "ipykernel", "pre-commit", "pytest (>=6.0)", "pytest-console-scripts", "pytest-cov", "pytest-mock", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "jupyter-server-mathjax"
@@ -933,7 +892,7 @@ python-versions = ">=3.7"
 jupyter-server = ">=1.1"
 
 [package.extras]
-test = ["jupyter-server", "pytest"]
+test = ["jupyter-server[test]", "pytest"]
 
 [[package]]
 name = "jupyter-sphinx"
@@ -1017,8 +976,8 @@ uc-micro-py = "*"
 
 [package.extras]
 benchmark = ["pytest", "pytest-benchmark"]
-dev = ["pre-commit", "isort", "flake8", "black"]
-doc = ["sphinx", "sphinx-book-theme", "myst-parser"]
+dev = ["black", "flake8", "isort", "pre-commit"]
+doc = ["myst-parser", "sphinx", "sphinx-book-theme"]
 test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
@@ -1040,7 +999,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
-htmlsoup = ["beautifulsoup4"]
+htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=0.29.7)"]
 
 [[package]]
@@ -1059,7 +1018,7 @@ code_style = ["pre-commit (==2.6)"]
 compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.2.2,<3.3.0)", "mistletoe-ebp (>=0.10.0,<0.11.0)", "mistune (>=0.8.4,<0.9.0)", "panflute (>=1.12,<2.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
 plugins = ["mdit-py-plugins"]
-rtd = ["myst-nb (==0.13.0a1)", "pyyaml", "sphinx (>=2,<4)", "sphinx-copybutton", "sphinx-panels (>=0.4.0,<0.5.0)", "sphinx-book-theme"]
+rtd = ["myst-nb (==0.13.0a1)", "pyyaml", "sphinx (>=2,<4)", "sphinx-book-theme", "sphinx-copybutton", "sphinx-panels (>=0.4.0,<0.5.0)"]
 testing = ["coverage", "psutil", "pytest (>=3.6,<4)", "pytest-benchmark (>=3.2,<4.0)", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -1157,7 +1116,7 @@ numpy = ">=1.13.3"
 scipy = ">=1.3.3"
 
 [package.extras]
-dev = ["coverage (>=5.0)", "pytest (>=5.4)", "pytest-cov (>=2.8.1)", "tox", "sphinx (<2)", "sphinx-rtd-theme"]
+dev = ["coverage (>=5.0)", "pytest (>=5.4)", "pytest-cov (>=2.8.1)", "sphinx (<2)", "sphinx-rtd-theme", "tox"]
 docs = ["sphinx (<2)", "sphinx-rtd-theme"]
 tests = ["coverage (>=5.0)", "pytest (>=5.4)", "pytest-cov (>=2.8.1)", "tox"]
 
@@ -1215,7 +1174,7 @@ sphinx = ">=3.1,<5"
 [package.extras]
 code_style = ["pre-commit (>=2.12,<3.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
-rtd = ["ipython", "sphinx-book-theme (>=0.1.0,<0.2.0)", "sphinx-panels (>=0.5.2,<0.6.0)", "sphinxcontrib-bibtex (>=2.1,<3.0)", "sphinxext-rediraffe (>=0.2,<1.0)", "sphinxcontrib.mermaid (>=0.6.3,<0.7.0)", "sphinxext-opengraph (>=0.4.2,<0.5.0)"]
+rtd = ["ipython", "sphinx-book-theme (>=0.1.0,<0.2.0)", "sphinx-panels (>=0.5.2,<0.6.0)", "sphinxcontrib-bibtex (>=2.1,<3.0)", "sphinxcontrib.mermaid (>=0.6.3,<0.7.0)", "sphinxext-opengraph (>=0.4.2,<0.5.0)", "sphinxext-rediraffe (>=0.2,<1.0)"]
 testing = ["beautifulsoup4", "coverage", "docutils (>=0.17.0,<0.18.0)", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -1244,6 +1203,7 @@ rdata = ">=0.5"
 requests = ">=2.20"
 scipy = ">=1.5"
 seaborn = ">=0.10"
+setuptools = ">=50.6"
 six = ">=1.11"
 skeletor = ">=1.0.0"
 tqdm = ">=4.45"
@@ -1252,10 +1212,10 @@ typing-extensions = ">=3.7.4"
 vispy = ">=0.6.4"
 
 [package.extras]
-all = ["python-igraph", "pathos (>=0.2.7)", "Shapely (>=1.6.0)", "pykdtree", "xxhash", "flybrains", "cloud-volume (>=5.2.0)", "vispy", "open3d", "pyfqmr"]
-all-dev = ["python-igraph", "pathos (>=0.2.7)", "Shapely (>=1.6.0)", "pykdtree", "xxhash", "flybrains", "cloud-volume (>=5.2.0)", "vispy", "open3d", "pyfqmr", "jupyter", "neuprint-python", "flake8", "wheel", "mypy", "pytest", "pytest-env", "pytest-xvfb", "gitpython"]
+all = ["Shapely (>=1.6.0)", "cloud-volume (>=5.2.0)", "flybrains", "open3d", "pathos (>=0.2.7)", "pyfqmr", "pykdtree", "python-igraph", "vispy[pyside6]", "xxhash"]
+all-dev = ["Shapely (>=1.6.0)", "cloud-volume (>=5.2.0)", "flake8", "flybrains", "gitpython", "jupyter", "mypy", "neuprint-python", "open3d", "pathos (>=0.2.7)", "pyfqmr", "pykdtree", "pytest", "pytest-env", "pytest-xvfb", "python-igraph", "vispy[pyside6]", "wheel", "xxhash"]
 cloudvolume = ["cloud-volume (>=5.2.0)"]
-dev = ["flake8", "wheel", "mypy", "pytest", "pytest-env", "pytest-xvfb", "gitpython"]
+dev = ["flake8", "gitpython", "mypy", "pytest", "pytest-env", "pytest-xvfb", "wheel"]
 flybrains = ["flybrains"]
 hash = ["xxhash"]
 igraph = ["python-igraph"]
@@ -1264,18 +1224,18 @@ meshes = ["open3d", "pyfqmr"]
 pathos = ["pathos (>=0.2.7)"]
 r = ["rpy2"]
 shapely = ["Shapely (>=1.6.0)"]
-test-notebook = ["jupyter", "neuprint-python", "Shapely (>=1.6.0)"]
-vispy-default = ["vispy"]
-vispy-glfw = ["vispy"]
-vispy-pyglet = ["vispy"]
-vispy-pyqt5 = ["vispy"]
-vispy-pyqt6 = ["vispy"]
-vispy-pyside = ["vispy"]
-vispy-pyside2 = ["vispy"]
-vispy-pyside6 = ["vispy"]
-vispy-sdl2 = ["vispy"]
-vispy-tk = ["vispy"]
-vispy-wx = ["vispy"]
+test-notebook = ["Shapely (>=1.6.0)", "jupyter", "neuprint-python"]
+vispy-default = ["vispy[pyside6]"]
+vispy-glfw = ["vispy[glfw]"]
+vispy-pyglet = ["vispy[pyglet]"]
+vispy-pyqt5 = ["vispy[pyqt5]"]
+vispy-pyqt6 = ["vispy[pyqt6]"]
+vispy-pyside = ["vispy[pyside]"]
+vispy-pyside2 = ["vispy[pyside2]"]
+vispy-pyside6 = ["vispy[pyside6]"]
+vispy-sdl2 = ["vispy[sdl2]"]
+vispy-tk = ["vispy[tk]"]
+vispy-wx = ["vispy[wx]"]
 
 [[package]]
 name = "nbclient"
@@ -1292,8 +1252,8 @@ nest-asyncio = "*"
 traitlets = ">=5.0.0"
 
 [package.extras]
-sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
-test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
+sphinx = ["Sphinx (>=1.7)", "mock", "moto", "myst-parser", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "wheel (>=0.31.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
@@ -1322,10 +1282,10 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (>=1.5.1)", "sphinx-rtd-theme"]
 serve = ["tornado (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
@@ -1348,8 +1308,8 @@ requests = "*"
 tornado = "*"
 
 [package.extras]
-docs = ["sphinx", "recommonmark", "sphinx-rtd-theme"]
-test = ["pytest (>=3.6)", "pytest-cov", "pytest-timeout", "pytest-tornado", "jupyter-server", "jsonschema", "mock", "notebook", "requests", "tabulate"]
+docs = ["recommonmark", "sphinx", "sphinx-rtd-theme"]
+test = ["jsonschema", "jupyter-server[test]", "mock", "notebook", "pytest (>=3.6)", "pytest-cov", "pytest-timeout", "pytest-tornado", "requests", "tabulate"]
 
 [[package]]
 name = "nbformat"
@@ -1366,7 +1326,7 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["check-manifest", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "ncollpyde"
@@ -1399,11 +1359,11 @@ optional = false
 python-versions = ">=3.8"
 
 [package.extras]
-default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.19)", "mypy (>=0.960)"]
-doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
-extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
-test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
+default = ["matplotlib (>=3.4)", "numpy (>=1.19)", "pandas (>=1.3)", "scipy (>=1.8)"]
+developer = ["mypy (>=0.960)", "pre-commit (>=2.19)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.4)", "pillow (>=9.1)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)", "sphinx-gallery (>=0.10)", "texext (>=0.6.6)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "sympy (>=1.10)"]
+test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
 
 [[package]]
 name = "notebook"
@@ -1431,9 +1391,9 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium", "testpath"]
 
 [[package]]
 name = "numba"
@@ -1446,6 +1406,7 @@ python-versions = ">=3.6,<3.10"
 [package.dependencies]
 llvmlite = ">=0.36.0rc1,<0.37"
 numpy = ">=1.15"
+setuptools = "*"
 
 [[package]]
 name = "numpy"
@@ -1503,9 +1464,9 @@ optional = false
 python-versions = ">=2.7"
 
 [package.extras]
-all = ["aiohttp", "flake8", "graphviz", "jinja2 (<3.1)", "myst-parser", "myst-nb (==0.12.2)", "nbconvert", "nbsite (>=0.7.1)", "pandas", "panel", "pydata-sphinx-theme (<0.9.0)", "pygraphviz", "pytest", "pytest-cov", "sphinx-copybutton"]
-doc = ["pygraphviz", "nbsite (>=0.7.1)", "pydata-sphinx-theme (<0.9.0)", "jinja2 (<3.1)", "myst-parser", "nbconvert", "graphviz", "myst-nb (==0.12.2)", "sphinx-copybutton", "aiohttp", "panel", "pandas"]
-tests = ["pytest", "pytest-cov", "flake8"]
+all = ["aiohttp", "flake8", "graphviz", "jinja2 (<3.1)", "myst-nb (==0.12.2)", "myst-parser", "nbconvert", "nbsite (>=0.7.1)", "pandas", "panel", "pydata-sphinx-theme (<0.9.0)", "pygraphviz", "pytest", "pytest-cov", "sphinx-copybutton"]
+doc = ["aiohttp", "graphviz", "jinja2 (<3.1)", "myst-nb (==0.12.2)", "myst-parser", "nbconvert", "nbsite (>=0.7.1)", "pandas", "panel", "pydata-sphinx-theme (<0.9.0)", "pygraphviz", "sphinx-copybutton"]
+tests = ["flake8", "pytest", "pytest-cov"]
 
 [[package]]
 name = "parso"
@@ -1568,7 +1529,7 @@ python-versions = ">=3.8"
 
 [package.extras]
 numpy = ["numpy (>=1.19.5)"]
-test = ["pytest", "pytest-mpl", "pytest-cov", "pytest-subtests"]
+test = ["pytest", "pytest-cov", "pytest-mpl", "pytest-subtests"]
 uncertainties = ["uncertainties (>=3.1.6)"]
 
 [[package]]
@@ -1605,8 +1566,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "plotly"
@@ -1662,7 +1623,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [package.extras]
-test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -1747,7 +1708,7 @@ python-versions = ">=2.7"
 param = ">=1.7.0"
 
 [package.extras]
-build = ["setuptools", "param (>=1.7.0)"]
+build = ["param (>=1.7.0)", "setuptools"]
 cmd = ["pyyaml", "requests"]
 doc = ["nbsite", "sphinx-ioam-theme"]
 tests = ["flake8", "pytest"]
@@ -1766,8 +1727,8 @@ docutils = "!=0.17.0"
 sphinx = "*"
 
 [package.extras]
-coverage = ["pytest-cov", "codecov", "sphinx", "numpydoc", "recommonmark", "pandas", "pytest", "pytest-regressions", "beautifulsoup4", "sphinx-sitemap", "jupyter-sphinx", "plotly", "numpy", "xarray", "docutils (==0.16)"]
-test = ["sphinx", "numpydoc", "recommonmark", "pandas", "pytest", "pytest-regressions", "beautifulsoup4", "sphinx-sitemap", "jupyter-sphinx", "plotly", "numpy", "xarray", "docutils (==0.16)"]
+coverage = ["beautifulsoup4", "codecov", "docutils (==0.16)", "jupyter-sphinx", "numpy", "numpydoc", "pandas", "plotly", "pytest", "pytest-cov", "pytest-regressions", "recommonmark", "sphinx", "sphinx-sitemap", "xarray"]
+test = ["beautifulsoup4", "docutils (==0.16)", "jupyter-sphinx", "numpy", "numpydoc", "pandas", "plotly", "pytest", "pytest-regressions", "recommonmark", "sphinx", "sphinx-sitemap", "xarray"]
 
 [[package]]
 name = "pyflakes"
@@ -1820,7 +1781,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypng"
@@ -1855,6 +1816,7 @@ psutil = ">=5.4.3"
 requests = ">=2.21.0"
 requests-futures = ">=0.9.9"
 scipy = ">=1.3.0"
+setuptools = ">=41.0.1"
 six = ">=1.11.0"
 tqdm = ">=4.50.0"
 
@@ -2037,10 +1999,10 @@ scipy = ">=1.3.2"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-tests = ["numpydoc (>=1.2.0)", "pyamg (>=4.0.0)", "mypy (>=0.961)", "black (>=22.3.0)", "flake8 (>=3.8.2)", "pytest-cov (>=2.9.0)", "pytest (>=5.0.1)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-examples = ["seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-docs = ["sphinxext-opengraph (>=0.4.2)", "sphinx-prompt (>=1.3.0)", "Pillow (>=7.1.2)", "numpydoc (>=1.2.0)", "sphinx-gallery (>=0.7.0)", "sphinx (>=4.0.1)", "memory-profiler (>=0.57.0)", "seaborn (>=0.9.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "matplotlib (>=3.1.2)"]
-benchmark = ["memory-profiler (>=0.57.0)", "pandas (>=1.0.5)", "matplotlib (>=3.1.2)"]
+benchmark = ["matplotlib (>=3.1.2)", "memory-profiler (>=0.57.0)", "pandas (>=1.0.5)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.1.2)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)"]
+tests = ["black (>=22.3.0)", "flake8 (>=3.8.2)", "matplotlib (>=3.1.2)", "mypy (>=0.961)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "pyamg (>=4.0.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "scikit-image (>=0.16.2)"]
 
 [[package]]
 name = "scipy"
@@ -2076,10 +2038,23 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "setuptools"
+version = "65.5.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "setuptools-scm"
 version = "7.0.5"
@@ -2090,6 +2065,7 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
+setuptools = "*"
 tomli = ">=1.0.0"
 typing-extensions = "*"
 
@@ -2106,7 +2082,7 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "numpy"]
+all = ["numpy", "pytest", "pytest-cov"]
 test = ["pytest", "pytest-cov"]
 vectorized = ["numpy"]
 
@@ -2146,12 +2122,12 @@ optional = false
 python-versions = ">=3.6,<4.0"
 
 [package.extras]
-all = ["boto3", "google-cloud-storage (>=1.31.0)", "azure-storage-blob", "azure-common", "azure-core", "requests"]
-azure = ["azure-storage-blob", "azure-common", "azure-core"]
+all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=1.31.0)", "requests"]
+azure = ["azure-common", "azure-core", "azure-storage-blob"]
 gcs = ["google-cloud-storage (>=1.31.0)"]
 http = ["requests"]
 s3 = ["boto3"]
-test = ["boto3", "google-cloud-storage (>=1.31.0)", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto", "pathlib2", "responses", "paramiko", "pytest", "pytest-rerunfailures"]
+test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=1.31.0)", "moto[server]", "paramiko", "pathlib2", "pytest", "pytest-rerunfailures", "requests", "responses"]
 webhdfs = ["requests"]
 
 [[package]]
@@ -2215,8 +2191,8 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
-test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "types-requests", "types-typed-ast"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinx-book-theme"
@@ -2236,7 +2212,7 @@ sphinx = ">=3,<5"
 [package.extras]
 code_style = ["pre-commit (>=2.7.0,<2.8.0)"]
 live-dev = ["sphinx-autobuild", "web-compile (>=0.2.1,<0.3.0)"]
-sphinx = ["ablog (>=0.10.13,<0.11.0)", "ipywidgets", "folium", "numpy", "matplotlib", "myst-nb (>=0.13,<1.0)", "nbclient", "pandas", "plotly", "sphinx (>=4.0,<5.0)", "sphinx-design", "sphinx-copybutton", "sphinx-togglebutton (>=0.2.1)", "sphinx-thebe", "sphinxcontrib-bibtex (>=2.2,<3.0)", "sphinxext-opengraph"]
+sphinx = ["ablog (>=0.10.13,<0.11.0)", "folium", "ipywidgets", "matplotlib", "myst-nb (>=0.13,<1.0)", "nbclient", "numpy", "pandas", "plotly", "sphinx (>=4.0,<5.0)", "sphinx-copybutton", "sphinx-design", "sphinx-thebe", "sphinx-togglebutton (>=0.2.1)", "sphinxcontrib-bibtex (>=2.2,<3.0)", "sphinxext-opengraph"]
 testing = ["coverage", "myst-nb (>=0.13,<1.0)", "pytest (>=6.0.1,<6.1.0)", "pytest-cov", "pytest-regressions (>=2.0.1,<2.1.0)", "sphinx-thebe"]
 
 [[package]]
@@ -2251,8 +2227,8 @@ python-versions = "*"
 sphinx = ">=1.8"
 
 [package.extras]
-code_style = ["flake8 (>=3.7.0,<3.8.0)", "black", "pre-commit (==1.17.0)"]
-sphinx = ["sphinx (>=2)", "sphinx-book-theme", "myst-parser"]
+code_style = ["black", "flake8 (>=3.7.0,<3.8.0)", "pre-commit (==1.17.0)"]
+sphinx = ["myst-parser", "sphinx (>=2)", "sphinx-book-theme"]
 testing = ["beautifulsoup4", "myst-parser", "pytest", "pytest-regressions", "sphinx (>=2)", "sphinx-book-theme"]
 
 [[package]]
@@ -2268,7 +2244,7 @@ sphinx = ">=1.8"
 
 [package.extras]
 code_style = ["pre-commit (==2.12.1)"]
-rtd = ["sphinx", "ipython", "myst-nb", "sphinx-book-theme"]
+rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme"]
 
 [[package]]
 name = "sphinx-external-toc"
@@ -2318,9 +2294,9 @@ python-versions = "*"
 sphinx = ">=3"
 
 [package.extras]
-code_style = ["flake8 (>=3.7.0,<3.8.0)", "black", "pre-commit (==1.17.0)"]
-rtd = ["sphinx (>=3.0)", "sphinx-book-theme", "myst-parser"]
-testing = ["pytest (>=5.4,<6.0)", "pytest-cov (>=2.8,<3.0)", "coverage (<5.0)", "pytest-regressions", "jupyter-book"]
+code_style = ["black", "flake8 (>=3.7.0,<3.8.0)", "pre-commit (==1.17.0)"]
+rtd = ["myst-parser", "sphinx (>=3.0)", "sphinx-book-theme"]
+testing = ["coverage (<5.0)", "jupyter-book", "pytest (>=5.4,<6.0)", "pytest-cov (>=2.8,<3.0)", "pytest-regressions"]
 
 [[package]]
 name = "sphinx-panels"
@@ -2338,7 +2314,7 @@ sphinx = ">=2,<5"
 code_style = ["pre-commit (>=2.7.0,<2.8.0)"]
 live-dev = ["sphinx-autobuild", "web-compile (>=0.2.0,<0.3.0)"]
 testing = ["pytest (>=6.0.1,<6.1.0)", "pytest-regressions (>=2.0.1,<2.1.0)"]
-themes = ["sphinx-rtd-theme", "pydata-sphinx-theme (>=0.4.0,<0.5.0)", "sphinx-book-theme (>=0.0.36,<0.1.0)", "myst-parser (>=0.12.9,<0.13.0)"]
+themes = ["myst-parser (>=0.12.9,<0.13.0)", "pydata-sphinx-theme (>=0.4.0,<0.5.0)", "sphinx-book-theme (>=0.0.36,<0.1.0)", "sphinx-rtd-theme"]
 
 [[package]]
 name = "sphinx-thebe"
@@ -2353,7 +2329,7 @@ sphinx = ">=3.5,<5"
 
 [package.extras]
 sphinx = ["matplotlib", "myst-nb", "sphinx-book-theme", "sphinx-copybutton", "sphinx-panels"]
-testing = ["matplotlib", "pytest", "pytest-regressions", "beautifulsoup4"]
+testing = ["beautifulsoup4", "matplotlib", "pytest", "pytest-regressions"]
 
 [[package]]
 name = "sphinx-togglebutton"
@@ -2365,10 +2341,12 @@ python-versions = "*"
 
 [package.dependencies]
 docutils = "*"
+setuptools = "*"
 sphinx = "*"
+wheel = "*"
 
 [package.extras]
-sphinx = ["matplotlib", "numpy", "myst-nb", "sphinx-book-theme", "sphinx-design", "sphinx-examples"]
+sphinx = ["matplotlib", "myst-nb", "numpy", "sphinx-book-theme", "sphinx-design", "sphinx-examples"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
@@ -2379,7 +2357,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2405,7 +2383,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2417,8 +2395,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -2429,7 +2407,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
@@ -2440,7 +2418,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2452,7 +2430,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -2467,25 +2445,25 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 
 [package.extras]
-aiomysql = ["greenlet (!=0.4.17)", "aiomysql"]
-aiosqlite = ["typing_extensions (!=3.10.0.1)", "greenlet (!=0.4.17)", "aiosqlite"]
+aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["greenlet (!=0.4.17)", "asyncmy (>=0.2.3,!=0.2.4)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
 mariadb_connector = ["mariadb (>=1.0.1)"]
 mssql = ["pyodbc"]
 mssql_pymssql = ["pymssql"]
 mssql_pyodbc = ["pyodbc"]
-mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
+mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
+mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
 mysql_connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
+oracle = ["cx_oracle (>=7)", "cx_oracle (>=7,<8)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql_asyncpg = ["greenlet (!=0.4.17)", "asyncpg"]
+postgresql_asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
 postgresql_pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
 postgresql_psycopg2binary = ["psycopg2-binary"]
 postgresql_psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql (<1)", "pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+pymysql = ["pymysql", "pymysql (<1)"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "stack-data"
@@ -2501,7 +2479,7 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "svgutils"
@@ -2539,7 +2517,7 @@ pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
 tornado = ">=6.1.0"
 
 [package.extras]
-test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"]
+test = ["pre-commit", "pytest (>=6.0)", "pytest-timeout"]
 
 [[package]]
 name = "texttable"
@@ -2569,8 +2547,8 @@ python-versions = ">=3.6"
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
 
 [[package]]
 name = "toml"
@@ -2636,9 +2614,9 @@ python-versions = "*"
 numpy = "*"
 
 [package.extras]
-all = ["chardet", "shapely", "lxml", "pyglet", "xatlas", "glooey", "sympy", "scikit-image", "mapbox-earcut", "svg.path", "python-fcl", "meshio", "msgpack", "pycollada", "setuptools", "jsonschema", "psutil", "networkx", "pillow", "triangle", "rtree", "requests", "colorlog", "scipy", "xxhash"]
-easy = ["setuptools", "pycollada", "shapely", "chardet", "lxml", "jsonschema", "pyglet", "sympy", "svg.path", "networkx", "pillow", "rtree", "requests", "msgpack", "colorlog", "scipy", "xxhash"]
-test = ["pyinstrument", "pytest-cov", "pytest", "ezdxf", "coveralls"]
+all = ["chardet", "colorlog", "glooey", "jsonschema", "lxml", "mapbox-earcut", "meshio", "msgpack", "networkx", "pillow", "psutil", "pycollada", "pyglet", "python-fcl", "requests", "rtree", "scikit-image", "scipy", "setuptools", "shapely", "svg.path", "sympy", "triangle", "xatlas", "xxhash"]
+easy = ["chardet", "colorlog", "jsonschema", "lxml", "msgpack", "networkx", "pillow", "pycollada", "pyglet", "requests", "rtree", "scipy", "setuptools", "shapely", "svg.path", "sympy", "xxhash"]
+test = ["coveralls", "ezdxf", "pyinstrument", "pytest", "pytest-cov"]
 
 [[package]]
 name = "typing-extensions"
@@ -2677,7 +2655,7 @@ tqdm = "*"
 
 [package.extras]
 parametric_umap = ["tensorflow (>=2.1)", "tensorflow-probability (>=0.10)"]
-plot = ["pandas", "matplotlib", "datashader", "bokeh", "holoviews", "colorcet", "seaborn", "scikit-image"]
+plot = ["bokeh", "colorcet", "datashader", "holoviews", "matplotlib", "pandas", "scikit-image", "seaborn"]
 
 [[package]]
 name = "urllib3"
@@ -2688,8 +2666,8 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
@@ -2707,18 +2685,18 @@ kiwisolver = "*"
 numpy = "*"
 
 [package.extras]
-doc = ["pydata-sphinx-theme", "numpydoc", "sphinxcontrib-apidoc", "sphinx-gallery"]
-io = ["meshio", "pillow"]
+doc = ["numpydoc", "pydata-sphinx-theme", "sphinx-gallery", "sphinxcontrib-apidoc"]
+io = ["Pillow", "meshio"]
 ipython-static = ["ipython"]
 pyglet = ["pyglet (>=1.2)"]
 pyqt5 = ["pyqt5"]
 pyqt6 = ["pyqt6"]
-pyside = ["pyside"]
-pyside2 = ["pyside2"]
-pyside6 = ["pyside6"]
-sdl2 = ["pysdl2"]
+pyside = ["PySide"]
+pyside2 = ["PySide2"]
+pyside6 = ["PySide6"]
+sdl2 = ["PySDL2"]
 tk = ["pyopengltk"]
-wx = ["wxpython"]
+wx = ["wxPython"]
 
 [[package]]
 name = "wcwidth"
@@ -2749,6 +2727,17 @@ docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "wheel"
+version = "0.37.1"
+description = "A built-package format for Python"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
+[package.extras]
+test = ["pytest (>=3.0.0)", "pytest-cov"]
+
 [[package]]
 name = "widgetsnbextension"
 version = "3.6.1"
@@ -2774,12 +2763,12 @@ packaging = ">=20.0"
 pandas = ">=1.2"
 
 [package.extras]
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-complete = ["netcdf4", "h5netcdf", "scipy", "pydap", "zarr", "fsspec", "cftime", "rasterio", "cfgrib", "pooch", "bottleneck", "numbagg", "flox", "dask", "matplotlib", "seaborn", "nc-time-axis"]
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-parallel = ["dask"]
-viz = ["matplotlib", "seaborn", "nc-time-axis"]
+accel = ["bottleneck", "flox", "numbagg", "scipy"]
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+docs = ["bottleneck", "cfgrib", "cftime", "dask[complete]", "flox", "fsspec", "h5netcdf", "ipykernel", "ipython", "jupyter-client", "matplotlib", "nbsphinx", "nc-time-axis", "netCDF4", "numbagg", "pooch", "pydap", "rasterio", "scanpydoc", "scipy", "seaborn", "sphinx-autosummary-accessors", "sphinx-rtd-theme", "zarr"]
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+parallel = ["dask[complete]"]
+viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "zipp"
@@ -2790,18 +2779,15 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
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+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
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 python-versions = "3.9.*"
-content-hash = "9cc104269ad40d13f77543cf90f8ed522b2958ddd21f6296ec03d39708b3c1ad"
+content-hash = "8cb90944f28bdaefc8f4f9c10f1e935d0e3db5246820723c5a6deffb5317c31b"
 
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@@ -3981,7 +4421,19 @@ tomli = [
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+    {file = "tornado-6.2-cp37-abi3-win_amd64.whl", hash = "sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b"},
+    {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
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@@ -3990,8 +4442,14 @@ traitlets = [
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 ]
-trimesh = []
-typing-extensions = []
+trimesh = [
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+]
 uc-micro-py = [
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@@ -3999,8 +4457,29 @@ uc-micro-py = [
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 ]
-urllib3 = []
-vispy = []
+urllib3 = [
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+    {file = "urllib3-1.26.11.tar.gz", hash = "sha256:ea6e8fb210b19d950fab93b60c9009226c63a28808bc8386e05301e25883ac0a"},
+]
+vispy = [
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+    {file = "vispy-0.11.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7f689ad3a46fd1b525cd9c2eb2a1adde3365dfa209b05d3e7b8b9fbdebd318ba"},
+    {file = "vispy-0.11.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eeedaae093b8637a50c3e583dd2c103fa5db895da401e8142c5b2a0e7c80188a"},
+    {file = "vispy-0.11.0-cp310-cp310-win_amd64.whl", hash = "sha256:6d161c126b7f876428c06b91f3872d8b98b5908649b2d7fd94f09d13bcc6927b"},
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+    {file = "vispy-0.11.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:066958854e10096514d6d68b75aea782c21029b4f4608b5c8c3d50e67244f688"},
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+    {file = "vispy-0.11.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:53d2b25c798989b4315457e7d330f2f8245310d09375cda4e76b5856461fa30c"},
+    {file = "vispy-0.11.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f80f33991abc80bab370084a94bdef3ed1769aac1a8fa1eab1bda8705313c379"},
+    {file = "vispy-0.11.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b7515b7b3536f3950aa8f3ff0af2568aa4bb31531d468821fb8c6f0e428f5f4"},
+    {file = "vispy-0.11.0-cp39-cp39-win_amd64.whl", hash = "sha256:88b3de98f8b49934f49f671742903b8c253d76f092e87f3fc6d7bacc365b1502"},
+    {file = "vispy-0.11.0.tar.gz", hash = "sha256:ce2d256a531d405f295933c74996912fbf43f655216db5fc6a8ff3a78747841a"},
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 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
@@ -4013,9 +4492,19 @@ websocket-client = [
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     {file = "websocket_client-1.3.3-py3-none-any.whl", hash = "sha256:5d55652dc1d0b3c734f044337d929aaf83f4f9138816ec680c1aefefb4dc4877"},
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+wheel = [
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+    {file = "wheel-0.37.1.tar.gz", hash = "sha256:e9a504e793efbca1b8e0e9cb979a249cf4a0a7b5b8c9e8b65a5e39d49529c1c4"},
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 widgetsnbextension = [
     {file = "widgetsnbextension-3.6.1-py2.py3-none-any.whl", hash = "sha256:954e0faefdd414e4e013f17dbc7fd86f24cf1d243a3ac85d5f0fc2c2d2b50c66"},
     {file = "widgetsnbextension-3.6.1.tar.gz", hash = "sha256:9c84ae64c2893c7cbe2eaafc7505221a795c27d68938454034ac487319a75b10"},
 ]
-xarray = []
-zipp = []
+xarray = [
+    {file = "xarray-2022.6.0-py3-none-any.whl", hash = "sha256:c052208afc3f261984049f28b962d64eb6741a7967898315642f5da85448b6b0"},
+    {file = "xarray-2022.6.0.tar.gz", hash = "sha256:1028d198493f66bb15bd35dcfdd11defd831cbee3af6589fff16f41bddd67e84"},
+]
+zipp = [
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+    {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
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diff --git a/pyproject.toml b/pyproject.toml
index 5c94716..815571a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,8 +7,7 @@ authors = ["Benjamin D. Pedigo <bpedigo@jhu.edu>"]
 [tool.poetry.dependencies]
 python = "3.9.*"
 pkg = {path = "pkg", develop = true}
-giskard = {path="../giskard", develop=true}
-graspologic = {path="../graspologic", develop=true}
+graspologic = "^2.0.0"
 jupyter-client = "6.1.12" # https://github.com/jupyter/jupyter_client/issues/637
 svgutils = "^0.3.4"
 python-catmaid = "^2.1.1"
diff --git a/results/figs/connectome_multilayer/accuracy_upsetplot.pdf b/results/figs/connectome_multilayer/accuracy_upsetplot.pdf
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diff --git a/results/figs/connectome_multilayer/accuracy_upsetplot_herm.pdf b/results/figs/connectome_multilayer/accuracy_upsetplot_herm.pdf
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diff --git a/results/figs/connectome_padding/example_matched_morphologies.pdf b/results/figs/connectome_padding/example_matched_morphologies.pdf
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diff --git a/results/figs/connectome_padding/example_matched_morphologies_3view.pdf b/results/figs/connectome_padding/example_matched_morphologies_3view.pdf
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diff --git a/results/figs/connectome_padding/test_example_matched_morphologies.pdf b/results/figs/connectome_padding/test_example_matched_morphologies.pdf
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diff --git a/results/figs/connectome_seeded/accuracy_by_seeds.pdf b/results/figs/connectome_seeded/accuracy_by_seeds.pdf
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diff --git a/results/figs/connectome_seeded/example_matched_morphologies_3view.pdf b/results/figs/connectome_seeded/example_matched_morphologies_3view.pdf
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diff --git a/results/figs/connectome_seeded/example_matched_morphologies_good.pdf b/results/figs/connectome_seeded/example_matched_morphologies_good.pdf
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diff --git a/results/figs/connectome_sims/unmatchable_accuracy.pdf b/results/figs/connectome_sims/unmatchable_accuracy.pdf
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+      <!-- 0.45 -->
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+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" x="55.615234"/>
+       <use xlink:href="#ArialMT-34" x="83.398438"/>
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+      <!-- 0.60 -->
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+       <use xlink:href="#ArialMT-30" x="139.013672"/>
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+      <!-- 0.75 -->
+      <g transform="translate(243.990621 101.60224)scale(0.165 -0.165)">
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+       <use xlink:href="#ArialMT-30"/>
+       <use xlink:href="#ArialMT-2e" x="55.615234"/>
+       <use xlink:href="#ArialMT-37" x="83.398438"/>
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+     <use xlink:href="#ArialMT-75" x="392.837891"/>
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+      <!-- 0.16 -->
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+       <use xlink:href="#ArialMT-30"/>
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+      <!-- 0.24 -->
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+       <use xlink:href="#ArialMT-30"/>
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diff --git a/results/figs/simulations/phantom_alighment_demo.pdf b/results/figs/simulations/phantom_alighment_demo.pdf
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diff --git a/results/figs/size_simulations/matching_accuracy_size.pdf b/results/figs/size_simulations/matching_accuracy_size.pdf
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diff --git a/results/outputs/connectome_multilayer/match_results.csv b/results/outputs/connectome_multilayer/match_results.csv
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diff --git a/results/outputs/connectome_seeded/match_probs.csv b/results/outputs/connectome_seeded/match_probs.csv
new file mode 100644
index 0000000..788fc65
--- /dev/null
+++ b/results/outputs/connectome_seeded/match_probs.csv
@@ -0,0 +1,943 @@
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new file mode 100644
index 0000000..c382f5a
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diff --git a/results/outputs/connectome_seeded/seeded_stat_results b/results/outputs/connectome_seeded/seeded_stat_results
new file mode 100644
index 0000000..09169f1
--- /dev/null
+++ b/results/outputs/connectome_seeded/seeded_stat_results
@@ -0,0 +1,6 @@
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diff --git a/results/outputs/connectome_sims/match_results.csv b/results/outputs/connectome_sims/match_results.csv
new file mode 100644
index 0000000..1a1d489
--- /dev/null
+++ b/results/outputs/connectome_sims/match_results.csv
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diff --git a/results/outputs/size_simulations/matching_results.csv b/results/outputs/size_simulations/matching_results.csv
new file mode 100644
index 0000000..6b5b428
--- /dev/null
+++ b/results/outputs/size_simulations/matching_results.csv
@@ -0,0 +1,17755 @@
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+3740,0.8,0.2,1.0,45,GM,23
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+3745,0.8,0.2,1.0,47,BGM,23
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+3747,0.8,0.2,1.0,48,BGM,23
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+3749,0.8,0.2,1.0,49,BGM,23
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+3753,0.8,0.2,1.0,51,BGM,23
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+3757,0.8,0.2,1.0,53,BGM,23
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+3759,0.8,0.2,1.0,54,BGM,23
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+3764,0.8,0.2,1.0,57,GM,23
+3765,0.8,0.2,1.0,57,BGM,23
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+3777,0.8,0.2,1.0,63,BGM,23
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+3779,0.8,0.2,1.0,64,BGM,23
+3780,0.8,0.2,1.0,65,GM,23
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+3785,0.8,0.2,1.0,67,BGM,23
+3786,0.8,0.2,1.0,68,GM,23
+3787,0.8,0.2,1.0,68,BGM,23
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+3791,0.8,0.2,1.0,70,BGM,23
+3792,0.8,0.2,1.0,71,GM,23
+3793,0.8,0.2,1.0,71,BGM,23
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+3798,0.8,0.2,1.0,74,GM,23
+3799,0.8,0.2,1.0,74,BGM,23
+3800,0.8,0.2,1.0,75,GM,23
+3801,0.8,0.2,1.0,75,BGM,23
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+3811,0.8,0.2,1.0,80,BGM,23
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+3817,0.8,0.2,1.0,83,BGM,23
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+3820,0.8,0.2,1.0,85,GM,23
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+3825,0.8,0.2,1.0,87,BGM,23
+3826,0.8,0.2,1.0,88,GM,23
+3827,0.8,0.2,1.0,88,BGM,23
+3828,0.8,0.2,1.0,89,GM,23
+3829,0.8,0.2,1.0,89,BGM,23
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+3834,0.8,0.2,1.0,92,GM,23
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+3841,0.8,0.2,1.0,95,BGM,23
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+3850,0.8,0.2,1.0,100,GM,23
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+4301,0.8,0.2,1.0,325,BGM,23
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+4305,0.8,0.2,1.0,327,BGM,23
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+4309,0.8,0.2,1.0,329,BGM,23
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+4311,0.8,0.2,0.30434782608695654,330,BGM,23
+4312,0.8,0.2,1.0,331,GM,23
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+4317,0.8,0.2,1.0,333,BGM,23
+4318,0.8,0.2,1.0,334,GM,23
+4319,0.8,0.2,1.0,334,BGM,23
+4320,0.8,0.2,1.0,335,GM,23
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+4325,0.8,0.2,1.0,337,BGM,23
+4326,0.8,0.2,1.0,338,GM,23
+4327,0.8,0.2,0.043478260869565216,338,BGM,23
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+4330,0.8,0.2,1.0,340,GM,23
+4331,0.8,0.2,1.0,340,BGM,23
+4332,0.8,0.2,1.0,341,GM,23
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+4335,0.8,0.2,1.0,342,BGM,23
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+4340,0.8,0.2,1.0,345,GM,23
+4341,0.8,0.2,0.0,345,BGM,23
+4342,0.8,0.2,1.0,346,GM,23
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+4345,0.8,0.2,1.0,347,BGM,23
+4346,0.8,0.2,1.0,348,GM,23
+4347,0.8,0.2,1.0,348,BGM,23
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+4355,0.8,0.2,1.0,352,BGM,23
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+4359,0.8,0.2,1.0,354,BGM,23
+4360,0.8,0.2,1.0,355,GM,23
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+4364,0.8,0.2,1.0,357,GM,23
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+4380,0.8,0.2,1.0,365,GM,23
+4381,0.8,0.2,1.0,365,BGM,23
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+4383,0.8,0.2,1.0,366,BGM,23
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+4385,0.8,0.2,1.0,367,BGM,23
+4386,0.8,0.2,1.0,368,GM,23
+4387,0.8,0.2,1.0,368,BGM,23
+4388,0.8,0.2,0.13043478260869565,369,GM,23
+4389,0.8,0.2,1.0,369,BGM,23
+4390,0.8,0.2,1.0,370,GM,23
+4391,0.8,0.2,1.0,370,BGM,23
+4392,0.8,0.2,1.0,371,GM,23
+4393,0.8,0.2,1.0,371,BGM,23
+4394,0.8,0.2,1.0,372,GM,23
+4395,0.8,0.2,1.0,372,BGM,23
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+4397,0.8,0.2,0.13043478260869565,373,BGM,23
+4398,0.8,0.2,1.0,374,GM,23
+4399,0.8,0.2,1.0,374,BGM,23
+4400,0.8,0.2,0.043478260869565216,375,GM,23
+4401,0.8,0.2,1.0,375,BGM,23
+4402,0.8,0.2,1.0,376,GM,23
+4403,0.8,0.2,1.0,376,BGM,23
+4404,0.8,0.2,1.0,377,GM,23
+4405,0.8,0.2,1.0,377,BGM,23
+4406,0.8,0.2,1.0,378,GM,23
+4407,0.8,0.2,0.17391304347826086,378,BGM,23
+4408,0.8,0.2,1.0,379,GM,23
+4409,0.8,0.2,1.0,379,BGM,23
+4410,0.8,0.2,1.0,380,GM,23
+4411,0.8,0.2,0.13043478260869565,380,BGM,23
+4412,0.8,0.2,1.0,381,GM,23
+4413,0.8,0.2,1.0,381,BGM,23
+4414,0.8,0.2,1.0,382,GM,23
+4415,0.8,0.2,1.0,382,BGM,23
+4416,0.8,0.2,1.0,383,GM,23
+4417,0.8,0.2,1.0,383,BGM,23
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+4419,0.8,0.2,0.13043478260869565,384,BGM,23
+4420,0.8,0.2,1.0,385,GM,23
+4421,0.8,0.2,1.0,385,BGM,23
+4422,0.8,0.2,1.0,386,GM,23
+4423,0.8,0.2,1.0,386,BGM,23
+4424,0.8,0.2,1.0,387,GM,23
+4425,0.8,0.2,1.0,387,BGM,23
+4426,0.8,0.2,1.0,388,GM,23
+4427,0.8,0.2,1.0,388,BGM,23
+4428,0.8,0.2,1.0,389,GM,23
+4429,0.8,0.2,1.0,389,BGM,23
+4430,0.8,0.2,1.0,390,GM,23
+4431,0.8,0.2,1.0,390,BGM,23
+4432,0.8,0.2,1.0,391,GM,23
+4433,0.8,0.2,1.0,391,BGM,23
+4434,0.8,0.2,0.34782608695652173,392,GM,23
+4435,0.8,0.2,0.043478260869565216,392,BGM,23
+4436,0.8,0.2,1.0,393,GM,23
+4437,0.8,0.2,1.0,393,BGM,23
+4438,0.8,0.2,1.0,394,GM,23
+4439,0.8,0.2,0.0,394,BGM,23
+4440,0.8,0.2,1.0,395,GM,23
+4441,0.8,0.2,1.0,395,BGM,23
+4442,0.8,0.2,1.0,396,GM,23
+4443,0.8,0.2,1.0,396,BGM,23
+4444,0.8,0.2,1.0,397,GM,23
+4445,0.8,0.2,1.0,397,BGM,23
+4446,0.8,0.2,1.0,398,GM,23
+4447,0.8,0.2,0.0,398,BGM,23
+4448,0.8,0.2,0.21739130434782608,399,GM,23
+4449,0.8,0.2,1.0,399,BGM,23
+4450,0.8,0.2,1.0,400,GM,23
+4451,0.8,0.2,1.0,400,BGM,23
+4452,0.8,0.2,1.0,401,GM,23
+4453,0.8,0.2,1.0,401,BGM,23
+4454,0.8,0.2,1.0,402,GM,23
+4455,0.8,0.2,1.0,402,BGM,23
+4456,0.8,0.2,1.0,403,GM,23
+4457,0.8,0.2,1.0,403,BGM,23
+4458,0.8,0.2,0.13043478260869565,404,GM,23
+4459,0.8,0.2,1.0,404,BGM,23
+4460,0.8,0.2,1.0,405,GM,23
+4461,0.8,0.2,1.0,405,BGM,23
+4462,0.8,0.2,0.0,406,GM,23
+4463,0.8,0.2,1.0,406,BGM,23
+4464,0.8,0.2,0.17391304347826086,407,GM,23
+4465,0.8,0.2,1.0,407,BGM,23
+4466,0.8,0.2,1.0,408,GM,23
+4467,0.8,0.2,1.0,408,BGM,23
+4468,0.8,0.2,0.30434782608695654,409,GM,23
+4469,0.8,0.2,0.0,409,BGM,23
+4470,0.8,0.2,1.0,410,GM,23
+4471,0.8,0.2,0.043478260869565216,410,BGM,23
+4472,0.8,0.2,1.0,411,GM,23
+4473,0.8,0.2,0.17391304347826086,411,BGM,23
+4474,0.8,0.2,1.0,412,GM,23
+4475,0.8,0.2,0.21739130434782608,412,BGM,23
+4476,0.8,0.2,1.0,413,GM,23
+4477,0.8,0.2,1.0,413,BGM,23
+4478,0.8,0.2,1.0,414,GM,23
+4479,0.8,0.2,0.13043478260869565,414,BGM,23
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+4481,0.8,0.2,1.0,415,BGM,23
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+4483,0.8,0.2,1.0,416,BGM,23
+4484,0.8,0.2,0.13043478260869565,417,GM,23
+4485,0.8,0.2,1.0,417,BGM,23
+4486,0.8,0.2,0.30434782608695654,418,GM,23
+4487,0.8,0.2,1.0,418,BGM,23
+4488,0.8,0.2,0.0,419,GM,23
+4489,0.8,0.2,1.0,419,BGM,23
+4490,0.8,0.2,1.0,420,GM,23
+4491,0.8,0.2,0.043478260869565216,420,BGM,23
+4492,0.8,0.2,1.0,421,GM,23
+4493,0.8,0.2,0.2608695652173913,421,BGM,23
+4494,0.8,0.2,1.0,422,GM,23
+4495,0.8,0.2,1.0,422,BGM,23
+4496,0.8,0.2,1.0,423,GM,23
+4497,0.8,0.2,1.0,423,BGM,23
+4498,0.8,0.2,1.0,424,GM,23
+4499,0.8,0.2,1.0,424,BGM,23
+4500,0.8,0.2,1.0,425,GM,23
+4501,0.8,0.2,1.0,425,BGM,23
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+4503,0.8,0.2,1.0,426,BGM,23
+4504,0.8,0.2,1.0,427,GM,23
+4505,0.8,0.2,1.0,427,BGM,23
+4506,0.8,0.2,0.17391304347826086,428,GM,23
+4507,0.8,0.2,0.0,428,BGM,23
+4508,0.8,0.2,1.0,429,GM,23
+4509,0.8,0.2,1.0,429,BGM,23
+4510,0.8,0.2,1.0,430,GM,23
+4511,0.8,0.2,0.043478260869565216,430,BGM,23
+4512,0.8,0.2,1.0,431,GM,23
+4513,0.8,0.2,1.0,431,BGM,23
+4514,0.8,0.2,0.17391304347826086,432,GM,23
+4515,0.8,0.2,0.17391304347826086,432,BGM,23
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+4517,0.8,0.2,1.0,433,BGM,23
+4518,0.8,0.2,1.0,0,GM,36
+4519,0.8,0.2,1.0,0,BGM,36
+4520,0.8,0.2,1.0,1,GM,36
+4521,0.8,0.2,1.0,1,BGM,36
+4522,0.8,0.2,1.0,2,GM,36
+4523,0.8,0.2,1.0,2,BGM,36
+4524,0.8,0.2,1.0,3,GM,36
+4525,0.8,0.2,0.0,3,BGM,36
+4526,0.8,0.2,1.0,4,GM,36
+4527,0.8,0.2,1.0,4,BGM,36
+4528,0.8,0.2,0.1388888888888889,5,GM,36
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+4530,0.8,0.2,1.0,6,GM,36
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+4532,0.8,0.2,1.0,7,GM,36
+4533,0.8,0.2,1.0,7,BGM,36
+4534,0.8,0.2,1.0,8,GM,36
+4535,0.8,0.2,1.0,8,BGM,36
+4536,0.8,0.2,1.0,9,GM,36
+4537,0.8,0.2,1.0,9,BGM,36
+4538,0.8,0.2,1.0,10,GM,36
+4539,0.8,0.2,1.0,10,BGM,36
+4540,0.8,0.2,1.0,11,GM,36
+4541,0.8,0.2,1.0,11,BGM,36
+4542,0.8,0.2,1.0,12,GM,36
+4543,0.8,0.2,1.0,12,BGM,36
+4544,0.8,0.2,1.0,13,GM,36
+4545,0.8,0.2,1.0,13,BGM,36
+4546,0.8,0.2,1.0,14,GM,36
+4547,0.8,0.2,1.0,14,BGM,36
+4548,0.8,0.2,1.0,15,GM,36
+4549,0.8,0.2,1.0,15,BGM,36
+4550,0.8,0.2,1.0,16,GM,36
+4551,0.8,0.2,1.0,16,BGM,36
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+4554,0.8,0.2,1.0,18,GM,36
+4555,0.8,0.2,1.0,18,BGM,36
+4556,0.8,0.2,1.0,19,GM,36
+4557,0.8,0.2,1.0,19,BGM,36
+4558,0.8,0.2,1.0,20,GM,36
+4559,0.8,0.2,1.0,20,BGM,36
+4560,0.8,0.2,1.0,21,GM,36
+4561,0.8,0.2,1.0,21,BGM,36
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+4563,0.8,0.2,1.0,22,BGM,36
+4564,0.8,0.2,1.0,23,GM,36
+4565,0.8,0.2,1.0,23,BGM,36
+4566,0.8,0.2,1.0,24,GM,36
+4567,0.8,0.2,1.0,24,BGM,36
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+4569,0.8,0.2,1.0,25,BGM,36
+4570,0.8,0.2,1.0,26,GM,36
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+4574,0.8,0.2,1.0,28,GM,36
+4575,0.8,0.2,1.0,28,BGM,36
+4576,0.8,0.2,1.0,29,GM,36
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+4579,0.8,0.2,1.0,30,BGM,36
+4580,0.8,0.2,1.0,31,GM,36
+4581,0.8,0.2,1.0,31,BGM,36
+4582,0.8,0.2,1.0,32,GM,36
+4583,0.8,0.2,1.0,32,BGM,36
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+4585,0.8,0.2,1.0,33,BGM,36
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+4589,0.8,0.2,1.0,35,BGM,36
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+4591,0.8,0.2,1.0,36,BGM,36
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+4603,0.8,0.2,1.0,42,BGM,36
+4604,0.8,0.2,1.0,43,GM,36
+4605,0.8,0.2,1.0,43,BGM,36
+4606,0.8,0.2,1.0,44,GM,36
+4607,0.8,0.2,1.0,44,BGM,36
+4608,0.8,0.2,1.0,45,GM,36
+4609,0.8,0.2,1.0,45,BGM,36
+4610,0.8,0.2,1.0,46,GM,36
+4611,0.8,0.2,1.0,46,BGM,36
+4612,0.8,0.2,1.0,47,GM,36
+4613,0.8,0.2,1.0,47,BGM,36
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+4615,0.8,0.2,1.0,48,BGM,36
+4616,0.8,0.2,1.0,49,GM,36
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+4620,0.8,0.2,1.0,51,GM,36
+4621,0.8,0.2,1.0,51,BGM,36
+4622,0.8,0.2,1.0,52,GM,36
+4623,0.8,0.2,1.0,52,BGM,36
+4624,0.8,0.2,1.0,53,GM,36
+4625,0.8,0.2,1.0,53,BGM,36
+4626,0.8,0.2,1.0,54,GM,36
+4627,0.8,0.2,1.0,54,BGM,36
+4628,0.8,0.2,1.0,55,GM,36
+4629,0.8,0.2,1.0,55,BGM,36
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+4631,0.8,0.2,1.0,56,BGM,36
+4632,0.8,0.2,1.0,57,GM,36
+4633,0.8,0.2,1.0,57,BGM,36
+4634,0.8,0.2,1.0,58,GM,36
+4635,0.8,0.2,1.0,58,BGM,36
+4636,0.8,0.2,1.0,59,GM,36
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+4638,0.8,0.2,1.0,60,GM,36
+4639,0.8,0.2,1.0,60,BGM,36
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+4641,0.8,0.2,1.0,61,BGM,36
+4642,0.8,0.2,1.0,62,GM,36
+4643,0.8,0.2,0.0,62,BGM,36
+4644,0.8,0.2,1.0,63,GM,36
+4645,0.8,0.2,1.0,63,BGM,36
+4646,0.8,0.2,1.0,64,GM,36
+4647,0.8,0.2,1.0,64,BGM,36
+4648,0.8,0.2,1.0,65,GM,36
+4649,0.8,0.2,1.0,65,BGM,36
+4650,0.8,0.2,1.0,66,GM,36
+4651,0.8,0.2,1.0,66,BGM,36
+4652,0.8,0.2,0.027777777777777776,67,GM,36
+4653,0.8,0.2,1.0,67,BGM,36
+4654,0.8,0.2,0.027777777777777776,68,GM,36
+4655,0.8,0.2,1.0,68,BGM,36
+4656,0.8,0.2,1.0,69,GM,36
+4657,0.8,0.2,1.0,69,BGM,36
+4658,0.8,0.2,1.0,70,GM,36
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+4660,0.8,0.2,1.0,71,GM,36
+4661,0.8,0.2,0.08333333333333333,71,BGM,36
+4662,0.8,0.2,1.0,72,GM,36
+4663,0.8,0.2,1.0,72,BGM,36
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+4665,0.8,0.2,1.0,73,BGM,36
+4666,0.8,0.2,1.0,74,GM,36
+4667,0.8,0.2,0.3055555555555556,74,BGM,36
+4668,0.8,0.2,1.0,75,GM,36
+4669,0.8,0.2,1.0,75,BGM,36
+4670,0.8,0.2,1.0,76,GM,36
+4671,0.8,0.2,1.0,76,BGM,36
+4672,0.8,0.2,0.027777777777777776,77,GM,36
+4673,0.8,0.2,0.08333333333333333,77,BGM,36
+4674,0.8,0.2,1.0,78,GM,36
+4675,0.8,0.2,1.0,78,BGM,36
+4676,0.8,0.2,0.0,79,GM,36
+4677,0.8,0.2,1.0,79,BGM,36
+4678,0.8,0.2,1.0,80,GM,36
+4679,0.8,0.2,1.0,80,BGM,36
+4680,0.8,0.2,1.0,81,GM,36
+4681,0.8,0.2,1.0,81,BGM,36
+4682,0.8,0.2,1.0,82,GM,36
+4683,0.8,0.2,1.0,82,BGM,36
+4684,0.8,0.2,1.0,83,GM,36
+4685,0.8,0.2,1.0,83,BGM,36
+4686,0.8,0.2,1.0,84,GM,36
+4687,0.8,0.2,1.0,84,BGM,36
+4688,0.8,0.2,1.0,85,GM,36
+4689,0.8,0.2,1.0,85,BGM,36
+4690,0.8,0.2,1.0,86,GM,36
+4691,0.8,0.2,1.0,86,BGM,36
+4692,0.8,0.2,1.0,87,GM,36
+4693,0.8,0.2,0.0,87,BGM,36
+4694,0.8,0.2,1.0,88,GM,36
+4695,0.8,0.2,1.0,88,BGM,36
+4696,0.8,0.2,1.0,89,GM,36
+4697,0.8,0.2,1.0,89,BGM,36
+4698,0.8,0.2,1.0,90,GM,36
+4699,0.8,0.2,1.0,90,BGM,36
+4700,0.8,0.2,1.0,91,GM,36
+4701,0.8,0.2,0.16666666666666666,91,BGM,36
+4702,0.8,0.2,0.1388888888888889,92,GM,36
+4703,0.8,0.2,1.0,92,BGM,36
+4704,0.8,0.2,0.0,93,GM,36
+4705,0.8,0.2,1.0,93,BGM,36
+4706,0.8,0.2,0.08333333333333333,94,GM,36
+4707,0.8,0.2,0.0,94,BGM,36
+4708,0.8,0.2,0.05555555555555555,95,GM,36
+4709,0.8,0.2,1.0,95,BGM,36
+4710,0.8,0.2,0.1111111111111111,96,GM,36
+4711,0.8,0.2,1.0,96,BGM,36
+4712,0.8,0.2,1.0,97,GM,36
+4713,0.8,0.2,0.16666666666666666,97,BGM,36
+4714,0.8,0.2,1.0,98,GM,36
+4715,0.8,0.2,1.0,98,BGM,36
+4716,0.8,0.2,1.0,99,GM,36
+4717,0.8,0.2,1.0,99,BGM,36
+4718,0.8,0.2,1.0,100,GM,36
+4719,0.8,0.2,1.0,100,BGM,36
+4720,0.8,0.2,1.0,101,GM,36
+4721,0.8,0.2,1.0,101,BGM,36
+4722,0.8,0.2,1.0,102,GM,36
+4723,0.8,0.2,1.0,102,BGM,36
+4724,0.8,0.2,1.0,103,GM,36
+4725,0.8,0.2,1.0,103,BGM,36
+4726,0.8,0.2,0.19444444444444445,104,GM,36
+4727,0.8,0.2,1.0,104,BGM,36
+4728,0.8,0.2,0.05555555555555555,105,GM,36
+4729,0.8,0.2,0.19444444444444445,105,BGM,36
+4730,0.8,0.2,1.0,106,GM,36
+4731,0.8,0.2,1.0,106,BGM,36
+4732,0.8,0.2,0.19444444444444445,107,GM,36
+4733,0.8,0.2,1.0,107,BGM,36
+4734,0.8,0.2,0.0,108,GM,36
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+4736,0.8,0.2,1.0,109,GM,36
+4737,0.8,0.2,1.0,109,BGM,36
+4738,0.8,0.2,1.0,110,GM,36
+4739,0.8,0.2,1.0,110,BGM,36
+4740,0.8,0.2,1.0,111,GM,36
+4741,0.8,0.2,1.0,111,BGM,36
+4742,0.8,0.2,1.0,112,GM,36
+4743,0.8,0.2,0.1388888888888889,112,BGM,36
+4744,0.8,0.2,1.0,113,GM,36
+4745,0.8,0.2,0.08333333333333333,113,BGM,36
+4746,0.8,0.2,0.05555555555555555,114,GM,36
+4747,0.8,0.2,1.0,114,BGM,36
+4748,0.8,0.2,0.05555555555555555,115,GM,36
+4749,0.8,0.2,1.0,115,BGM,36
+4750,0.8,0.2,1.0,116,GM,36
+4751,0.8,0.2,1.0,116,BGM,36
+4752,0.8,0.2,1.0,117,GM,36
+4753,0.8,0.2,1.0,117,BGM,36
+4754,0.8,0.2,1.0,118,GM,36
+4755,0.8,0.2,0.1388888888888889,118,BGM,36
+4756,0.8,0.2,1.0,119,GM,36
+4757,0.8,0.2,1.0,119,BGM,36
+4758,0.8,0.2,1.0,120,GM,36
+4759,0.8,0.2,1.0,120,BGM,36
+4760,0.8,0.2,1.0,121,GM,36
+4761,0.8,0.2,1.0,121,BGM,36
+4762,0.8,0.2,1.0,122,GM,36
+4763,0.8,0.2,1.0,122,BGM,36
+4764,0.8,0.2,0.05555555555555555,123,GM,36
+4765,0.8,0.2,1.0,123,BGM,36
+4766,0.8,0.2,1.0,124,GM,36
+4767,0.8,0.2,1.0,124,BGM,36
+4768,0.8,0.2,1.0,125,GM,36
+4769,0.8,0.2,1.0,125,BGM,36
+4770,0.8,0.2,1.0,126,GM,36
+4771,0.8,0.2,1.0,126,BGM,36
+4772,0.8,0.2,1.0,127,GM,36
+4773,0.8,0.2,0.08333333333333333,127,BGM,36
+4774,0.8,0.2,0.027777777777777776,128,GM,36
+4775,0.8,0.2,0.0,128,BGM,36
+4776,0.8,0.2,0.1111111111111111,129,GM,36
+4777,0.8,0.2,1.0,129,BGM,36
+4778,0.8,0.2,1.0,130,GM,36
+4779,0.8,0.2,0.1111111111111111,130,BGM,36
+4780,0.8,0.2,1.0,131,GM,36
+4781,0.8,0.2,1.0,131,BGM,36
+4782,0.8,0.2,1.0,132,GM,36
+4783,0.8,0.2,1.0,132,BGM,36
+4784,0.8,0.2,1.0,133,GM,36
+4785,0.8,0.2,0.05555555555555555,133,BGM,36
+4786,0.8,0.2,0.08333333333333333,134,GM,36
+4787,0.8,0.2,0.05555555555555555,134,BGM,36
+4788,0.8,0.2,1.0,135,GM,36
+4789,0.8,0.2,1.0,135,BGM,36
+4790,0.8,0.2,1.0,136,GM,36
+4791,0.8,0.2,0.05555555555555555,136,BGM,36
+4792,0.8,0.2,1.0,137,GM,36
+4793,0.8,0.2,1.0,137,BGM,36
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+4796,0.8,0.2,1.0,139,GM,36
+4797,0.8,0.2,1.0,139,BGM,36
+4798,0.8,0.2,1.0,140,GM,36
+4799,0.8,0.2,1.0,140,BGM,36
+4800,0.8,0.2,1.0,141,GM,36
+4801,0.8,0.2,1.0,141,BGM,36
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+4807,0.8,0.2,1.0,144,BGM,36
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+4809,0.8,0.2,1.0,145,BGM,36
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+4815,0.8,0.2,1.0,148,BGM,36
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+4817,0.8,0.2,1.0,149,BGM,36
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+4819,0.8,0.2,1.0,150,BGM,36
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+4821,0.8,0.2,1.0,151,BGM,36
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+4828,0.8,0.2,1.0,155,GM,36
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+4833,0.8,0.2,1.0,157,BGM,36
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+4835,0.8,0.2,1.0,158,BGM,36
+4836,0.8,0.2,1.0,159,GM,36
+4837,0.8,0.2,1.0,159,BGM,36
+4838,0.8,0.2,1.0,160,GM,36
+4839,0.8,0.2,1.0,160,BGM,36
+4840,0.8,0.2,1.0,161,GM,36
+4841,0.8,0.2,1.0,161,BGM,36
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+4843,0.8,0.2,1.0,162,BGM,36
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+4845,0.8,0.2,1.0,163,BGM,36
+4846,0.8,0.2,1.0,164,GM,36
+4847,0.8,0.2,1.0,164,BGM,36
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+4855,0.8,0.2,1.0,168,BGM,36
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+4858,0.8,0.2,1.0,170,GM,36
+4859,0.8,0.2,1.0,170,BGM,36
+4860,0.8,0.2,1.0,171,GM,36
+4861,0.8,0.2,1.0,171,BGM,36
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+4867,0.8,0.2,1.0,174,BGM,36
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+4879,0.8,0.2,1.0,180,BGM,36
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+4898,0.8,0.2,1.0,190,GM,36
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+4913,0.8,0.2,1.0,197,BGM,36
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+5410,0.8,0.2,1.0,0,GM,94
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+8263,0.8,0.4,1.0,61,BGM,14
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+8269,0.8,0.4,1.0,64,BGM,14
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+8275,0.8,0.4,1.0,67,BGM,14
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+8277,0.8,0.4,1.0,68,BGM,14
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+8279,0.8,0.4,1.0,69,BGM,14
+8280,0.8,0.4,1.0,70,GM,14
+8281,0.8,0.4,1.0,70,BGM,14
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+8283,0.8,0.4,1.0,71,BGM,14
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+8285,0.8,0.4,1.0,72,BGM,14
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+8289,0.8,0.4,1.0,74,BGM,14
+8290,0.8,0.4,1.0,75,GM,14
+8291,0.8,0.4,1.0,75,BGM,14
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+8293,0.8,0.4,1.0,76,BGM,14
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+8297,0.8,0.4,1.0,78,BGM,14
+8298,0.8,0.4,1.0,79,GM,14
+8299,0.8,0.4,1.0,79,BGM,14
+8300,0.8,0.4,1.0,80,GM,14
+8301,0.8,0.4,1.0,80,BGM,14
+8302,0.8,0.4,0.7142857142857143,81,GM,14
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+8305,0.8,0.4,1.0,82,BGM,14
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+8307,0.8,0.4,1.0,83,BGM,14
+8308,0.8,0.4,1.0,84,GM,14
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+8310,0.8,0.4,1.0,85,GM,14
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+8313,0.8,0.4,1.0,86,BGM,14
+8314,0.8,0.4,1.0,87,GM,14
+8315,0.8,0.4,1.0,87,BGM,14
+8316,0.8,0.4,1.0,88,GM,14
+8317,0.8,0.4,0.2857142857142857,88,BGM,14
+8318,0.8,0.4,1.0,89,GM,14
+8319,0.8,0.4,1.0,89,BGM,14
+8320,0.8,0.4,1.0,90,GM,14
+8321,0.8,0.4,1.0,90,BGM,14
+8322,0.8,0.4,0.0,91,GM,14
+8323,0.8,0.4,1.0,91,BGM,14
+8324,0.8,0.4,1.0,92,GM,14
+8325,0.8,0.4,1.0,92,BGM,14
+8326,0.8,0.4,0.21428571428571427,93,GM,14
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+8329,0.8,0.4,1.0,94,BGM,14
+8330,0.8,0.4,1.0,95,GM,14
+8331,0.8,0.4,1.0,95,BGM,14
+8332,0.8,0.4,1.0,96,GM,14
+8333,0.8,0.4,1.0,96,BGM,14
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+8335,0.8,0.4,0.0,97,BGM,14
+8336,0.8,0.4,1.0,98,GM,14
+8337,0.8,0.4,1.0,98,BGM,14
+8338,0.8,0.4,1.0,99,GM,14
+8339,0.8,0.4,1.0,99,BGM,14
+8340,0.8,0.4,1.0,100,GM,14
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+8349,0.8,0.4,0.8571428571428571,104,BGM,14
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+8351,0.8,0.4,1.0,105,BGM,14
+8352,0.8,0.4,1.0,106,GM,14
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+8354,0.8,0.4,1.0,107,GM,14
+8355,0.8,0.4,1.0,107,BGM,14
+8356,0.8,0.4,1.0,108,GM,14
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+8359,0.8,0.4,1.0,109,BGM,14
+8360,0.8,0.4,1.0,110,GM,14
+8361,0.8,0.4,1.0,110,BGM,14
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+8364,0.8,0.4,1.0,112,GM,14
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+8367,0.8,0.4,1.0,113,BGM,14
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+8374,0.8,0.4,1.0,117,GM,14
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+8376,0.8,0.4,1.0,118,GM,14
+8377,0.8,0.4,1.0,118,BGM,14
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+8380,0.8,0.4,1.0,120,GM,14
+8381,0.8,0.4,1.0,120,BGM,14
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+8383,0.8,0.4,1.0,121,BGM,14
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+8400,0.8,0.4,1.0,130,GM,14
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+8482,0.8,0.4,1.0,171,GM,14
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+9568,0.8,0.4,1.0,0,GM,23
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+9628,0.8,0.4,1.0,30,GM,23
+9629,0.8,0.4,1.0,30,BGM,23
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+9639,0.8,0.4,1.0,35,BGM,23
+9640,0.8,0.4,1.0,36,GM,23
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+9661,0.8,0.4,1.0,46,BGM,23
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+9663,0.8,0.4,1.0,47,BGM,23
+9664,0.8,0.4,1.0,48,GM,23
+9665,0.8,0.4,1.0,48,BGM,23
+9666,0.8,0.4,1.0,49,GM,23
+9667,0.8,0.4,1.0,49,BGM,23
+9668,0.8,0.4,1.0,50,GM,23
+9669,0.8,0.4,1.0,50,BGM,23
+9670,0.8,0.4,1.0,51,GM,23
+9671,0.8,0.4,1.0,51,BGM,23
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+9674,0.8,0.4,1.0,53,GM,23
+9675,0.8,0.4,1.0,53,BGM,23
+9676,0.8,0.4,1.0,54,GM,23
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+9680,0.8,0.4,1.0,56,GM,23
+9681,0.8,0.4,1.0,56,BGM,23
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+9685,0.8,0.4,1.0,58,BGM,23
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+9689,0.8,0.4,1.0,60,BGM,23
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+9699,0.8,0.4,1.0,65,BGM,23
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+9701,0.8,0.4,1.0,66,BGM,23
+9702,0.8,0.4,1.0,67,GM,23
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+9705,0.8,0.4,1.0,68,BGM,23
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+9728,0.8,0.4,1.0,80,GM,23
+9729,0.8,0.4,1.0,80,BGM,23
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+9738,0.8,0.4,1.0,85,GM,23
+9739,0.8,0.4,1.0,85,BGM,23
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+9741,0.8,0.4,1.0,86,BGM,23
+9742,0.8,0.4,1.0,87,GM,23
+9743,0.8,0.4,1.0,87,BGM,23
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+9745,0.8,0.4,1.0,88,BGM,23
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+9748,0.8,0.4,1.0,90,GM,23
+9749,0.8,0.4,1.0,90,BGM,23
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+9751,0.8,0.4,1.0,91,BGM,23
+9752,0.8,0.4,1.0,92,GM,23
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+16623,0.8,0.6,1.0,134,BGM,36
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+16628,0.8,0.6,1.0,137,GM,36
+16629,0.8,0.6,1.0,137,BGM,36
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+16647,0.8,0.6,1.0,146,BGM,36
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+16649,0.8,0.6,1.0,147,BGM,36
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+16651,0.8,0.6,1.0,148,BGM,36
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+16655,0.8,0.6,1.0,150,BGM,36
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+16669,0.8,0.6,1.0,157,BGM,36
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+16671,0.8,0.6,1.0,158,BGM,36
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+16675,0.8,0.6,1.0,160,BGM,36
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+16677,0.8,0.6,1.0,161,BGM,36
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+16679,0.8,0.6,1.0,162,BGM,36
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