From 5dbbb52430058285dab6d7fec1e89a881d187da0 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Wed, 11 Dec 2024 10:50:40 +0000
Subject: [PATCH 01/15] first commit of splines folder where BinnedSpline class
 will live

---
 splines/BinnedSplinesTutorial.cpp | 229 ++++++++++++++++++++++++++++++
 splines/BinnedSplinesTutorial.h   |  15 ++
 2 files changed, 244 insertions(+)
 create mode 100644 splines/BinnedSplinesTutorial.cpp
 create mode 100644 splines/BinnedSplinesTutorial.h

diff --git a/splines/BinnedSplinesTutorial.cpp b/splines/BinnedSplinesTutorial.cpp
new file mode 100644
index 0000000..c6a4d04
--- /dev/null
+++ b/splines/BinnedSplinesTutorial.cpp
@@ -0,0 +1,229 @@
+#include "BinnedSplinesTutorial.h"
+#include "samplePDF/StructsTutorial.h"
+
+
+//MaCh3 core includes
+#include <samplePDF/Structs.h>
+#include <manager/MaCh3Logger.h>
+//****************************************
+
+//ROOT include
+#include "TKey.h"
+#include "TROOT.h"
+
+
+
+BinnedSplineTutorial::BinnedSplineTutorial(covarianceXsec *xsec_cov) : splineFDBase(xsec_cov)
+{
+  MACH3LOG_INFO("Created BinnedSplineTutorial object");
+}
+
+BinnedSplineTutorial::~BinnedSplineTutorial()
+{
+  MACH3LOG_INFO("Deleting BinnedSplineTutorial object :'(");
+}
+
+/*! ETA - moved this into experiment specific code since it relies on experimental MC format and also the experiment spline name mapping
+ * Performs two jobs
+ *  1. Fills indexing/each sample
+ *  2. Creates the big spline vector
+ */
+void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<std::string> OscChanFileNames)
+{
+  int iSample = getSampleIndex(SampleName);
+
+  int nOscChannels = nOscChans[iSample];
+  
+  for (int iOscChan = 0; iOscChan < nOscChannels; iOscChan++) {
+    std::cout << "Processing:" << OscChanFileNames[iOscChan] << std::endl;
+
+    TSpline3* mySpline = nullptr;// = new TSpline3();
+    TSpline3_red* Spline = nullptr;
+    TString Syst, Mode;
+    int nKnots, SystNum, ModeNum, Var1Bin, Var2Bin, Var3Bin = _BAD_INT_;
+    double x,y, Eval = _BAD_DOUBLE_;
+    bool isFlat = true;
+
+    auto File = std::unique_ptr<TFile>(TFile::Open(OscChanFileNames[iOscChan].c_str()));
+
+    if (!File || File->IsZombie()) {
+      MACH3LOG_ERROR("File {} not found", OscChanFileNames[iOscChan]);
+      throw MaCh3Exception(__FILE__, __LINE__);
+    }
+
+    //This is the MC specific part of the code
+    //i.e. we always assume that the splines are just store in  single TDirectory and they're all in there as single objects   
+    for (auto k : *File->GetListOfKeys()) {
+      auto Key = static_cast<TKey*>(k);
+      TClass *Class = gROOT->GetClass(Key->GetClassName(), false);
+      if(!Class->InheritsFrom("TSpline3")) {
+        continue;
+      }
+
+      TString FullSplineName = (TString)Key->GetName();
+      // First We split into binning and spline name
+      TObjArray *tokens = FullSplineName.Tokenize(".");
+
+      /*
+       A little hacky but lets us grab both old + new splines
+      */
+      if(tokens->GetEntries()!=7){
+        delete tokens;
+        tokens = FullSplineName.Tokenize("_");
+      }
+
+      Syst = ((TObjString *)(tokens->At(1)))->GetString();
+      Mode = ((TObjString *)(tokens->At(2)))->GetString();
+      // Skip 3 because it's "sp"
+      Var1Bin = (((TObjString *)(tokens->At(4)))->GetString()).Atoi();
+      Var2Bin = (((TObjString *)(tokens->At(5)))->GetString()).Atoi();
+      Var3Bin = 0;
+
+      if (tokens->GetEntries() == 7)
+      {
+        Var3Bin = (((TObjString *)(tokens->At(6)))->GetString()).Atoi();
+      }
+
+      SystNum = -1;
+      for (unsigned iSyst = 0; iSyst < SplineFileParPrefixNames[iSample].size(); iSyst++) {
+        if (strcmp(Syst, SplineFileParPrefixNames[iSample][iSyst].c_str()) == 0) {
+          SystNum = iSyst;
+          break;
+        }
+      }
+
+      // If the syst doesn't match any of the spline names then skip it
+      if (SystNum == -1){
+        MACH3LOG_DEBUG("Couldn't Match any systematic name in xsec yaml with spline name: {}" , FullSplineName.Data());
+        continue;
+      }
+
+      ModeNum = -1;
+      for (unsigned int iMode = 0; iMode < SplineModeVecs[iSample][SystNum].size(); iMode++) {
+        if (strcmp(Mode, ModeToString(static_cast<MaCh3Mode>(SplineModeVecs[iSample][SystNum][iMode])).c_str()) == 0) {
+          ModeNum = iMode;
+          break;
+        }
+      }
+
+      if (ModeNum == -1) {
+        MACH3LOG_ERROR("Couldn't find mode for {} in {}. Problem Spline is : {} ", Mode, Syst, FullSplineName);
+        throw;
+      }
+
+
+      mySpline = Key->ReadObject<TSpline3>();
+
+      if (isValidSplineIndex(SampleName, iOscChan, SystNum, ModeNum, Var1Bin, Var2Bin, Var3Bin))
+      { // loop over all the spline knots and check their value
+        // if the value is 1 then set the flat bool to false
+        nKnots = mySpline->GetNp();
+        isFlat = true;
+        for (int iKnot = 0; iKnot < nKnots; iKnot++)
+          {
+            //double x = -999;
+            //double y = -999;
+            mySpline->GetKnot(iKnot, x, y);
+
+            Eval = mySpline->Eval(x);
+            if (Eval < 0.99999 || Eval > 1.00001)
+            {
+              isFlat = false;
+              break;
+            }
+          }
+
+        //Rather than keeping a mega vector of splines then converting, this should just keep everything nice in memory!
+        indexvec[iSample][iOscChan][SystNum][ModeNum][Var1Bin][Var2Bin][Var3Bin]=MonolithIndex;
+        coeffindexvec.push_back(CoeffIndex);
+        // Should save memory rather saving [x_i_0 ,... x_i_maxknots] for every spline!
+        if (isFlat) {
+          splinevec_Monolith.push_back(nullptr);
+          delete mySpline;
+        } else {
+          Spline = new TSpline3_red(mySpline);//, SplineInterpolationTypes[iSample][SystNum]);
+          delete mySpline;
+          splinevec_Monolith.push_back(Spline);
+          uniquecoeffindices.push_back(MonolithIndex); //So we can get the unique coefficients and skip flat splines later on!
+          CoeffIndex+=nKnots;
+        }
+        //Incrementing MonolithIndex to keep track of number of valid spline indices
+        MonolithIndex+=1;
+      } else {
+        //Potentially you are not a valid spline index
+        delete mySpline;
+      }
+    }//End of loop over all TKeys in file
+
+    //A bit of clean up
+    File->Delete("*");
+    File->Close();
+  } //End of oscillation channel loop
+
+  return;
+}
+
+//****************************************
+std::vector< std::vector<int> > BinnedSplineTutorial::GetEventSplines(std::string SampleName, int iOscChan, int EventMode, double Var1Val, double Var2Val, double Var3Val)
+//****************************************
+{
+  std::vector<std::vector<int>> ReturnVec;
+  int SampleIndex = -1;
+  for (unsigned int iSample = 0; iSample < SampleNames.size(); iSample++) {
+    if (SampleName == SampleNames[iSample]) {
+      SampleIndex = iSample;
+    }
+  }
+
+  if (SampleIndex == -1)
+  {
+    MACH3LOG_ERROR("Sample not found: {}", SampleName);
+    throw MaCh3Exception(__FILE__, __LINE__);
+  }
+
+  int nSplineSysts = (int)indexvec[SampleIndex][iOscChan].size();
+  //ETA- this is already a MaCh3 mode
+  int Mode = EventMode;
+
+  int Var1Bin = SplineBinning[SampleIndex][iOscChan][0]->FindBin(Var1Val)-1;
+  if (Var1Bin < 0 || Var1Bin >= SplineBinning[SampleIndex][iOscChan][0]->GetNbins()){
+    return ReturnVec;
+  }
+
+  int Var2Bin = SplineBinning[SampleIndex][iOscChan][1]->FindBin(Var2Val)-1;
+  if (Var2Bin < 0 || Var2Bin >= SplineBinning[SampleIndex][iOscChan][1]->GetNbins()){
+    return ReturnVec;
+  }
+
+  int Var3Bin = SplineBinning[SampleIndex][iOscChan][2]->FindBin(Var3Val)-1;
+
+  if (Var3Bin < 0 || Var3Bin >= SplineBinning[SampleIndex][iOscChan][2]->GetNbins()){
+    return ReturnVec;
+  }
+
+  for(int iSyst=0; iSyst<nSplineSysts; iSyst++){
+    std::vector<int> spline_modes = SplineModeVecs[SampleIndex][iSyst];
+    int nSampleModes = (int)spline_modes.size();
+
+    //ETA - look here at the length of spline_modes and what you're actually comparing against
+    for(int iMode = 0; iMode<nSampleModes ; iMode++){
+      //Only consider if the event mode (Mode) matches ones of the spline modes
+      if (Mode == spline_modes[iMode]) {
+        std::vector<int> event_vec(7);
+        event_vec[0]=SampleIndex;
+        event_vec[1]=iOscChan;
+        event_vec[2]=iSyst;
+        event_vec[3]=iMode;
+        event_vec[4]=Var1Bin;
+        event_vec[5]=Var2Bin;
+        event_vec[6]=Var3Bin;
+        int splineID=indexvec[SampleIndex][iOscChan][iSyst][iMode][Var1Bin][Var2Bin][Var3Bin];
+        //Also check that the spline isn't flat
+        if(!isflatarray[splineID]){
+          ReturnVec.push_back(event_vec);
+        }
+      }
+    }
+  }
+  return ReturnVec;
+}
diff --git a/splines/BinnedSplinesTutorial.h b/splines/BinnedSplinesTutorial.h
new file mode 100644
index 0000000..6b7fbc4
--- /dev/null
+++ b/splines/BinnedSplinesTutorial.h
@@ -0,0 +1,15 @@
+#pragma once
+
+//MaCh3 includes
+#include "splines/splineFDBase.h"
+
+class BinnedSplineTutorial : public splineFDBase
+{
+  public:
+	BinnedSplineTutorial(covarianceXsec *xsec_cov = nullptr);
+	virtual ~BinnedSplineTutorial();
+
+	void FillSampleArray(std::string SampleName, std::vector<std::string> OscChanFileNames);
+	std::vector< std::vector<int> > StripDuplicatedModes(std::vector< std::vector<int> > InputVector) {return InputVector;};
+	std::vector< std::vector<int> > GetEventSplines(std::string SampleName, int iOscChan, int EventMode, double Var1Val, double Var2Val, double Var3Val);
+};

From 179ccd0e5b04345d6b9ea80e30f6bd9a3473923b Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Wed, 11 Dec 2024 15:01:23 +0000
Subject: [PATCH 02/15] using FLOAT_T so that this doesn't cause a problem when
 using the low_memory_structs option

---
 CIValidations/NuOscillatorInterfaceValidations.cpp | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/CIValidations/NuOscillatorInterfaceValidations.cpp b/CIValidations/NuOscillatorInterfaceValidations.cpp
index 567fba8..edaa595 100644
--- a/CIValidations/NuOscillatorInterfaceValidations.cpp
+++ b/CIValidations/NuOscillatorInterfaceValidations.cpp
@@ -1,3 +1,4 @@
+#include <Constants/OscillatorConstants.h>
 #include "Utils/Comparison.h"
 
 #include "Oscillator/OscillatorFactory.h"
@@ -25,7 +26,7 @@ int main() {
   auto osc = OscillatorFactory().CreateOscillator(
       "NuOscillatorInterfaceValidations.yml");
 
-  std::vector<double> Energies;
+  std::vector<FLOAT_T> Energies;
   double start = -3;
   double end = 3;
   size_t nbins = 100;
@@ -37,7 +38,7 @@ int main() {
   osc->SetEnergyArrayInCalcer(Energies);
   osc->Setup();
 
-  std::vector<double> OscParProp = {0.3,      0.5, 0.020, 7.53e-5,
+  std::vector<FLOAT_T> OscParProp = {0.3,      0.5, 0.020, 7.53e-5,
                                     2.494e-3, 0.0, 1300,  2.6, 0.5};
   osc->CalculateProbabilities(OscParProp);
 

From f9501b05d5c3973c3d375e1bc4ab8e6740e99eaf Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 13:58:54 +0000
Subject: [PATCH 03/15] first instance of binned splines in the tutorial, seems
 to be working all ok

---
 .../Scripts/CreateBinnedSplineFile.cpp        |  79 ++++++++++++++
 CMakeLists.txt                                |  29 +++++
 Inputs/MC/BinnedSplinesTutorialInputs.root    | Bin 0 -> 5599469 bytes
 Inputs/MC/BinnedSplinesTutorialInputs2D.root  | Bin 0 -> 98233 bytes
 Inputs/SamplePDF_Tutorial.yaml                |   4 +-
 Inputs/SplineValidations.yaml                 |  42 ++++++++
 Inputs/SystematicModel.yaml                   |  91 +++++++++++++---
 samplePDF/CMakeLists.txt                      |   2 +-
 samplePDF/StructsTutorial.h                   | 100 ++++++++++++++++++
 samplePDF/samplePDFTutorial.cpp               |  15 ++-
 samplePDF/samplePDFTutorial.h                 |  18 ++--
 splines/BinnedSplinesTutorial.cpp             |  28 ++---
 splines/CMakeLists.txt                        |  23 ++++
 13 files changed, 391 insertions(+), 40 deletions(-)
 create mode 100644 CIValidations/Scripts/CreateBinnedSplineFile.cpp
 create mode 100644 Inputs/MC/BinnedSplinesTutorialInputs.root
 create mode 100644 Inputs/MC/BinnedSplinesTutorialInputs2D.root
 create mode 100755 Inputs/SplineValidations.yaml
 create mode 100644 splines/CMakeLists.txt

diff --git a/CIValidations/Scripts/CreateBinnedSplineFile.cpp b/CIValidations/Scripts/CreateBinnedSplineFile.cpp
new file mode 100644
index 0000000..0862937
--- /dev/null
+++ b/CIValidations/Scripts/CreateBinnedSplineFile.cpp
@@ -0,0 +1,79 @@
+#include "TRandom3.h"
+#include "TSpline.h"
+#include "TFile.h"
+#include "TGraph.h"
+#include "TString.h"
+#include "TH3F.h"
+
+#include <iostream>
+#include <algorithm>
+
+void CreateBinnedSplineFile(){
+
+  int nTrueEnergyBins = 5;
+  int nXBins = 10;
+  int nYBins = 1;
+  double TrueEnergyBins[] = {0., 1.0, 2.0, 3.0, 4.0, 5.0};
+  double XBins[] = {0., 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0};
+  double YBins[] = {0.,10.0};
+
+  //Let's try out 5 systematics
+  //This gives us a total of 5*10*10*5 = 2500 splines
+  std::vector<int> SystematicKnots = {5, 7, 7, 2, 3};//, 7, 2, 7, 7, 7};
+  std::vector<std::vector<std::string>> SystematicModeNames = {{"ccqe"}, {"cc1pipm"}, {"2p2h"}, {"other"}, {"ccqe"}};
+  //Values to centre the gaussian response on
+  std::vector<double> SystematicMeanResponse = {1.0, 2.0, 1.0, 1.5, 1.0};
+  std::vector<int> SystematicNominalKnot = {3, 4, 4, 1, 2};
+  std::vector<std::string> SystematicNames = {"mysyst1", "mysyst2", "mysyst3","mysyst4","mysyst5"};
+
+  if(SystematicKnots.size() != SystematicNames.size() && SystematicNames.size() != SystematicNominalKnot.size() && SystematicKnots.size() != SystematicMeanResponse.size()) {
+    std::cerr << "Systematic vectors are not of equal length this might cause problems, please fix!" << std::endl;
+    throw;
+  }
+
+  TRandom3 Random = TRandom3(0);
+
+  auto OutputFile = std::unique_ptr<TFile>(TFile::Open("BinnedSplinesTutorialInputs.root", "RECREATE"));
+
+  //Firstly let's write the dev.tmp.0.0 file which sets the binning
+  // TH3F* BinningHist = new TH3F("dev_tmp.0.0", "dev_tmp.0.0", nTrueEnergyBins, 0, 10, nXBins, 0, 10, nYBins, 0, 10);
+  TH3F* BinningHist = new TH3F("dev_tmp.0.0", "dev_tmp.0.0", nTrueEnergyBins, TrueEnergyBins, nXBins, XBins, nYBins, YBins);
+
+  for(auto iSyst = 0 ; iSyst < SystematicNames.size() ; ++iSyst){
+    for(auto SystematicModeName : SystematicModeNames[iSyst]){
+      for(auto SystematicKnotNumber : SystematicKnots) {
+        for(auto TrueEnergyBin_i = 0 ; TrueEnergyBin_i < nTrueEnergyBins ; ++TrueEnergyBin_i){
+          for(auto XBin_i = 0 ; XBin_i < nXBins ; ++XBin_i){
+            for(auto YBin_i = 0 ; YBin_i < nYBins ; ++YBin_i){
+              double knot_w = 1;
+              TGraph *graph = new TGraph(SystematicKnotNumber);
+
+              for(auto iKnot = 0 ; iKnot < SystematicKnotNumber ; ++iKnot) { 
+                //Check on if you are the nominal knot
+                if(iKnot != SystematicNominalKnot[iSyst]) {
+                  //Do a random throw from a gaussian 
+                  knot_w = Random.Gaus(SystematicMeanResponse[iSyst], 1.0);
+                  knot_w = std::max(0., knot_w);
+                  // std::cout << "Knot_w is " << knot_w << std::endl;
+                  //point number, x-val, y-val
+                }
+                // std::cout << "For knot " << iKnot << "/" << SystematicKnotNumber << " set weight to be " << knot_w << std::endl;
+                graph->SetPoint(iKnot, iKnot, knot_w);
+              }
+              TSpline3 *Spline = new TSpline3(Form("dev.%s.%s.sp.%i.%i.%i", SystematicNames[iSyst].c_str(), SystematicModeName.c_str(), TrueEnergyBin_i, XBin_i, YBin_i),graph);
+              Spline->SetName(Form("dev.%s.%s.sp.%i.%i.%i", SystematicNames[iSyst].c_str(), SystematicModeName.c_str(), TrueEnergyBin_i, XBin_i, YBin_i));
+              Spline->Write(Spline->GetName(), TDirectoryFile::kOverwrite);//, TDirectoryFile::kOverwrite);
+              delete graph;
+              delete Spline;
+            }
+          }
+        }
+      }
+    }
+  }
+
+  OutputFile->Write();
+  OutputFile->Close();
+
+  return;
+}
diff --git a/CMakeLists.txt b/CMakeLists.txt
index fc850ba..fa5ba0b 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -53,7 +53,12 @@ find_package(MaCh3 QUIET)
 
 if(NOT DEFINED PYTHON_ENABLED)
   SET(PYTHON_ENABLED false)
+  cmessage(STATUS "Python is not enabled!")
+else()
+  cmessage(STATUS "Python is defined as ${PYTHON_ENABLED}")
+  cmessage(STATUS "MaCh3 Python is defined as ${MaCh3_PYTHON_ENABLED}")
 endif()
+
 if(NOT MaCh3_FOUND)
   CPMAddPackage(
     NAME MaCh3
@@ -80,6 +85,24 @@ if(MaCh3_VERSION GREATER MaCh3Tutorial_VERSION)
   cmessage(WARNING "MaCh3Tutorial_VERSION (${MaCh3Tutorial_VERSION}) is smaller than MaCh3_VERSION (${MaCh3_VERSION}), this most likely will not work")
 endif()
 
+#Also check for pybind11
+if(PYTHON_ENABLED)
+  set(PYBIND11_FINDPYTHON ON)
+  set(pybind11_DIR ${MaCh3_DIR}/_deps/pybind11-src/build/lib/pybind11/share/cmake/pybind11/)
+  cmessage(STATUS "I will look for pybind here: ${MaCh3_DIR}/_deps/pybind11-src/build/lib/pybind11/share/cmake/pybind11/")
+  find_package(pybind11)
+  if(NOT pybind11_FOUND)
+    cmessage(STATUS "Did not find pybind11!")
+    CPMAddPackage(
+      NAME pybind11
+      VERSION 2.13.5
+      GITHUB_REPOSITORY "pybind/pybind11"
+      GIT_SHALLOW YES
+      GIT_TAG v2.13.5
+    )
+  endif(NOT pybind11_FOUND)
+endif()
+
 CPMAddPackage(
   NAME NuMCMCTools
   GIT_TAG "tags/v1.0.0"
@@ -117,7 +140,13 @@ endif()
 add_subdirectory(Utils)
 add_subdirectory(CIValidations)
 add_subdirectory(Tutorial)
+add_subdirectory(splines)
 add_subdirectory(samplePDF)
+if(PYTHON_ENABLED)
+  cmessage(STATUS "building python folder")
+  set(CMAKE_INSTALL_RPATH "$ORIGIN/../lib")
+  add_subdirectory(python)
+endif()
 
 configure_file(cmake/Templates/setup.MaCh3Tutorial.sh.in "${PROJECT_BINARY_DIR}${CMAKE_FILES_DIRECTORY}/setup.MaCh3Tutorial.sh" @ONLY)
 install(FILES "${PROJECT_BINARY_DIR}${CMAKE_FILES_DIRECTORY}/setup.MaCh3Tutorial.sh" DESTINATION ${CMAKE_INSTALL_PREFIX}/bin)
diff --git a/Inputs/MC/BinnedSplinesTutorialInputs.root b/Inputs/MC/BinnedSplinesTutorialInputs.root
new file mode 100644
index 0000000000000000000000000000000000000000..b7b98b956c53703b7f6f2a8a4449be9da3879104
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z=~|7-wHk9j*1E!)1S8u)dYkz_ui9>lTQ^{Tzcl1kGWVCmsfU?l&O7c1SGjbt<W;hP
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oMhTmh&qdE?^(j)n!lL~bT)y;yuJu@n&Hc*d0Ye#GkI(u34>h#I)Bpeg

literal 0
HcmV?d00001

diff --git a/Inputs/SamplePDF_Tutorial.yaml b/Inputs/SamplePDF_Tutorial.yaml
index cc50f00..4da86b1 100755
--- a/Inputs/SamplePDF_Tutorial.yaml
+++ b/Inputs/SamplePDF_Tutorial.yaml
@@ -13,8 +13,8 @@ InputFiles:
   mtupleprefix: "Inputs/MC/NuWro"
   mtuplesuffix: "_FlatTree.root"
   # No Splines
-  splineprefix: "fixme"
-  splinesuffix: "fixme"
+  splineprefix: "Inputs/MC/BinnedSplinesTutorialInputs"
+  splinesuffix: "2D.root"
 DetID: 1
 NuOsc:
   NuOscConfigFile: "Inputs/NuOscillator/NuFASTLinear.yaml"
diff --git a/Inputs/SplineValidations.yaml b/Inputs/SplineValidations.yaml
new file mode 100755
index 0000000..56bb7e6
--- /dev/null
+++ b/Inputs/SplineValidations.yaml
@@ -0,0 +1,42 @@
+Systematics:
+ - Systematic:
+     Names:
+       FancyName: Spline_Param_0
+     Error: 0.06
+     FlatPrior: false
+     IsFixed: false
+     Mode: []
+     ParameterBounds: [0.0, 9999]
+     ParameterGroup: Xsec
+     ParameterValues:
+       Generated: 1.21
+       PreFitValue: 1.03
+     SplineInformation:
+       Mode: [0]
+       InterpolationType: TSpline3
+       SplineName: Spline_0
+     DetID: 985
+     StepScale:
+       MCMC: 0.4
+     Type: Spline
+
+ - Systematic:
+     Names:
+       FancyName: Spline_Param_1
+     Error: 1.0
+     FlatPrior: True
+     IsFixed: false
+     Mode: []
+     ParameterBounds: [0., 1.]
+     ParameterGroup: Xsec
+     ParameterValues:
+       Generated: 1.0
+       PreFitValue: 1.0
+     SplineInformation:
+       Mode: [9]
+       InterpolationType: Linear
+       SplineName: Spline_1
+     DetID: 1
+     StepScale:
+       MCMC: 0.2
+     Type: Spline
diff --git a/Inputs/SystematicModel.yaml b/Inputs/SystematicModel.yaml
index 891cede..ba4b8ae 100755
--- a/Inputs/SystematicModel.yaml
+++ b/Inputs/SystematicModel.yaml
@@ -64,41 +64,104 @@ Systematics:
 
 - Systematic:
     Names:
-      FancyName: Spline_Param_0
-    Error: 0.06
-    FlatPrior: false
+      FancyName: BinnedSplineParam1
+    Error: 1.0
+    FlatPrior: True
     IsFixed: false
-    Mode: []
-    ParameterBounds: [0.0, 9999]
+    ParameterBounds: [0., 1.]
     ParameterGroup: Xsec
     ParameterValues:
-      Generated: 1.21
-      PreFitValue: 1.03
+      Generated: 1.0
+      PreFitValue: 1.0
     SplineInformation:
+      # affects kMaCh3_CCQE events
       Mode: [0]
       InterpolationType: TSpline3
-      SplineName: Spline_0
+      SplineName: mysyst1
+    DetID: 985 
+    StepScale:
+      MCMC: 0.2
+    Type: Spline
+
+- Systematic:
+    Names:
+      FancyName: BinnedSplineParam2
+    Error: 1.0
+    FlatPrior: True
+    IsFixed: false
+    ParameterBounds: [0., 1.]
+    ParameterGroup: Xsec
+    ParameterValues:
+      Generated: 1.0
+      PreFitValue: 1.0
+    SplineInformation:
+      #affects kMaCh3_CC1pipm events
+      Mode: [2]
+      InterpolationType: Linear
+      SplineName: mysyst2
+    DetID: 985
+    StepScale:
+      MCMC: 0.2
+    Type: Spline
+
+- Systematic:
+    Names:
+      FancyName: BinnedSplineParam3
+    Error: 1.0
+    FlatPrior: True
+    IsFixed: false
+    ParameterBounds: [0., 1.]
+    ParameterGroup: Xsec
+    ParameterValues:
+      Generated: 1.0
+      PreFitValue: 1.0
+    SplineInformation:
+      #affects kMaCh3_2p2h events
+      Mode: [1]
+      InterpolationType: Monotonic
+      SplineName: mysyst3
     DetID: 985
     StepScale:
-      MCMC: 0.4
+      MCMC: 0.2
     Type: Spline
 
 - Systematic:
     Names:
-      FancyName: Spline_Param_1
+      FancyName: BinnedSplineParam4
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    Mode: []
     ParameterBounds: [0., 1.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0
       PreFitValue: 1.0
     SplineInformation:
+      #affects kMaCh3_Other events
       Mode: [9]
+      InterpolationType: Akima
+      SplineName: mysyst4
+    DetID: 985
+    StepScale:
+      MCMC: 0.2
+    Type: Spline
+
+- Systematic:
+    Names:
+      FancyName: BinnedSplineParam5
+    Error: 1.0
+    FlatPrior: True
+    IsFixed: false
+    ParameterBounds: [0., 1.]
+    ParameterGroup: Xsec
+    ParameterValues:
+      Generated: 1.0
+      PreFitValue: 1.0
+    SplineInformation:
+      #affects kMaCh3_CCQE events
+      Mode: [0]
       InterpolationType: Linear
-      SplineName: Spline_1
+      SplineName: mysyst5
     DetID: 985
     StepScale:
       MCMC: 0.2
@@ -121,7 +184,7 @@ Systematics:
       - Func_Param_3: 0.653
     StepScale:
       MCMC: 0.2
-    DetID: 1
+    DetID: 985
     Type: Functional
 
 - Systematic:
@@ -163,7 +226,7 @@ Systematics:
       - Func_Param_3: 0.870
     StepScale:
       MCMC: 0.2
-    DetID: 1
+    DetID: 985
     Type: Functional
 
 - Systematic:
diff --git a/samplePDF/CMakeLists.txt b/samplePDF/CMakeLists.txt
index 2351ab6..f89c755 100755
--- a/samplePDF/CMakeLists.txt
+++ b/samplePDF/CMakeLists.txt
@@ -15,7 +15,7 @@ if(NOT CPU_ONLY)
   set_target_properties(samplePDFTutorial PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
 endif()
 
-target_link_libraries(samplePDFTutorial MaCh3::All)
+target_link_libraries(samplePDFTutorial MaCh3::All BinnedSplinesTutorial)
 
 
 target_include_directories(samplePDFTutorial PUBLIC
diff --git a/samplePDF/StructsTutorial.h b/samplePDF/StructsTutorial.h
index e453c8f..d25d6b4 100755
--- a/samplePDF/StructsTutorial.h
+++ b/samplePDF/StructsTutorial.h
@@ -11,3 +11,103 @@ struct tutorial_base {
   std::vector<double> TrueEnu;
   std::vector<double> Q2;
 };
+
+//Internal MaCh3Modes
+enum MaCh3Mode{
+  kMaCh3_CCQE,
+  kMaCh3_2p2h,
+  kMaCh3_CC1pipm,
+  kMaCh3_CC1pi0,
+  kMaCh3_CCMPi,
+  kMaCh3_CCDIS,
+  kMaCh3_NCQE,
+  kMaCh3_NC1pipm,
+  kMaCh3_NC1pi0,
+  kMaCh3_Other,
+  kMaCh3_nModes
+};
+
+inline MaCh3Mode NuWroModeToMaCh3Mode(int NuWroMode) {
+  MaCh3Mode ReturnMode;
+  switch(std::abs(NuWroMode)){
+    case 1:
+      ReturnMode = kMaCh3_CCQE;
+      break;
+    case 2:
+      ReturnMode = kMaCh3_2p2h;
+      break;
+    case 11:
+    case 12:
+    case 13:
+      ReturnMode = kMaCh3_CC1pipm;
+      break;
+    // CC Multi-Pi
+    case 21:
+      ReturnMode = kMaCh3_CCMPi;
+      break;
+    // CC DIS
+    case 26:
+      ReturnMode = kMaCh3_CCDIS;
+      break;
+    //NC 1pi01n
+    case 31:
+    //NC 1pi01p
+    case 32:
+      ReturnMode = kMaCh3_NC1pi0;
+      break;
+    //NC 1pi-1p
+    case 33:
+    //NC 1pi+1n
+    case 34:
+      ReturnMode = kMaCh3_NC1pipm;
+      break;
+    //NC QE 1p
+    case 51:
+    //NC QE 1n
+    case 52:
+      ReturnMode = kMaCh3_NCQE;
+      break;
+    default:
+      ReturnMode = kMaCh3_Other;
+      break;
+  }
+
+  return ReturnMode;
+};
+
+inline std::string ModeToString(int Mode) {
+  std::string ModeString;
+  switch(Mode){
+    case kMaCh3_CCQE:
+      ModeString = "ccqe";
+      break;
+    case kMaCh3_2p2h:
+      ModeString = "2p2h";
+      break;
+    case kMaCh3_CC1pipm:
+      ModeString = "cc1pipm";
+      break;
+    case kMaCh3_CCMPi:
+      ModeString = "ccmultipi";
+      break;
+    case kMaCh3_CCDIS:
+      ModeString = "ccdis";
+      break;
+    case kMaCh3_NCQE:
+      ModeString = "ncqe";
+      break;
+    case kMaCh3_NC1pi0:
+      ModeString = "nc1pi0";
+      break;
+    case kMaCh3_NC1pipm:
+      ModeString = "nc1pipm";
+      break;
+    case kMaCh3_Other:
+      ModeString = "other";
+      break;
+    default:
+      throw;
+  }
+
+  return ModeString;
+}
diff --git a/samplePDF/samplePDFTutorial.cpp b/samplePDF/samplePDFTutorial.cpp
index 7808165..c37da2e 100755
--- a/samplePDF/samplePDFTutorial.cpp
+++ b/samplePDF/samplePDFTutorial.cpp
@@ -1,4 +1,8 @@
 #include "samplePDF/samplePDFTutorial.h"
+#include <samplePDF/Structs.h>
+#include <splines/splineFDBase.h>
+#include "StructsTutorial.h"
+#include "splines/BinnedSplinesTutorial.h"
 
 samplePDFTutorial::samplePDFTutorial(std::string mc_version_, covarianceXsec* xsec_cov_, covarianceOsc* osc_cov_) : samplePDFFDBase(mc_version_, xsec_cov_, osc_cov_) {
   Initialise();
@@ -20,9 +24,16 @@ void samplePDFTutorial::Init() {
 }
 
 void samplePDFTutorial::SetupSplines() {
-  MACH3LOG_WARN("Not using splines");
+
   SplineHandler = nullptr;
   
+  if(XsecCov->GetNumParamsFromDetID(SampleDetID, SystType::kSpline) > 0){
+    SplineHandler = std::unique_ptr<splineFDBase>(new BinnedSplineTutorial(XsecCov));
+    InitialiseSplineObject();
+  } else {
+    MACH3LOG_WARN("Not using splines");
+  }
+
   return;
 }
 
@@ -116,7 +127,7 @@ int samplePDFTutorial::setupExperimentMC(int iSample) {
     tutobj->TrueEnu[i] = Enu_true;
     tutobj->Q2[i]      = Q2;
     tutobj->Target[i]  = tgt;
-    tutobj->Mode[i]    = Mode;
+    tutobj->Mode[i]    = NuWroModeToMaCh3Mode(Mode);
 
     if (std::abs(PDGLep) == 12 || std::abs(PDGLep) == 14 || std::abs(PDGLep) == 16) {
       tutobj->isNC[i] = true;
diff --git a/samplePDF/samplePDFTutorial.h b/samplePDF/samplePDFTutorial.h
index aba2e53..ca47479 100755
--- a/samplePDF/samplePDFTutorial.h
+++ b/samplePDF/samplePDFTutorial.h
@@ -12,14 +12,14 @@ class samplePDFTutorial : virtual public samplePDFFDBase
   enum KinematicTypes {kTrueNeutrinoEnergy, kTrueQ2};
 
  protected:
-  void Init();
+  void Init() override;
 
   ///@brief Setup our spline file, this calls InitialseSplineObject() under the hood
-  void SetupSplines();
+  void SetupSplines() override;
 
-  void SetupWeightPointers();
+  void SetupWeightPointers() override;
 
-  int setupExperimentMC(int iSample);
+  int setupExperimentMC(int iSample) override;
 
   double ReturnKinematicParameter(KinematicTypes KinPar, int iSample, int iEvent);
   double ReturnKinematicParameter(double KinematicVariable, int iSample, int iEvent) override;
@@ -29,12 +29,12 @@ class samplePDFTutorial : virtual public samplePDFFDBase
   const double* GetPointerToKinematicParameter(std::string KinematicParameter, int iSample, int iEvent) override;
   const double* GetPointerToKinematicParameter(double KinematicVariable, int iSample, int iEvent) override;
 
-  inline int ReturnKinematicParameterFromString(std::string KinematicParameterStr);
-  inline std::string ReturnStringFromKinematicParameter(int KinematicParameterStr);
-  std::vector<double> ReturnKinematicParameterBinning(std::string KinematicParameter);
+  inline int ReturnKinematicParameterFromString(std::string KinematicParameterStr) override;
+  inline std::string ReturnStringFromKinematicParameter(int KinematicParameterStr) override;
+  std::vector<double> ReturnKinematicParameterBinning(std::string KinematicParameter) override;
 
-  void setupFDMC(int iSample);
-  double CalcXsecWeightFunc(int iSample, int iEvent) {(void)iSample; (void)iEvent; return 1.;}
+  void setupFDMC(int iSample) override;
+  M3::float_t CalcXsecWeightFunc(int iSample, int iEvent) override {(void)iSample; (void)iEvent; return 1.;}
 
   std::vector<struct tutorial_base> TutorialSamples;
 };
diff --git a/splines/BinnedSplinesTutorial.cpp b/splines/BinnedSplinesTutorial.cpp
index c6a4d04..ec1c42e 100644
--- a/splines/BinnedSplinesTutorial.cpp
+++ b/splines/BinnedSplinesTutorial.cpp
@@ -1,4 +1,5 @@
 #include "BinnedSplinesTutorial.h"
+#include "manager/MaCh3Modes.h"
 #include "samplePDF/StructsTutorial.h"
 
 
@@ -37,7 +38,7 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
   for (int iOscChan = 0; iOscChan < nOscChannels; iOscChan++) {
     std::cout << "Processing:" << OscChanFileNames[iOscChan] << std::endl;
 
-    TSpline3* mySpline = nullptr;// = new TSpline3();
+    TSpline3* mySpline = new TSpline3();
     TSpline3_red* Spline = nullptr;
     TString Syst, Mode;
     int nKnots, SystNum, ModeNum, Var1Bin, Var2Bin, Var3Bin = _BAD_INT_;
@@ -61,9 +62,11 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
       }
 
       TString FullSplineName = (TString)Key->GetName();
+      std::cout << "FillSplineName is " << FullSplineName << std::endl;
       // First We split into binning and spline name
       TObjArray *tokens = FullSplineName.Tokenize(".");
 
+      std::cout << "Number of tokens is " << tokens->GetEntries() << std::endl;
       /*
        A little hacky but lets us grab both old + new splines
       */
@@ -94,13 +97,14 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
 
       // If the syst doesn't match any of the spline names then skip it
       if (SystNum == -1){
+        std::cout << "COuldn't match!!" << std::endl;
         MACH3LOG_DEBUG("Couldn't Match any systematic name in xsec yaml with spline name: {}" , FullSplineName.Data());
         continue;
       }
 
       ModeNum = -1;
       for (unsigned int iMode = 0; iMode < SplineModeVecs[iSample][SystNum].size(); iMode++) {
-        if (strcmp(Mode, ModeToString(static_cast<MaCh3Mode>(SplineModeVecs[iSample][SystNum][iMode])).c_str()) == 0) {
+        if (strcmp(Mode, ModeToString(SplineModeVecs[iSample][SystNum][iMode]).c_str()) == 0) {
           ModeNum = iMode;
           break;
         }
@@ -116,22 +120,21 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
 
       if (isValidSplineIndex(SampleName, iOscChan, SystNum, ModeNum, Var1Bin, Var2Bin, Var3Bin))
       { // loop over all the spline knots and check their value
+        std::cout << "Pushed back monolith for spline " << FullSplineName << std::endl;
         // if the value is 1 then set the flat bool to false
         nKnots = mySpline->GetNp();
         isFlat = true;
         for (int iKnot = 0; iKnot < nKnots; iKnot++)
+        {
+          mySpline->GetKnot(iKnot, x, y);
+
+          Eval = mySpline->Eval(x);
+          if (Eval < 0.99999 || Eval > 1.00001)
           {
-            //double x = -999;
-            //double y = -999;
-            mySpline->GetKnot(iKnot, x, y);
-
-            Eval = mySpline->Eval(x);
-            if (Eval < 0.99999 || Eval > 1.00001)
-            {
-              isFlat = false;
-              break;
-            }
+            isFlat = false;
+            break;
           }
+        }
 
         //Rather than keeping a mega vector of splines then converting, this should just keep everything nice in memory!
         indexvec[iSample][iOscChan][SystNum][ModeNum][Var1Bin][Var2Bin][Var3Bin]=MonolithIndex;
@@ -143,6 +146,7 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
         } else {
           Spline = new TSpline3_red(mySpline);//, SplineInterpolationTypes[iSample][SystNum]);
           delete mySpline;
+
           splinevec_Monolith.push_back(Spline);
           uniquecoeffindices.push_back(MonolithIndex); //So we can get the unique coefficients and skip flat splines later on!
           CoeffIndex+=nKnots;
diff --git a/splines/CMakeLists.txt b/splines/CMakeLists.txt
new file mode 100644
index 0000000..4e9c53c
--- /dev/null
+++ b/splines/CMakeLists.txt
@@ -0,0 +1,23 @@
+set(HEADERS BinnedSplinesTutorial.h
+)
+
+add_library(BinnedSplinesTutorial SHARED
+    BinnedSplinesTutorial.cpp
+)
+
+set_target_properties(BinnedSplinesTutorial PROPERTIES
+    PUBLIC_HEADER "${HEADERS}"
+    EXPORT_NAME BinnedSplinesTutorial)
+
+target_link_libraries(BinnedSplinesTutorial MaCh3::All)
+
+target_include_directories(BinnedSplinesTutorial PUBLIC
+  $<BUILD_INTERFACE:${CMAKE_CURRENT_LIST_DIR}/../>
+  $<INSTALL_INTERFACE:include>)
+
+install(TARGETS BinnedSplinesTutorial
+        EXPORT mach3tutorial-targets
+        LIBRARY DESTINATION lib/
+        PUBLIC_HEADER DESTINATION include/splines)
+
+      add_library(MaCh3Tutorial::BinnedSplinesTutorial ALIAS BinnedSplinesTutorial)

From 193a86391c781b8b4c9905a0672f2ee0e237030a Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 14:04:56 +0000
Subject: [PATCH 04/15] removing some python checks in the CMakeLists

---
 CMakeLists.txt | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index fa5ba0b..5037d61 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -54,9 +54,6 @@ find_package(MaCh3 QUIET)
 if(NOT DEFINED PYTHON_ENABLED)
   SET(PYTHON_ENABLED false)
   cmessage(STATUS "Python is not enabled!")
-else()
-  cmessage(STATUS "Python is defined as ${PYTHON_ENABLED}")
-  cmessage(STATUS "MaCh3 Python is defined as ${MaCh3_PYTHON_ENABLED}")
 endif()
 
 if(NOT MaCh3_FOUND)
@@ -87,9 +84,6 @@ endif()
 
 #Also check for pybind11
 if(PYTHON_ENABLED)
-  set(PYBIND11_FINDPYTHON ON)
-  set(pybind11_DIR ${MaCh3_DIR}/_deps/pybind11-src/build/lib/pybind11/share/cmake/pybind11/)
-  cmessage(STATUS "I will look for pybind here: ${MaCh3_DIR}/_deps/pybind11-src/build/lib/pybind11/share/cmake/pybind11/")
   find_package(pybind11)
   if(NOT pybind11_FOUND)
     cmessage(STATUS "Did not find pybind11!")

From c444ce1e3cf2c8fdc106db95ec96e82fbd876855 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 14:08:09 +0000
Subject: [PATCH 05/15] Expanding the range to be more inline with how they
 were made

---
 Inputs/SystematicModel.yaml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/Inputs/SystematicModel.yaml b/Inputs/SystematicModel.yaml
index ba4b8ae..8c1ca06 100755
--- a/Inputs/SystematicModel.yaml
+++ b/Inputs/SystematicModel.yaml
@@ -68,7 +68,7 @@ Systematics:
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    ParameterBounds: [0., 1.]
+    ParameterBounds: [0., 2.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0
@@ -89,7 +89,7 @@ Systematics:
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    ParameterBounds: [0., 1.]
+    ParameterBounds: [0., 2.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0
@@ -110,7 +110,7 @@ Systematics:
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    ParameterBounds: [0., 1.]
+    ParameterBounds: [0., 2.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0
@@ -131,7 +131,7 @@ Systematics:
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    ParameterBounds: [0., 1.]
+    ParameterBounds: [0., 2.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0
@@ -152,7 +152,7 @@ Systematics:
     Error: 1.0
     FlatPrior: True
     IsFixed: false
-    ParameterBounds: [0., 1.]
+    ParameterBounds: [0., 2.]
     ParameterGroup: Xsec
     ParameterValues:
       Generated: 1.0

From 7c5729050f8c9c974cc59219421756fdc2ec6900 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 14:39:29 +0000
Subject: [PATCH 06/15] small additional comments to spline script

---
 CIValidations/Scripts/CreateBinnedSplineFile.cpp | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/CIValidations/Scripts/CreateBinnedSplineFile.cpp b/CIValidations/Scripts/CreateBinnedSplineFile.cpp
index 0862937..18e6502 100644
--- a/CIValidations/Scripts/CreateBinnedSplineFile.cpp
+++ b/CIValidations/Scripts/CreateBinnedSplineFile.cpp
@@ -12,6 +12,7 @@ void CreateBinnedSplineFile(){
 
   int nTrueEnergyBins = 5;
   int nXBins = 10;
+  //To make splines in Etrue, x and y change this to be a larger number
   int nYBins = 1;
   double TrueEnergyBins[] = {0., 1.0, 2.0, 3.0, 4.0, 5.0};
   double XBins[] = {0., 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0};
@@ -36,7 +37,6 @@ void CreateBinnedSplineFile(){
   auto OutputFile = std::unique_ptr<TFile>(TFile::Open("BinnedSplinesTutorialInputs.root", "RECREATE"));
 
   //Firstly let's write the dev.tmp.0.0 file which sets the binning
-  // TH3F* BinningHist = new TH3F("dev_tmp.0.0", "dev_tmp.0.0", nTrueEnergyBins, 0, 10, nXBins, 0, 10, nYBins, 0, 10);
   TH3F* BinningHist = new TH3F("dev_tmp.0.0", "dev_tmp.0.0", nTrueEnergyBins, TrueEnergyBins, nXBins, XBins, nYBins, YBins);
 
   for(auto iSyst = 0 ; iSyst < SystematicNames.size() ; ++iSyst){
@@ -57,12 +57,12 @@ void CreateBinnedSplineFile(){
                   // std::cout << "Knot_w is " << knot_w << std::endl;
                   //point number, x-val, y-val
                 }
-                // std::cout << "For knot " << iKnot << "/" << SystematicKnotNumber << " set weight to be " << knot_w << std::endl;
                 graph->SetPoint(iKnot, iKnot, knot_w);
               }
               TSpline3 *Spline = new TSpline3(Form("dev.%s.%s.sp.%i.%i.%i", SystematicNames[iSyst].c_str(), SystematicModeName.c_str(), TrueEnergyBin_i, XBin_i, YBin_i),graph);
               Spline->SetName(Form("dev.%s.%s.sp.%i.%i.%i", SystematicNames[iSyst].c_str(), SystematicModeName.c_str(), TrueEnergyBin_i, XBin_i, YBin_i));
-              Spline->Write(Spline->GetName(), TDirectoryFile::kOverwrite);//, TDirectoryFile::kOverwrite);
+              //This makes things slow but removes many backup-cycles being saved to the file
+              Spline->Write(Spline->GetName(), TDirectoryFile::kOverwrite);
               delete graph;
               delete Spline;
             }

From e51c95df9603cb4a5a2dfa27222add83affe5320 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 15:25:59 +0000
Subject: [PATCH 07/15] updating to remove pybind

---
 CMakeLists.txt | 15 ---------------
 1 file changed, 15 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 07008d6..afa17dd 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -98,21 +98,6 @@ if(MaCh3_VERSION GREATER MaCh3Tutorial_VERSION)
   cmessage(WARNING "MaCh3Tutorial_VERSION (${MaCh3Tutorial_VERSION}) is smaller than MaCh3_VERSION (${MaCh3_VERSION}), this most likely will not work")
 endif()
 
-#Also check for pybind11
-if(PYTHON_ENABLED)
-  find_package(pybind11)
-  if(NOT pybind11_FOUND)
-    cmessage(STATUS "Did not find pybind11!")
-    CPMAddPackage(
-      NAME pybind11
-      VERSION 2.13.5
-      GITHUB_REPOSITORY "pybind/pybind11"
-      GIT_SHALLOW YES
-      GIT_TAG v2.13.5
-    )
-  endif(NOT pybind11_FOUND)
-endif()
-
 CPMAddPackage(
   NAME NuMCMCTools
   GIT_TAG "tags/v1.0.0"

From 0e2a9ff2acacec0a908d94e6f79cb302db617a21 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Thu, 19 Dec 2024 15:49:46 +0000
Subject: [PATCH 08/15] updating the CI file which gets compared to. This has
 now changed due to the addition of the binned splines

---
 CIValidations/TestOutputs/SampleOut.txt | 223545 ++++++++++-----------
 1 file changed, 111770 insertions(+), 111775 deletions(-)

diff --git a/CIValidations/TestOutputs/SampleOut.txt b/CIValidations/TestOutputs/SampleOut.txt
index 2c4aa58..7ef08ae 100644
--- a/CIValidations/TestOutputs/SampleOut.txt
+++ b/CIValidations/TestOutputs/SampleOut.txt
@@ -1,5877 +1,5877 @@
 Info for sample:Tutorial
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-LLH is: 6.6998 using: Poisson test stat
-LLH is: 4.30611 using: BarlowBeeston test stat
-LLH is: 78.6141 using: IceCube test stat
-LLH is: 6.75636 using: Pearson test stat
-LLH is: 4.29526 using: DembinskiAbdelmottele test stat

From ee2ad2a38753642593569f4c33aff6efc59ecd37 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Fri, 20 Dec 2024 11:28:19 +0000
Subject: [PATCH 09/15] removing redeclaration of some functions which
 shouldn't be there

---
 samplePDF/samplePDFTutorial.h | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/samplePDF/samplePDFTutorial.h b/samplePDF/samplePDFTutorial.h
index 7b618ce..6fdc577 100755
--- a/samplePDF/samplePDFTutorial.h
+++ b/samplePDF/samplePDFTutorial.h
@@ -13,6 +13,7 @@ class samplePDFTutorial : virtual public samplePDFFDBase
 
   int ReturnKinematicParameterFromString(std::string KinematicParameterStr) override;
   std::string ReturnStringFromKinematicParameter(int KinematicParameterStr) override;
+  std::vector<double> ReturnKinematicParameterBinning(std::string KinematicParameter) override;
 
  protected:
   void Init() override;
@@ -32,10 +33,6 @@ class samplePDFTutorial : virtual public samplePDFFDBase
   const double* GetPointerToKinematicParameter(std::string KinematicParameter, int iSample, int iEvent) override;
   const double* GetPointerToKinematicParameter(double KinematicVariable, int iSample, int iEvent) override;
 
-  inline int ReturnKinematicParameterFromString(std::string KinematicParameterStr) override;
-  inline std::string ReturnStringFromKinematicParameter(int KinematicParameterStr) override;
-  std::vector<double> ReturnKinematicParameterBinning(std::string KinematicParameter) override;
-
   void setupFDMC(int iSample) override;
   M3::float_t CalcXsecWeightFunc(int iSample, int iEvent) override {(void)iSample; (void)iEvent; return 1.;}
 

From 90adf3cd6104b25d5eb54b6b5a3ee63575b1c126 Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Fri, 20 Dec 2024 11:33:47 +0000
Subject: [PATCH 10/15] removing the event-by-event spline yaml as it's not
 used

---
 Inputs/SplineValidations.yaml | 42 -----------------------------------
 1 file changed, 42 deletions(-)
 delete mode 100755 Inputs/SplineValidations.yaml

diff --git a/Inputs/SplineValidations.yaml b/Inputs/SplineValidations.yaml
deleted file mode 100755
index 56bb7e6..0000000
--- a/Inputs/SplineValidations.yaml
+++ /dev/null
@@ -1,42 +0,0 @@
-Systematics:
- - Systematic:
-     Names:
-       FancyName: Spline_Param_0
-     Error: 0.06
-     FlatPrior: false
-     IsFixed: false
-     Mode: []
-     ParameterBounds: [0.0, 9999]
-     ParameterGroup: Xsec
-     ParameterValues:
-       Generated: 1.21
-       PreFitValue: 1.03
-     SplineInformation:
-       Mode: [0]
-       InterpolationType: TSpline3
-       SplineName: Spline_0
-     DetID: 985
-     StepScale:
-       MCMC: 0.4
-     Type: Spline
-
- - Systematic:
-     Names:
-       FancyName: Spline_Param_1
-     Error: 1.0
-     FlatPrior: True
-     IsFixed: false
-     Mode: []
-     ParameterBounds: [0., 1.]
-     ParameterGroup: Xsec
-     ParameterValues:
-       Generated: 1.0
-       PreFitValue: 1.0
-     SplineInformation:
-       Mode: [9]
-       InterpolationType: Linear
-       SplineName: Spline_1
-     DetID: 1
-     StepScale:
-       MCMC: 0.2
-     Type: Spline

From 8dc590fe92038ecd7abf83ac5a8c5dee7338f3ca Mon Sep 17 00:00:00 2001
From: EdAtkin <edhuthwaite@aol.com>
Date: Tue, 7 Jan 2025 16:35:39 +0000
Subject: [PATCH 11/15] removing check on if python is enabled, this also
 removes using cmessage before the core code is included

---
 CMakeLists.txt | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index afa17dd..11f3041 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -65,12 +65,7 @@ if(NOT DEFINED MaCh3_Branch)
 endif()
 
 #If MaCh3 was sourced find it, otherwise use CPM
-#find_package(MaCh3 QUIET)
-
-if(NOT DEFINED PYTHON_ENABLED)
-  SET(PYTHON_ENABLED false)
-  cmessage(STATUS "Python is not enabled!")
-endif()
+find_package(MaCh3 QUIET)
 
 if(NOT MaCh3_FOUND)
   CPMAddPackage(

From 74ebc0c933cfc67f51350cb8d61b2257a31e0003 Mon Sep 17 00:00:00 2001
From: Kamil Skwarczynski <skwarczynskikamil@gmail.com>
Date: Tue, 7 Jan 2025 20:10:46 +0000
Subject: [PATCH 12/15] will CI work now?

---
 CIValidations/PythonTests/test_fitter_sample_pdf.py | 3 ++-
 CMakeLists.txt                                      | 7 +------
 2 files changed, 3 insertions(+), 7 deletions(-)

diff --git a/CIValidations/PythonTests/test_fitter_sample_pdf.py b/CIValidations/PythonTests/test_fitter_sample_pdf.py
index 12bb452..d06933d 100644
--- a/CIValidations/PythonTests/test_fitter_sample_pdf.py
+++ b/CIValidations/PythonTests/test_fitter_sample_pdf.py
@@ -177,8 +177,9 @@ def reweight(self) -> None:
 def test_sample_pdf(pytestconfig):
     # initialise our main manager object by passing it the yaml config specified on the command line
     man: manager.Manager = manager.Manager(pytestconfig.getoption("config"))
+    #Temporary until binned and event by event splines are the same
+    manager.Manager("General", "Systematics", "XsecCovFile", "CIValidations/PythonTests/pySystematicModel.yaml");
     man.print()
-
     # get the config files
     xsec_cov_names: typing.List[str] = [i.data() for i in man.raw()["General"]["Systematics"]["XsecCovFile"]]
     osc_cov_names: typing.List[str] = [i.data() for i in man.raw()["General"]["Systematics"]["OscCovFile"]]
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 8b2bc18..ba40705 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -63,7 +63,7 @@ if(NOT DEFINED MaCh3_Branch)
 endif()
 
 #If MaCh3 was sourced find it, otherwise use CPM
-find_package(MaCh3 QUIET)
+#find_package(MaCh3 QUIET)
 
 if(NOT MaCh3_FOUND)
 
@@ -124,11 +124,6 @@ add_subdirectory(CIValidations)
 add_subdirectory(Tutorial)
 add_subdirectory(splines)
 add_subdirectory(samplePDF)
-if(PYTHON_ENABLED)
-  cmessage(STATUS "building python folder")
-  set(CMAKE_INSTALL_RPATH "$ORIGIN/../lib")
-  add_subdirectory(python)
-endif()
 
 configure_file(cmake/Templates/setup.MaCh3Tutorial.sh.in "${PROJECT_BINARY_DIR}${CMAKE_FILES_DIRECTORY}/setup.MaCh3Tutorial.sh" @ONLY)
 install(FILES "${PROJECT_BINARY_DIR}${CMAKE_FILES_DIRECTORY}/setup.MaCh3Tutorial.sh" DESTINATION ${CMAKE_INSTALL_PREFIX}/bin)

From 325fa4469fdafa70ffe15057c948f6292b49c1fd Mon Sep 17 00:00:00 2001
From: Kamil Skwarczynski <skwarczynskikamil@gmail.com>
Date: Tue, 7 Jan 2025 20:18:51 +0000
Subject: [PATCH 13/15] terrible hack

---
 .github/workflows/CIPythonValidations.yml           | 3 ++-
 CIValidations/PythonTests/test_fitter_sample_pdf.py | 3 +--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/CIPythonValidations.yml b/.github/workflows/CIPythonValidations.yml
index 83df930..2be2391 100755
--- a/.github/workflows/CIPythonValidations.yml
+++ b/.github/workflows/CIPythonValidations.yml
@@ -38,6 +38,7 @@ jobs:
         source /opt/root/v6-26-10/bin/thisroot.sh
         export PYTHONPATH=$PYTHONPATH:$PWD/python-test-modules/
         export MACH3=$PWD
-        
+        # Temporary until binned and event by event splines are the same
+        grep -rl 'XsecCovFile: \["Inputs/SystematicModel.yaml"' . | xargs sed -i 's|XsecCovFile: \["Inputs/SystematicModel.yaml"|XsecCovFile: ["CIValidations/PythonTests/pySystematicModel.yaml"|g'
         python3 -m pytest --config Inputs/FitterConfig.yaml CIValidations/PythonTests
         
diff --git a/CIValidations/PythonTests/test_fitter_sample_pdf.py b/CIValidations/PythonTests/test_fitter_sample_pdf.py
index d06933d..12bb452 100644
--- a/CIValidations/PythonTests/test_fitter_sample_pdf.py
+++ b/CIValidations/PythonTests/test_fitter_sample_pdf.py
@@ -177,9 +177,8 @@ def reweight(self) -> None:
 def test_sample_pdf(pytestconfig):
     # initialise our main manager object by passing it the yaml config specified on the command line
     man: manager.Manager = manager.Manager(pytestconfig.getoption("config"))
-    #Temporary until binned and event by event splines are the same
-    manager.Manager("General", "Systematics", "XsecCovFile", "CIValidations/PythonTests/pySystematicModel.yaml");
     man.print()
+
     # get the config files
     xsec_cov_names: typing.List[str] = [i.data() for i in man.raw()["General"]["Systematics"]["XsecCovFile"]]
     osc_cov_names: typing.List[str] = [i.data() for i in man.raw()["General"]["Systematics"]["OscCovFile"]]

From 6b73d574d55e55971e4cdc08733eb9e96e95faf8 Mon Sep 17 00:00:00 2001
From: Kamil Skwarczynski <skwarczynskikamil@gmail.com>
Date: Tue, 7 Jan 2025 20:33:08 +0000
Subject: [PATCH 14/15] remove hacks

---
 .github/workflows/CIPythonValidations.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/CIPythonValidations.yml b/.github/workflows/CIPythonValidations.yml
index 2be2391..83df930 100755
--- a/.github/workflows/CIPythonValidations.yml
+++ b/.github/workflows/CIPythonValidations.yml
@@ -38,7 +38,6 @@ jobs:
         source /opt/root/v6-26-10/bin/thisroot.sh
         export PYTHONPATH=$PYTHONPATH:$PWD/python-test-modules/
         export MACH3=$PWD
-        # Temporary until binned and event by event splines are the same
-        grep -rl 'XsecCovFile: \["Inputs/SystematicModel.yaml"' . | xargs sed -i 's|XsecCovFile: \["Inputs/SystematicModel.yaml"|XsecCovFile: ["CIValidations/PythonTests/pySystematicModel.yaml"|g'
+        
         python3 -m pytest --config Inputs/FitterConfig.yaml CIValidations/PythonTests
         

From cc3c773523d66e7e5497a93f1e642a9ee77f6fff Mon Sep 17 00:00:00 2001
From: Kamil Skwarczynski <skwarczynskikamil@gmail.com>
Date: Wed, 8 Jan 2025 07:36:28 +0000
Subject: [PATCH 15/15] update CI inputs

---
 CIValidations/CovarianceValidations.cpp     |    4 +-
 CIValidations/LLHValidation.cpp             |    2 +-
 CIValidations/TestOutputs/CovarianceOut.txt |  226 +++-
 CIValidations/TestOutputs/LLHOut.txt        | 1100 ++++++++++++++-----
 CIValidations/TestOutputs/SampleOut.txt     |    5 +
 splines/BinnedSplinesTutorial.cpp           |   12 +-
 6 files changed, 995 insertions(+), 354 deletions(-)

diff --git a/CIValidations/CovarianceValidations.cpp b/CIValidations/CovarianceValidations.cpp
index 0d8c581..5591fa5 100755
--- a/CIValidations/CovarianceValidations.cpp
+++ b/CIValidations/CovarianceValidations.cpp
@@ -17,7 +17,7 @@ int main(int argc, char *argv[])
   std::vector<std::string> xsecCovMatrixFile = {"Inputs/SystematicModel.yaml"};
   auto xsec = std::make_unique<covarianceXsec>(xsecCovMatrixFile, "xsec_cov");
 
-  std::vector<double> ParProp = {1.05, 0.90, 1.10, 1.05, 0.25, 1.70, 3.20, -1.10, -1.70};
+  std::vector<double> ParProp = {1.05, 0.90, 1.10, 1.05, 1.05, 1.05, 1.05, 1.05, 1.70, 3.20, -1.10, -1.70};
   xsec->setParameters(ParProp);
   xsec->printNominalCurrProp();
 
@@ -148,7 +148,7 @@ std::string yamlContent = R"(
   //KS: Let's make Doctor Wallace proud
   Adapt->initialiseAdaption(AdaptSetting);
 
-  std::vector<double> ParAdapt = {1.05, 0.90, 1.10, 1.05, 0.25, 1.70, 3.20, -1.10, -1.70, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 };
+  std::vector<double> ParAdapt = {1.05, 0.90, 1.10, 1.05, 1.05, 1.05, 1.05, 1.05, 1.70, 3.20, -1.10, -1.70, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 };
   Adapt->setParameters(ParAdapt);
   bool increase = true;
   for(int i = 0; i < 50000; ++i ) {
diff --git a/CIValidations/LLHValidation.cpp b/CIValidations/LLHValidation.cpp
index c6cc76b..d77eb3c 100755
--- a/CIValidations/LLHValidation.cpp
+++ b/CIValidations/LLHValidation.cpp
@@ -20,7 +20,7 @@ int main(int argc, char *argv[])
   }
 
   TFile* file = new TFile("LLH_Test.root", "UPDATE");
-  std::vector<std::string> Names = {"Norm_Param_0", "Norm_Param_1", "Norm_Param_2"};
+  std::vector<std::string> Names = {"Norm_Param_0", "Norm_Param_1", "Norm_Param_2", "BinnedSplineParam1", "BinnedSplineParam2", "BinnedSplineParam3", "BinnedSplineParam4", "BinnedSplineParam5"};
   std::ofstream outFile("LLH.txt");
   for (size_t i = 0; i < Names.size(); ++i) {
     std::string histPath = "Sample_LLH/" + Names[i] + "_sam";
diff --git a/CIValidations/TestOutputs/CovarianceOut.txt b/CIValidations/TestOutputs/CovarianceOut.txt
index 02c5d77..dba81e5 100644
--- a/CIValidations/TestOutputs/CovarianceOut.txt
+++ b/CIValidations/TestOutputs/CovarianceOut.txt
@@ -1,14 +1,14 @@
-Likelihood Xsec=0.40671
+Likelihood Xsec=0.351154
 Found 3 for 1 Params of type Norm
-Found 2 for 1 Params of type Spline
+Found 5 for 1 Params of type Spline
 Found 4 for 1 Params of type Functional
 Found 3 for 1 From GetNormParsFromDetID
 Found 3 for 984 Params of type Norm
-Found 2 for 984 Params of type Spline
-Found 2 for 984 Params of type Functional
+Found 5 for 984 Params of type Spline
+Found 4 for 984 Params of type Functional
 Found 3 for 984 From GetNormParsFromDetID
 Found 3 for 985 Params of type Norm
-Found 2 for 985 Params of type Spline
+Found 5 for 985 Params of type Spline
 Found 4 for 985 Params of type Functional
 Found 3 for 985 From GetNormParsFromDetID
 Inv Cov Matrix for 0 and 0 is equal to=82.6446
@@ -20,6 +20,9 @@ Inv Cov Matrix for 0 and 5 is equal to=-0
 Inv Cov Matrix for 0 and 6 is equal to=-0
 Inv Cov Matrix for 0 and 7 is equal to=-0
 Inv Cov Matrix for 0 and 8 is equal to=-0
+Inv Cov Matrix for 0 and 9 is equal to=-0
+Inv Cov Matrix for 0 and 10 is equal to=-0
+Inv Cov Matrix for 0 and 11 is equal to=-0
 Inv Cov Matrix for 1 and 0 is equal to=0
 Inv Cov Matrix for 1 and 1 is equal to=30.8642
 Inv Cov Matrix for 1 and 2 is equal to=-0
@@ -29,6 +32,9 @@ Inv Cov Matrix for 1 and 5 is equal to=-0
 Inv Cov Matrix for 1 and 6 is equal to=-0
 Inv Cov Matrix for 1 and 7 is equal to=-0
 Inv Cov Matrix for 1 and 8 is equal to=-0
+Inv Cov Matrix for 1 and 9 is equal to=-0
+Inv Cov Matrix for 1 and 10 is equal to=-0
+Inv Cov Matrix for 1 and 11 is equal to=-0
 Inv Cov Matrix for 2 and 0 is equal to=0
 Inv Cov Matrix for 2 and 1 is equal to=0
 Inv Cov Matrix for 2 and 2 is equal to=6.25
@@ -38,15 +44,21 @@ Inv Cov Matrix for 2 and 5 is equal to=-0
 Inv Cov Matrix for 2 and 6 is equal to=-0
 Inv Cov Matrix for 2 and 7 is equal to=-0
 Inv Cov Matrix for 2 and 8 is equal to=-0
+Inv Cov Matrix for 2 and 9 is equal to=-0
+Inv Cov Matrix for 2 and 10 is equal to=-0
+Inv Cov Matrix for 2 and 11 is equal to=-0
 Inv Cov Matrix for 3 and 0 is equal to=0
 Inv Cov Matrix for 3 and 1 is equal to=0
 Inv Cov Matrix for 3 and 2 is equal to=0
-Inv Cov Matrix for 3 and 3 is equal to=277.778
+Inv Cov Matrix for 3 and 3 is equal to=1
 Inv Cov Matrix for 3 and 4 is equal to=-0
 Inv Cov Matrix for 3 and 5 is equal to=-0
 Inv Cov Matrix for 3 and 6 is equal to=-0
 Inv Cov Matrix for 3 and 7 is equal to=-0
 Inv Cov Matrix for 3 and 8 is equal to=-0
+Inv Cov Matrix for 3 and 9 is equal to=-0
+Inv Cov Matrix for 3 and 10 is equal to=-0
+Inv Cov Matrix for 3 and 11 is equal to=-0
 Inv Cov Matrix for 4 and 0 is equal to=0
 Inv Cov Matrix for 4 and 1 is equal to=0
 Inv Cov Matrix for 4 and 2 is equal to=0
@@ -56,42 +68,93 @@ Inv Cov Matrix for 4 and 5 is equal to=-0
 Inv Cov Matrix for 4 and 6 is equal to=-0
 Inv Cov Matrix for 4 and 7 is equal to=-0
 Inv Cov Matrix for 4 and 8 is equal to=-0
+Inv Cov Matrix for 4 and 9 is equal to=-0
+Inv Cov Matrix for 4 and 10 is equal to=-0
+Inv Cov Matrix for 4 and 11 is equal to=-0
 Inv Cov Matrix for 5 and 0 is equal to=0
 Inv Cov Matrix for 5 and 1 is equal to=0
 Inv Cov Matrix for 5 and 2 is equal to=0
 Inv Cov Matrix for 5 and 3 is equal to=0
 Inv Cov Matrix for 5 and 4 is equal to=0
-Inv Cov Matrix for 5 and 5 is equal to=1.43404
-Inv Cov Matrix for 5 and 6 is equal to=-1.3982
-Inv Cov Matrix for 5 and 7 is equal to=-1.37537
-Inv Cov Matrix for 5 and 8 is equal to=1.34794
+Inv Cov Matrix for 5 and 5 is equal to=1
+Inv Cov Matrix for 5 and 6 is equal to=-0
+Inv Cov Matrix for 5 and 7 is equal to=-0
+Inv Cov Matrix for 5 and 8 is equal to=-0
+Inv Cov Matrix for 5 and 9 is equal to=-0
+Inv Cov Matrix for 5 and 10 is equal to=-0
+Inv Cov Matrix for 5 and 11 is equal to=-0
 Inv Cov Matrix for 6 and 0 is equal to=0
 Inv Cov Matrix for 6 and 1 is equal to=0
 Inv Cov Matrix for 6 and 2 is equal to=0
 Inv Cov Matrix for 6 and 3 is equal to=0
 Inv Cov Matrix for 6 and 4 is equal to=0
-Inv Cov Matrix for 6 and 5 is equal to=-1.3982
-Inv Cov Matrix for 6 and 6 is equal to=1.43404
-Inv Cov Matrix for 6 and 7 is equal to=1.34794
-Inv Cov Matrix for 6 and 8 is equal to=-1.37537
+Inv Cov Matrix for 6 and 5 is equal to=0
+Inv Cov Matrix for 6 and 6 is equal to=1
+Inv Cov Matrix for 6 and 7 is equal to=-0
+Inv Cov Matrix for 6 and 8 is equal to=-0
+Inv Cov Matrix for 6 and 9 is equal to=-0
+Inv Cov Matrix for 6 and 10 is equal to=-0
+Inv Cov Matrix for 6 and 11 is equal to=-0
 Inv Cov Matrix for 7 and 0 is equal to=0
 Inv Cov Matrix for 7 and 1 is equal to=0
 Inv Cov Matrix for 7 and 2 is equal to=0
 Inv Cov Matrix for 7 and 3 is equal to=0
 Inv Cov Matrix for 7 and 4 is equal to=0
-Inv Cov Matrix for 7 and 5 is equal to=-1.37537
-Inv Cov Matrix for 7 and 6 is equal to=1.34794
-Inv Cov Matrix for 7 and 7 is equal to=1.43404
-Inv Cov Matrix for 7 and 8 is equal to=-1.3982
+Inv Cov Matrix for 7 and 5 is equal to=0
+Inv Cov Matrix for 7 and 6 is equal to=0
+Inv Cov Matrix for 7 and 7 is equal to=1
+Inv Cov Matrix for 7 and 8 is equal to=-0
+Inv Cov Matrix for 7 and 9 is equal to=-0
+Inv Cov Matrix for 7 and 10 is equal to=-0
+Inv Cov Matrix for 7 and 11 is equal to=-0
 Inv Cov Matrix for 8 and 0 is equal to=0
 Inv Cov Matrix for 8 and 1 is equal to=0
 Inv Cov Matrix for 8 and 2 is equal to=0
 Inv Cov Matrix for 8 and 3 is equal to=0
 Inv Cov Matrix for 8 and 4 is equal to=0
-Inv Cov Matrix for 8 and 5 is equal to=1.34794
-Inv Cov Matrix for 8 and 6 is equal to=-1.37537
-Inv Cov Matrix for 8 and 7 is equal to=-1.3982
+Inv Cov Matrix for 8 and 5 is equal to=0
+Inv Cov Matrix for 8 and 6 is equal to=0
+Inv Cov Matrix for 8 and 7 is equal to=0
 Inv Cov Matrix for 8 and 8 is equal to=1.43404
+Inv Cov Matrix for 8 and 9 is equal to=-1.3982
+Inv Cov Matrix for 8 and 10 is equal to=-1.37537
+Inv Cov Matrix for 8 and 11 is equal to=1.34794
+Inv Cov Matrix for 9 and 0 is equal to=0
+Inv Cov Matrix for 9 and 1 is equal to=0
+Inv Cov Matrix for 9 and 2 is equal to=0
+Inv Cov Matrix for 9 and 3 is equal to=0
+Inv Cov Matrix for 9 and 4 is equal to=0
+Inv Cov Matrix for 9 and 5 is equal to=0
+Inv Cov Matrix for 9 and 6 is equal to=0
+Inv Cov Matrix for 9 and 7 is equal to=0
+Inv Cov Matrix for 9 and 8 is equal to=-1.3982
+Inv Cov Matrix for 9 and 9 is equal to=1.43404
+Inv Cov Matrix for 9 and 10 is equal to=1.34794
+Inv Cov Matrix for 9 and 11 is equal to=-1.37537
+Inv Cov Matrix for 10 and 0 is equal to=0
+Inv Cov Matrix for 10 and 1 is equal to=0
+Inv Cov Matrix for 10 and 2 is equal to=0
+Inv Cov Matrix for 10 and 3 is equal to=0
+Inv Cov Matrix for 10 and 4 is equal to=0
+Inv Cov Matrix for 10 and 5 is equal to=0
+Inv Cov Matrix for 10 and 6 is equal to=0
+Inv Cov Matrix for 10 and 7 is equal to=0
+Inv Cov Matrix for 10 and 8 is equal to=-1.37537
+Inv Cov Matrix for 10 and 9 is equal to=1.34794
+Inv Cov Matrix for 10 and 10 is equal to=1.43404
+Inv Cov Matrix for 10 and 11 is equal to=-1.3982
+Inv Cov Matrix for 11 and 0 is equal to=0
+Inv Cov Matrix for 11 and 1 is equal to=0
+Inv Cov Matrix for 11 and 2 is equal to=0
+Inv Cov Matrix for 11 and 3 is equal to=0
+Inv Cov Matrix for 11 and 4 is equal to=0
+Inv Cov Matrix for 11 and 5 is equal to=0
+Inv Cov Matrix for 11 and 6 is equal to=0
+Inv Cov Matrix for 11 and 7 is equal to=0
+Inv Cov Matrix for 11 and 8 is equal to=1.34794
+Inv Cov Matrix for 11 and 9 is equal to=-1.37537
+Inv Cov Matrix for 11 and 10 is equal to=-1.3982
+Inv Cov Matrix for 11 and 11 is equal to=1.43404
 Throw Matrix for 0 and 0 is equal to=0.11
 Throw Matrix for 0 and 1 is equal to=0
 Throw Matrix for 0 and 2 is equal to=0
@@ -101,6 +164,9 @@ Throw Matrix for 0 and 5 is equal to=0
 Throw Matrix for 0 and 6 is equal to=0
 Throw Matrix for 0 and 7 is equal to=0
 Throw Matrix for 0 and 8 is equal to=0
+Throw Matrix for 0 and 9 is equal to=0
+Throw Matrix for 0 and 10 is equal to=0
+Throw Matrix for 0 and 11 is equal to=0
 Throw Matrix for 1 and 0 is equal to=0
 Throw Matrix for 1 and 1 is equal to=0.18
 Throw Matrix for 1 and 2 is equal to=0
@@ -110,6 +176,9 @@ Throw Matrix for 1 and 5 is equal to=0
 Throw Matrix for 1 and 6 is equal to=0
 Throw Matrix for 1 and 7 is equal to=0
 Throw Matrix for 1 and 8 is equal to=0
+Throw Matrix for 1 and 9 is equal to=0
+Throw Matrix for 1 and 10 is equal to=0
+Throw Matrix for 1 and 11 is equal to=0
 Throw Matrix for 2 and 0 is equal to=0
 Throw Matrix for 2 and 1 is equal to=0
 Throw Matrix for 2 and 2 is equal to=0.4
@@ -119,15 +188,21 @@ Throw Matrix for 2 and 5 is equal to=0
 Throw Matrix for 2 and 6 is equal to=0
 Throw Matrix for 2 and 7 is equal to=0
 Throw Matrix for 2 and 8 is equal to=0
+Throw Matrix for 2 and 9 is equal to=0
+Throw Matrix for 2 and 10 is equal to=0
+Throw Matrix for 2 and 11 is equal to=0
 Throw Matrix for 3 and 0 is equal to=0
 Throw Matrix for 3 and 1 is equal to=0
 Throw Matrix for 3 and 2 is equal to=0
-Throw Matrix for 3 and 3 is equal to=0.06
+Throw Matrix for 3 and 3 is equal to=1
 Throw Matrix for 3 and 4 is equal to=0
 Throw Matrix for 3 and 5 is equal to=0
 Throw Matrix for 3 and 6 is equal to=0
 Throw Matrix for 3 and 7 is equal to=0
 Throw Matrix for 3 and 8 is equal to=0
+Throw Matrix for 3 and 9 is equal to=0
+Throw Matrix for 3 and 10 is equal to=0
+Throw Matrix for 3 and 11 is equal to=0
 Throw Matrix for 4 and 0 is equal to=0
 Throw Matrix for 4 and 1 is equal to=0
 Throw Matrix for 4 and 2 is equal to=0
@@ -137,42 +212,93 @@ Throw Matrix for 4 and 5 is equal to=0
 Throw Matrix for 4 and 6 is equal to=0
 Throw Matrix for 4 and 7 is equal to=0
 Throw Matrix for 4 and 8 is equal to=0
+Throw Matrix for 4 and 9 is equal to=0
+Throw Matrix for 4 and 10 is equal to=0
+Throw Matrix for 4 and 11 is equal to=0
 Throw Matrix for 5 and 0 is equal to=0
 Throw Matrix for 5 and 1 is equal to=0
 Throw Matrix for 5 and 2 is equal to=0
 Throw Matrix for 5 and 3 is equal to=0
 Throw Matrix for 5 and 4 is equal to=0
-Throw Matrix for 5 and 5 is equal to=6
+Throw Matrix for 5 and 5 is equal to=1
 Throw Matrix for 5 and 6 is equal to=0
 Throw Matrix for 5 and 7 is equal to=0
 Throw Matrix for 5 and 8 is equal to=0
+Throw Matrix for 5 and 9 is equal to=0
+Throw Matrix for 5 and 10 is equal to=0
+Throw Matrix for 5 and 11 is equal to=0
 Throw Matrix for 6 and 0 is equal to=0
 Throw Matrix for 6 and 1 is equal to=0
 Throw Matrix for 6 and 2 is equal to=0
 Throw Matrix for 6 and 3 is equal to=0
 Throw Matrix for 6 and 4 is equal to=0
-Throw Matrix for 6 and 5 is equal to=5.22
-Throw Matrix for 6 and 6 is equal to=2.95831
+Throw Matrix for 6 and 5 is equal to=0
+Throw Matrix for 6 and 6 is equal to=1
 Throw Matrix for 6 and 7 is equal to=0
 Throw Matrix for 6 and 8 is equal to=0
+Throw Matrix for 6 and 9 is equal to=0
+Throw Matrix for 6 and 10 is equal to=0
+Throw Matrix for 6 and 11 is equal to=0
 Throw Matrix for 7 and 0 is equal to=0
 Throw Matrix for 7 and 1 is equal to=0
 Throw Matrix for 7 and 2 is equal to=0
 Throw Matrix for 7 and 3 is equal to=0
 Throw Matrix for 7 and 4 is equal to=0
-Throw Matrix for 7 and 5 is equal to=4.668
-Throw Matrix for 7 and 6 is equal to=-0.290355
-Throw Matrix for 7 and 7 is equal to=3.75839
+Throw Matrix for 7 and 5 is equal to=0
+Throw Matrix for 7 and 6 is equal to=0
+Throw Matrix for 7 and 7 is equal to=1
 Throw Matrix for 7 and 8 is equal to=0
+Throw Matrix for 7 and 9 is equal to=0
+Throw Matrix for 7 and 10 is equal to=0
+Throw Matrix for 7 and 11 is equal to=0
 Throw Matrix for 8 and 0 is equal to=0
 Throw Matrix for 8 and 1 is equal to=0
 Throw Matrix for 8 and 2 is equal to=0
 Throw Matrix for 8 and 3 is equal to=0
 Throw Matrix for 8 and 4 is equal to=0
-Throw Matrix for 8 and 5 is equal to=3.918
-Throw Matrix for 8 and 6 is equal to=2.55417
-Throw Matrix for 8 and 7 is equal to=3.66444
-Throw Matrix for 8 and 8 is equal to=0.835062
+Throw Matrix for 8 and 5 is equal to=0
+Throw Matrix for 8 and 6 is equal to=0
+Throw Matrix for 8 and 7 is equal to=0
+Throw Matrix for 8 and 8 is equal to=6
+Throw Matrix for 8 and 9 is equal to=0
+Throw Matrix for 8 and 10 is equal to=0
+Throw Matrix for 8 and 11 is equal to=0
+Throw Matrix for 9 and 0 is equal to=0
+Throw Matrix for 9 and 1 is equal to=0
+Throw Matrix for 9 and 2 is equal to=0
+Throw Matrix for 9 and 3 is equal to=0
+Throw Matrix for 9 and 4 is equal to=0
+Throw Matrix for 9 and 5 is equal to=0
+Throw Matrix for 9 and 6 is equal to=0
+Throw Matrix for 9 and 7 is equal to=0
+Throw Matrix for 9 and 8 is equal to=5.22
+Throw Matrix for 9 and 9 is equal to=2.95831
+Throw Matrix for 9 and 10 is equal to=0
+Throw Matrix for 9 and 11 is equal to=0
+Throw Matrix for 10 and 0 is equal to=0
+Throw Matrix for 10 and 1 is equal to=0
+Throw Matrix for 10 and 2 is equal to=0
+Throw Matrix for 10 and 3 is equal to=0
+Throw Matrix for 10 and 4 is equal to=0
+Throw Matrix for 10 and 5 is equal to=0
+Throw Matrix for 10 and 6 is equal to=0
+Throw Matrix for 10 and 7 is equal to=0
+Throw Matrix for 10 and 8 is equal to=4.668
+Throw Matrix for 10 and 9 is equal to=-0.290355
+Throw Matrix for 10 and 10 is equal to=3.75839
+Throw Matrix for 10 and 11 is equal to=0
+Throw Matrix for 11 and 0 is equal to=0
+Throw Matrix for 11 and 1 is equal to=0
+Throw Matrix for 11 and 2 is equal to=0
+Throw Matrix for 11 and 3 is equal to=0
+Throw Matrix for 11 and 4 is equal to=0
+Throw Matrix for 11 and 5 is equal to=0
+Throw Matrix for 11 and 6 is equal to=0
+Throw Matrix for 11 and 7 is equal to=0
+Throw Matrix for 11 and 8 is equal to=3.918
+Throw Matrix for 11 and 9 is equal to=2.55417
+Throw Matrix for 11 and 10 is equal to=3.66444
+Throw Matrix for 11 and 11 is equal to=0.835062
 Random number for 0 is equal to=0
 Random number for 1 is equal to=0.001
 Random number for 2 is equal to=0.002
@@ -182,34 +308,46 @@ Random number for 5 is equal to=0.005
 Random number for 6 is equal to=0.006
 Random number for 7 is equal to=0.007
 Random number for 8 is equal to=0.008
+Random number for 9 is equal to=0.009
+Random number for 10 is equal to=0.01
+Random number for 11 is equal to=0.011
 Corr Throws for 0 is equal to=0
 Corr Throws for 1 is equal to=0.00018
 Corr Throws for 2 is equal to=0.0008
-Corr Throws for 3 is equal to=0.00018
+Corr Throws for 3 is equal to=0.003
 Corr Throws for 4 is equal to=0.004
-Corr Throws for 5 is equal to=0.03
-Corr Throws for 6 is equal to=0.0438499
-Corr Throws for 7 is equal to=0.0479066
-Corr Throws for 8 is equal to=0.0672466
+Corr Throws for 5 is equal to=0.005
+Corr Throws for 6 is equal to=0.006
+Corr Throws for 7 is equal to=0.007
+Corr Throws for 8 is equal to=0.048
+Corr Throws for 9 is equal to=0.0683848
+Corr Throws for 10 is equal to=0.0723147
+Corr Throws for 11 is equal to=0.100162
 Indv Step Scale for param 0 is equal to=0.2
 Indv Step Scale for param 1 is equal to=0.2
 Indv Step Scale for param 2 is equal to=0.2
-Indv Step Scale for param 3 is equal to=0.4
+Indv Step Scale for param 3 is equal to=0.2
 Indv Step Scale for param 4 is equal to=0.2
 Indv Step Scale for param 5 is equal to=0.2
 Indv Step Scale for param 6 is equal to=0.2
 Indv Step Scale for param 7 is equal to=0.2
 Indv Step Scale for param 8 is equal to=0.2
+Indv Step Scale for param 9 is equal to=0.2
+Indv Step Scale for param 10 is equal to=0.2
+Indv Step Scale for param 11 is equal to=0.2
 Global Step Scale is equal to=1
 Proposed Step for param 0 is equal to=1.05
 Proposed Step for param 1 is equal to=0.900036
 Proposed Step for param 2 is equal to=1.10016
-Proposed Step for param 3 is equal to=1.05007
-Proposed Step for param 4 is equal to=0.2508
-Proposed Step for param 5 is equal to=1.706
-Proposed Step for param 6 is equal to=3.20877
-Proposed Step for param 7 is equal to=-1.09042
-Proposed Step for param 8 is equal to=-1.68655
+Proposed Step for param 3 is equal to=1.0506
+Proposed Step for param 4 is equal to=1.0508
+Proposed Step for param 5 is equal to=1.051
+Proposed Step for param 6 is equal to=1.0512
+Proposed Step for param 7 is equal to=1.0514
+Proposed Step for param 8 is equal to=1.7096
+Proposed Step for param 9 is equal to=3.21368
+Proposed Step for param 10 is equal to=-1.08554
+Proposed Step for param 11 is equal to=-1.67997
 Eigen Value 0 = 0.0239541
 Eigen Value 1 = 0.0074135
 Eigen Value 2 = 0.00428009
diff --git a/CIValidations/TestOutputs/LLHOut.txt b/CIValidations/TestOutputs/LLHOut.txt
index e8223d0..576c9dc 100644
--- a/CIValidations/TestOutputs/LLHOut.txt
+++ b/CIValidations/TestOutputs/LLHOut.txt
@@ -1,300 +1,800 @@
-Dial Norm_Param_0 bin = 1 content = 7.68151
-Dial Norm_Param_0 bin = 2 content = 7.37291
-Dial Norm_Param_0 bin = 3 content = 7.0707
-Dial Norm_Param_0 bin = 4 content = 6.77487
-Dial Norm_Param_0 bin = 5 content = 6.48541
-Dial Norm_Param_0 bin = 6 content = 6.20232
-Dial Norm_Param_0 bin = 7 content = 5.9256
-Dial Norm_Param_0 bin = 8 content = 5.65525
-Dial Norm_Param_0 bin = 9 content = 5.39125
-Dial Norm_Param_0 bin = 10 content = 5.13361
-Dial Norm_Param_0 bin = 11 content = 4.88233
-Dial Norm_Param_0 bin = 12 content = 4.6374
-Dial Norm_Param_0 bin = 13 content = 4.39881
-Dial Norm_Param_0 bin = 14 content = 4.16657
-Dial Norm_Param_0 bin = 15 content = 3.94066
-Dial Norm_Param_0 bin = 16 content = 3.72109
-Dial Norm_Param_0 bin = 17 content = 3.50786
-Dial Norm_Param_0 bin = 18 content = 3.30095
-Dial Norm_Param_0 bin = 19 content = 3.10037
-Dial Norm_Param_0 bin = 20 content = 2.90611
-Dial Norm_Param_0 bin = 21 content = 2.71817
-Dial Norm_Param_0 bin = 22 content = 2.53654
-Dial Norm_Param_0 bin = 23 content = 2.36123
-Dial Norm_Param_0 bin = 24 content = 2.19222
-Dial Norm_Param_0 bin = 25 content = 2.02952
-Dial Norm_Param_0 bin = 26 content = 1.87312
-Dial Norm_Param_0 bin = 27 content = 1.72301
-Dial Norm_Param_0 bin = 28 content = 1.5792
-Dial Norm_Param_0 bin = 29 content = 1.44168
-Dial Norm_Param_0 bin = 30 content = 1.31045
-Dial Norm_Param_0 bin = 31 content = 1.1855
-Dial Norm_Param_0 bin = 32 content = 1.06683
-Dial Norm_Param_0 bin = 33 content = 0.954443
-Dial Norm_Param_0 bin = 34 content = 0.848325
-Dial Norm_Param_0 bin = 35 content = 0.748476
-Dial Norm_Param_0 bin = 36 content = 0.654894
-Dial Norm_Param_0 bin = 37 content = 0.567574
-Dial Norm_Param_0 bin = 38 content = 0.486514
-Dial Norm_Param_0 bin = 39 content = 0.41171
-Dial Norm_Param_0 bin = 40 content = 0.343159
-Dial Norm_Param_0 bin = 41 content = 0.280856
-Dial Norm_Param_0 bin = 42 content = 0.224799
-Dial Norm_Param_0 bin = 43 content = 0.174985
-Dial Norm_Param_0 bin = 44 content = 0.131409
-Dial Norm_Param_0 bin = 45 content = 0.0940685
-Dial Norm_Param_0 bin = 46 content = 0.06296
-Dial Norm_Param_0 bin = 47 content = 0.0380799
-Dial Norm_Param_0 bin = 48 content = 0.019425
-Dial Norm_Param_0 bin = 49 content = 0.00699171
-Dial Norm_Param_0 bin = 50 content = 0.000776715
-Dial Norm_Param_0 bin = 51 content = 0.000776573
-Dial Norm_Param_0 bin = 52 content = 0.00698788
-Dial Norm_Param_0 bin = 53 content = 0.0194072
-Dial Norm_Param_0 bin = 54 content = 0.0380313
-Dial Norm_Param_0 bin = 55 content = 0.0628565
-Dial Norm_Param_0 bin = 56 content = 0.0938796
-Dial Norm_Param_0 bin = 57 content = 0.131097
-Dial Norm_Param_0 bin = 58 content = 0.174506
-Dial Norm_Param_0 bin = 59 content = 0.224102
-Dial Norm_Param_0 bin = 60 content = 0.279883
-Dial Norm_Param_0 bin = 61 content = 0.341845
-Dial Norm_Param_0 bin = 62 content = 0.409984
-Dial Norm_Param_0 bin = 63 content = 0.484297
-Dial Norm_Param_0 bin = 64 content = 0.564781
-Dial Norm_Param_0 bin = 65 content = 0.651433
-Dial Norm_Param_0 bin = 66 content = 0.744249
-Dial Norm_Param_0 bin = 67 content = 0.843225
-Dial Norm_Param_0 bin = 68 content = 0.948359
-Dial Norm_Param_0 bin = 69 content = 1.05965
-Dial Norm_Param_0 bin = 70 content = 1.17709
-Dial Norm_Param_0 bin = 71 content = 1.30067
-Dial Norm_Param_0 bin = 72 content = 1.4304
-Dial Norm_Param_0 bin = 73 content = 1.56627
-Dial Norm_Param_0 bin = 74 content = 1.70828
-Dial Norm_Param_0 bin = 75 content = 1.85642
-Dial Norm_Param_0 bin = 76 content = 2.01069
-Dial Norm_Param_0 bin = 77 content = 2.17109
-Dial Norm_Param_0 bin = 78 content = 2.33762
-Dial Norm_Param_0 bin = 79 content = 2.51026
-Dial Norm_Param_0 bin = 80 content = 2.68902
-Dial Norm_Param_0 bin = 81 content = 2.8739
-Dial Norm_Param_0 bin = 82 content = 3.06488
-Dial Norm_Param_0 bin = 83 content = 3.26198
-Dial Norm_Param_0 bin = 84 content = 3.46517
-Dial Norm_Param_0 bin = 85 content = 3.67447
-Dial Norm_Param_0 bin = 86 content = 3.88987
-Dial Norm_Param_0 bin = 87 content = 4.11136
-Dial Norm_Param_0 bin = 88 content = 4.33894
-Dial Norm_Param_0 bin = 89 content = 4.57261
-Dial Norm_Param_0 bin = 90 content = 4.81236
-Dial Norm_Param_0 bin = 91 content = 5.05819
-Dial Norm_Param_0 bin = 92 content = 5.3101
-Dial Norm_Param_0 bin = 93 content = 5.56809
-Dial Norm_Param_0 bin = 94 content = 5.83214
-Dial Norm_Param_0 bin = 95 content = 6.10227
-Dial Norm_Param_0 bin = 96 content = 6.37846
-Dial Norm_Param_0 bin = 97 content = 6.66071
-Dial Norm_Param_0 bin = 98 content = 6.94901
-Dial Norm_Param_0 bin = 99 content = 7.24338
-Dial Norm_Param_0 bin = 100 content = 7.54379
-Dial Norm_Param_1 bin = 1 content = 10.0072
-Dial Norm_Param_1 bin = 2 content = 9.605
-Dial Norm_Param_1 bin = 3 content = 9.21112
-Dial Norm_Param_1 bin = 4 content = 8.82557
-Dial Norm_Param_1 bin = 5 content = 8.44834
-Dial Norm_Param_1 bin = 6 content = 8.07942
-Dial Norm_Param_1 bin = 7 content = 7.71881
-Dial Norm_Param_1 bin = 8 content = 7.3665
-Dial Norm_Param_1 bin = 9 content = 7.02249
-Dial Norm_Param_1 bin = 10 content = 6.68677
-Dial Norm_Param_1 bin = 11 content = 6.35935
-Dial Norm_Param_1 bin = 12 content = 6.0402
-Dial Norm_Param_1 bin = 13 content = 5.72934
-Dial Norm_Param_1 bin = 14 content = 5.42674
-Dial Norm_Param_1 bin = 15 content = 5.13242
-Dial Norm_Param_1 bin = 16 content = 4.84636
-Dial Norm_Param_1 bin = 17 content = 4.56855
-Dial Norm_Param_1 bin = 18 content = 4.299
-Dial Norm_Param_1 bin = 19 content = 4.0377
-Dial Norm_Param_1 bin = 20 content = 3.78464
-Dial Norm_Param_1 bin = 21 content = 3.53982
-Dial Norm_Param_1 bin = 22 content = 3.30323
-Dial Norm_Param_1 bin = 23 content = 3.07487
-Dial Norm_Param_1 bin = 24 content = 2.85473
-Dial Norm_Param_1 bin = 25 content = 2.64281
-Dial Norm_Param_1 bin = 26 content = 2.4391
-Dial Norm_Param_1 bin = 27 content = 2.2436
-Dial Norm_Param_1 bin = 28 content = 2.0563
-Dial Norm_Param_1 bin = 29 content = 1.8772
-Dial Norm_Param_1 bin = 30 content = 1.70629
-Dial Norm_Param_1 bin = 31 content = 1.54357
-Dial Norm_Param_1 bin = 32 content = 1.38904
-Dial Norm_Param_1 bin = 33 content = 1.24268
-Dial Norm_Param_1 bin = 34 content = 1.10449
-Dial Norm_Param_1 bin = 35 content = 0.974473
-Dial Norm_Param_1 bin = 36 content = 0.852619
-Dial Norm_Param_1 bin = 37 content = 0.738922
-Dial Norm_Param_1 bin = 38 content = 0.633379
-Dial Norm_Param_1 bin = 39 content = 0.535984
-Dial Norm_Param_1 bin = 40 content = 0.446732
-Dial Norm_Param_1 bin = 41 content = 0.365618
-Dial Norm_Param_1 bin = 42 content = 0.292638
-Dial Norm_Param_1 bin = 43 content = 0.227787
-Dial Norm_Param_1 bin = 44 content = 0.171059
-Dial Norm_Param_1 bin = 45 content = 0.122449
-Dial Norm_Param_1 bin = 46 content = 0.0819536
-Dial Norm_Param_1 bin = 47 content = 0.0495669
-Dial Norm_Param_1 bin = 48 content = 0.0252841
-Dial Norm_Param_1 bin = 49 content = 0.00910046
-Dial Norm_Param_1 bin = 50 content = 0.00101096
-Dial Norm_Param_1 bin = 51 content = 0.00101076
-Dial Norm_Param_1 bin = 52 content = 0.00909497
-Dial Norm_Param_1 bin = 53 content = 0.0252587
-Dial Norm_Param_1 bin = 54 content = 0.0494972
-Dial Norm_Param_1 bin = 55 content = 0.0818054
-Dial Norm_Param_1 bin = 56 content = 0.122179
-Dial Norm_Param_1 bin = 57 content = 0.170612
-Dial Norm_Param_1 bin = 58 content = 0.2271
-Dial Norm_Param_1 bin = 59 content = 0.291639
-Dial Norm_Param_1 bin = 60 content = 0.364224
-Dial Norm_Param_1 bin = 61 content = 0.444849
-Dial Norm_Param_1 bin = 62 content = 0.53351
-Dial Norm_Param_1 bin = 63 content = 0.630202
-Dial Norm_Param_1 bin = 64 content = 0.734921
-Dial Norm_Param_1 bin = 65 content = 0.84766
-Dial Norm_Param_1 bin = 66 content = 0.968417
-Dial Norm_Param_1 bin = 67 content = 1.09718
-Dial Norm_Param_1 bin = 68 content = 1.23396
-Dial Norm_Param_1 bin = 69 content = 1.37874
-Dial Norm_Param_1 bin = 70 content = 1.53151
-Dial Norm_Param_1 bin = 71 content = 1.69228
-Dial Norm_Param_1 bin = 72 content = 1.86103
-Dial Norm_Param_1 bin = 73 content = 2.03777
-Dial Norm_Param_1 bin = 74 content = 2.22249
-Dial Norm_Param_1 bin = 75 content = 2.41518
-Dial Norm_Param_1 bin = 76 content = 2.61584
-Dial Norm_Param_1 bin = 77 content = 2.82446
-Dial Norm_Param_1 bin = 78 content = 3.04104
-Dial Norm_Param_1 bin = 79 content = 3.26558
-Dial Norm_Param_1 bin = 80 content = 3.49806
-Dial Norm_Param_1 bin = 81 content = 3.73849
-Dial Norm_Param_1 bin = 82 content = 3.98686
-Dial Norm_Param_1 bin = 83 content = 4.24317
-Dial Norm_Param_1 bin = 84 content = 4.5074
-Dial Norm_Param_1 bin = 85 content = 4.77957
-Dial Norm_Param_1 bin = 86 content = 5.05965
-Dial Norm_Param_1 bin = 87 content = 5.34765
-Dial Norm_Param_1 bin = 88 content = 5.64356
-Dial Norm_Param_1 bin = 89 content = 5.94738
-Dial Norm_Param_1 bin = 90 content = 6.2591
-Dial Norm_Param_1 bin = 91 content = 6.57872
-Dial Norm_Param_1 bin = 92 content = 6.90623
-Dial Norm_Param_1 bin = 93 content = 7.24163
-Dial Norm_Param_1 bin = 94 content = 7.58492
-Dial Norm_Param_1 bin = 95 content = 7.93608
-Dial Norm_Param_1 bin = 96 content = 8.29511
-Dial Norm_Param_1 bin = 97 content = 8.66202
-Dial Norm_Param_1 bin = 98 content = 9.03679
-Dial Norm_Param_1 bin = 99 content = 9.41942
-Dial Norm_Param_1 bin = 100 content = 9.80991
-Dial Norm_Param_2 bin = 1 content = 8.31891
-Dial Norm_Param_2 bin = 2 content = 7.98468
-Dial Norm_Param_2 bin = 3 content = 7.65735
-Dial Norm_Param_2 bin = 4 content = 7.33694
-Dial Norm_Param_2 bin = 5 content = 7.02344
-Dial Norm_Param_2 bin = 6 content = 6.71683
-Dial Norm_Param_2 bin = 7 content = 6.41713
-Dial Norm_Param_2 bin = 8 content = 6.12432
-Dial Norm_Param_2 bin = 9 content = 5.8384
-Dial Norm_Param_2 bin = 10 content = 5.55937
-Dial Norm_Param_2 bin = 11 content = 5.28722
-Dial Norm_Param_2 bin = 12 content = 5.02196
-Dial Norm_Param_2 bin = 13 content = 4.76356
-Dial Norm_Param_2 bin = 14 content = 4.51204
-Dial Norm_Param_2 bin = 15 content = 4.26738
-Dial Norm_Param_2 bin = 16 content = 4.02959
-Dial Norm_Param_2 bin = 17 content = 3.79866
-Dial Norm_Param_2 bin = 18 content = 3.57458
-Dial Norm_Param_2 bin = 19 content = 3.35736
-Dial Norm_Param_2 bin = 20 content = 3.14698
-Dial Norm_Param_2 bin = 21 content = 2.94345
-Dial Norm_Param_2 bin = 22 content = 2.74676
-Dial Norm_Param_2 bin = 23 content = 2.5569
-Dial Norm_Param_2 bin = 24 content = 2.37388
-Dial Norm_Param_2 bin = 25 content = 2.19769
-Dial Norm_Param_2 bin = 26 content = 2.02832
-Dial Norm_Param_2 bin = 27 content = 1.86577
-Dial Norm_Param_2 bin = 28 content = 1.71003
-Dial Norm_Param_2 bin = 29 content = 1.56111
-Dial Norm_Param_2 bin = 30 content = 1.419
-Dial Norm_Param_2 bin = 31 content = 1.2837
-Dial Norm_Param_2 bin = 32 content = 1.1552
-Dial Norm_Param_2 bin = 33 content = 1.03349
-Dial Norm_Param_2 bin = 34 content = 0.91858
-Dial Norm_Param_2 bin = 35 content = 0.810458
-Dial Norm_Param_2 bin = 36 content = 0.709123
-Dial Norm_Param_2 bin = 37 content = 0.61457
-Dial Norm_Param_2 bin = 38 content = 0.526796
-Dial Norm_Param_2 bin = 39 content = 0.445796
-Dial Norm_Param_2 bin = 40 content = 0.371568
-Dial Norm_Param_2 bin = 41 content = 0.304106
-Dial Norm_Param_2 bin = 42 content = 0.243407
-Dial Norm_Param_2 bin = 43 content = 0.189468
-Dial Norm_Param_2 bin = 44 content = 0.142285
-Dial Norm_Param_2 bin = 45 content = 0.101854
-Dial Norm_Param_2 bin = 46 content = 0.0681703
-Dial Norm_Param_2 bin = 47 content = 0.0412311
-Dial Norm_Param_2 bin = 48 content = 0.0210323
-Dial Norm_Param_2 bin = 49 content = 0.00757021
-Dial Norm_Param_2 bin = 50 content = 0.000840977
-Dial Norm_Param_2 bin = 51 content = 0.00084082
-Dial Norm_Param_2 bin = 52 content = 0.00756596
-Dial Norm_Param_2 bin = 53 content = 0.0210126
-Dial Norm_Param_2 bin = 54 content = 0.041177
-Dial Norm_Param_2 bin = 55 content = 0.0680554
-Dial Norm_Param_2 bin = 56 content = 0.101644
-Dial Norm_Param_2 bin = 57 content = 0.141939
-Dial Norm_Param_2 bin = 58 content = 0.188937
-Dial Norm_Param_2 bin = 59 content = 0.242633
-Dial Norm_Param_2 bin = 60 content = 0.303025
-Dial Norm_Param_2 bin = 61 content = 0.370108
-Dial Norm_Param_2 bin = 62 content = 0.443879
-Dial Norm_Param_2 bin = 63 content = 0.524334
-Dial Norm_Param_2 bin = 64 content = 0.611469
-Dial Norm_Param_2 bin = 65 content = 0.70528
-Dial Norm_Param_2 bin = 66 content = 0.805764
-Dial Norm_Param_2 bin = 67 content = 0.912917
-Dial Norm_Param_2 bin = 68 content = 1.02674
-Dial Norm_Param_2 bin = 69 content = 1.14722
-Dial Norm_Param_2 bin = 70 content = 1.27435
-Dial Norm_Param_2 bin = 71 content = 1.40814
-Dial Norm_Param_2 bin = 72 content = 1.54859
-Dial Norm_Param_2 bin = 73 content = 1.69567
-Dial Norm_Param_2 bin = 74 content = 1.84941
-Dial Norm_Param_2 bin = 75 content = 2.00978
-Dial Norm_Param_2 bin = 76 content = 2.17678
-Dial Norm_Param_2 bin = 77 content = 2.35042
-Dial Norm_Param_2 bin = 78 content = 2.53069
-Dial Norm_Param_2 bin = 79 content = 2.71758
-Dial Norm_Param_2 bin = 80 content = 2.91109
-Dial Norm_Param_2 bin = 81 content = 3.11122
-Dial Norm_Param_2 bin = 82 content = 3.31796
-Dial Norm_Param_2 bin = 83 content = 3.53131
-Dial Norm_Param_2 bin = 84 content = 3.75127
-Dial Norm_Param_2 bin = 85 content = 3.97783
-Dial Norm_Param_2 bin = 86 content = 4.21099
-Dial Norm_Param_2 bin = 87 content = 4.45074
-Dial Norm_Param_2 bin = 88 content = 4.69708
-Dial Norm_Param_2 bin = 89 content = 4.95002
-Dial Norm_Param_2 bin = 90 content = 5.20953
-Dial Norm_Param_2 bin = 91 content = 5.47563
-Dial Norm_Param_2 bin = 92 content = 5.7483
-Dial Norm_Param_2 bin = 93 content = 6.02755
-Dial Norm_Param_2 bin = 94 content = 6.31336
-Dial Norm_Param_2 bin = 95 content = 6.60574
-Dial Norm_Param_2 bin = 96 content = 6.90469
-Dial Norm_Param_2 bin = 97 content = 7.21019
-Dial Norm_Param_2 bin = 98 content = 7.52225
-Dial Norm_Param_2 bin = 99 content = 7.84085
-Dial Norm_Param_2 bin = 100 content = 8.16601
+Dial Norm_Param_0 bin = 1 content = 1.60222
+Dial Norm_Param_0 bin = 2 content = 1.53791
+Dial Norm_Param_0 bin = 3 content = 1.47493
+Dial Norm_Param_0 bin = 4 content = 1.41328
+Dial Norm_Param_0 bin = 5 content = 1.35295
+Dial Norm_Param_0 bin = 6 content = 1.29394
+Dial Norm_Param_0 bin = 7 content = 1.23626
+Dial Norm_Param_0 bin = 8 content = 1.17991
+Dial Norm_Param_0 bin = 9 content = 1.12487
+Dial Norm_Param_0 bin = 10 content = 1.07116
+Dial Norm_Param_0 bin = 11 content = 1.01877
+Dial Norm_Param_0 bin = 12 content = 0.967696
+Dial Norm_Param_0 bin = 13 content = 0.917946
+Dial Norm_Param_0 bin = 14 content = 0.869516
+Dial Norm_Param_0 bin = 15 content = 0.822405
+Dial Norm_Param_0 bin = 16 content = 0.776612
+Dial Norm_Param_0 bin = 17 content = 0.732138
+Dial Norm_Param_0 bin = 18 content = 0.688981
+Dial Norm_Param_0 bin = 19 content = 0.647141
+Dial Norm_Param_0 bin = 20 content = 0.606617
+Dial Norm_Param_0 bin = 21 content = 0.567409
+Dial Norm_Param_0 bin = 22 content = 0.529516
+Dial Norm_Param_0 bin = 23 content = 0.492938
+Dial Norm_Param_0 bin = 24 content = 0.457674
+Dial Norm_Param_0 bin = 25 content = 0.423723
+Dial Norm_Param_0 bin = 26 content = 0.391085
+Dial Norm_Param_0 bin = 27 content = 0.359759
+Dial Norm_Param_0 bin = 28 content = 0.329745
+Dial Norm_Param_0 bin = 29 content = 0.301042
+Dial Norm_Param_0 bin = 30 content = 0.27365
+Dial Norm_Param_0 bin = 31 content = 0.247568
+Dial Norm_Param_0 bin = 32 content = 0.222796
+Dial Norm_Param_0 bin = 33 content = 0.199332
+Dial Norm_Param_0 bin = 34 content = 0.177176
+Dial Norm_Param_0 bin = 35 content = 0.156329
+Dial Norm_Param_0 bin = 36 content = 0.136788
+Dial Norm_Param_0 bin = 37 content = 0.118554
+Dial Norm_Param_0 bin = 38 content = 0.101627
+Dial Norm_Param_0 bin = 39 content = 0.0860045
+Dial Norm_Param_0 bin = 40 content = 0.0716872
+Dial Norm_Param_0 bin = 41 content = 0.0586743
+Dial Norm_Param_0 bin = 42 content = 0.0469652
+Dial Norm_Param_0 bin = 43 content = 0.0365593
+Dial Norm_Param_0 bin = 44 content = 0.0274562
+Dial Norm_Param_0 bin = 45 content = 0.0196552
+Dial Norm_Param_0 bin = 46 content = 0.0131557
+Dial Norm_Param_0 bin = 47 content = 0.00795724
+Dial Norm_Param_0 bin = 48 content = 0.00405924
+Dial Norm_Param_0 bin = 49 content = 0.00146112
+Dial Norm_Param_0 bin = 50 content = 0.000162323
+Dial Norm_Param_0 bin = 51 content = 0.0001623
+Dial Norm_Param_0 bin = 52 content = 0.00146049
+Dial Norm_Param_0 bin = 53 content = 0.00405633
+Dial Norm_Param_0 bin = 54 content = 0.00794926
+Dial Norm_Param_0 bin = 55 content = 0.0131387
+Dial Norm_Param_0 bin = 56 content = 0.0196242
+Dial Norm_Param_0 bin = 57 content = 0.0274051
+Dial Norm_Param_0 bin = 58 content = 0.0364808
+Dial Norm_Param_0 bin = 59 content = 0.0468509
+Dial Norm_Param_0 bin = 60 content = 0.0585147
+Dial Norm_Param_0 bin = 61 content = 0.0714718
+Dial Norm_Param_0 bin = 62 content = 0.0857215
+Dial Norm_Param_0 bin = 63 content = 0.101263
+Dial Norm_Param_0 bin = 64 content = 0.118097
+Dial Norm_Param_0 bin = 65 content = 0.136221
+Dial Norm_Param_0 bin = 66 content = 0.155636
+Dial Norm_Param_0 bin = 67 content = 0.17634
+Dial Norm_Param_0 bin = 68 content = 0.198334
+Dial Norm_Param_0 bin = 69 content = 0.221617
+Dial Norm_Param_0 bin = 70 content = 0.246188
+Dial Norm_Param_0 bin = 71 content = 0.272047
+Dial Norm_Param_0 bin = 72 content = 0.299193
+Dial Norm_Param_0 bin = 73 content = 0.327625
+Dial Norm_Param_0 bin = 74 content = 0.357344
+Dial Norm_Param_0 bin = 75 content = 0.388348
+Dial Norm_Param_0 bin = 76 content = 0.420637
+Dial Norm_Param_0 bin = 77 content = 0.45421
+Dial Norm_Param_0 bin = 78 content = 0.489067
+Dial Norm_Param_0 bin = 79 content = 0.525208
+Dial Norm_Param_0 bin = 80 content = 0.562631
+Dial Norm_Param_0 bin = 81 content = 0.601336
+Dial Norm_Param_0 bin = 82 content = 0.641324
+Dial Norm_Param_0 bin = 83 content = 0.682592
+Dial Norm_Param_0 bin = 84 content = 0.725141
+Dial Norm_Param_0 bin = 85 content = 0.76897
+Dial Norm_Param_0 bin = 86 content = 0.814078
+Dial Norm_Param_0 bin = 87 content = 0.860465
+Dial Norm_Param_0 bin = 88 content = 0.908131
+Dial Norm_Param_0 bin = 89 content = 0.957075
+Dial Norm_Param_0 bin = 90 content = 1.0073
+Dial Norm_Param_0 bin = 91 content = 1.05879
+Dial Norm_Param_0 bin = 92 content = 1.11157
+Dial Norm_Param_0 bin = 93 content = 1.16562
+Dial Norm_Param_0 bin = 94 content = 1.22094
+Dial Norm_Param_0 bin = 95 content = 1.27754
+Dial Norm_Param_0 bin = 96 content = 1.33542
+Dial Norm_Param_0 bin = 97 content = 1.39456
+Dial Norm_Param_0 bin = 98 content = 1.45498
+Dial Norm_Param_0 bin = 99 content = 1.51668
+Dial Norm_Param_0 bin = 100 content = 1.57964
+Dial Norm_Param_1 bin = 1 content = 1.1003
+Dial Norm_Param_1 bin = 2 content = 1.05619
+Dial Norm_Param_1 bin = 3 content = 1.01299
+Dial Norm_Param_1 bin = 4 content = 0.97069
+Dial Norm_Param_1 bin = 5 content = 0.929298
+Dial Norm_Param_1 bin = 6 content = 0.888813
+Dial Norm_Param_1 bin = 7 content = 0.849233
+Dial Norm_Param_1 bin = 8 content = 0.810558
+Dial Norm_Param_1 bin = 9 content = 0.772788
+Dial Norm_Param_1 bin = 10 content = 0.735923
+Dial Norm_Param_1 bin = 11 content = 0.699962
+Dial Norm_Param_1 bin = 12 content = 0.664905
+Dial Norm_Param_1 bin = 13 content = 0.630752
+Dial Norm_Param_1 bin = 14 content = 0.597503
+Dial Norm_Param_1 bin = 15 content = 0.565157
+Dial Norm_Param_1 bin = 16 content = 0.533714
+Dial Norm_Param_1 bin = 17 content = 0.503174
+Dial Norm_Param_1 bin = 18 content = 0.473536
+Dial Norm_Param_1 bin = 19 content = 0.444801
+Dial Norm_Param_1 bin = 20 content = 0.416967
+Dial Norm_Param_1 bin = 21 content = 0.390036
+Dial Norm_Param_1 bin = 22 content = 0.364006
+Dial Norm_Param_1 bin = 23 content = 0.338877
+Dial Norm_Param_1 bin = 24 content = 0.314649
+Dial Norm_Param_1 bin = 25 content = 0.291322
+Dial Norm_Param_1 bin = 26 content = 0.268895
+Dial Norm_Param_1 bin = 27 content = 0.247369
+Dial Norm_Param_1 bin = 28 content = 0.226742
+Dial Norm_Param_1 bin = 29 content = 0.207015
+Dial Norm_Param_1 bin = 30 content = 0.188188
+Dial Norm_Param_1 bin = 31 content = 0.170259
+Dial Norm_Param_1 bin = 32 content = 0.15323
+Dial Norm_Param_1 bin = 33 content = 0.137099
+Dial Norm_Param_1 bin = 34 content = 0.121866
+Dial Norm_Param_1 bin = 35 content = 0.107532
+Dial Norm_Param_1 bin = 36 content = 0.0940953
+Dial Norm_Param_1 bin = 37 content = 0.0815563
+Dial Norm_Param_1 bin = 38 content = 0.0699147
+Dial Norm_Param_1 bin = 39 content = 0.0591701
+Dial Norm_Param_1 bin = 40 content = 0.0493223
+Dial Norm_Param_1 bin = 41 content = 0.040371
+Dial Norm_Param_1 bin = 42 content = 0.0323161
+Dial Norm_Param_1 bin = 43 content = 0.0251572
+Dial Norm_Param_1 bin = 44 content = 0.018894
+Dial Norm_Param_1 bin = 45 content = 0.0135264
+Dial Norm_Param_1 bin = 46 content = 0.00905397
+Dial Norm_Param_1 bin = 47 content = 0.00547656
+Dial Norm_Param_1 bin = 48 content = 0.0027939
+Dial Norm_Param_1 bin = 49 content = 0.00100571
+Dial Norm_Param_1 bin = 50 content = 0.000111734
+Dial Norm_Param_1 bin = 51 content = 0.000111724
+Dial Norm_Param_1 bin = 52 content = 0.00100542
+Dial Norm_Param_1 bin = 53 content = 0.00279255
+Dial Norm_Param_1 bin = 54 content = 0.00547288
+Dial Norm_Param_1 bin = 55 content = 0.00904614
+Dial Norm_Param_1 bin = 56 content = 0.0135121
+Dial Norm_Param_1 bin = 57 content = 0.0188704
+Dial Norm_Param_1 bin = 58 content = 0.0251209
+Dial Norm_Param_1 bin = 59 content = 0.0322633
+Dial Norm_Param_1 bin = 60 content = 0.0402974
+Dial Norm_Param_1 bin = 61 content = 0.0492228
+Dial Norm_Param_1 bin = 62 content = 0.0590394
+Dial Norm_Param_1 bin = 63 content = 0.0697469
+Dial Norm_Param_1 bin = 64 content = 0.081345
+Dial Norm_Param_1 bin = 65 content = 0.0938334
+Dial Norm_Param_1 bin = 66 content = 0.107212
+Dial Norm_Param_1 bin = 67 content = 0.12148
+Dial Norm_Param_1 bin = 68 content = 0.136638
+Dial Norm_Param_1 bin = 69 content = 0.152686
+Dial Norm_Param_1 bin = 70 content = 0.169622
+Dial Norm_Param_1 bin = 71 content = 0.187447
+Dial Norm_Param_1 bin = 72 content = 0.206161
+Dial Norm_Param_1 bin = 73 content = 0.225763
+Dial Norm_Param_1 bin = 74 content = 0.246254
+Dial Norm_Param_1 bin = 75 content = 0.267632
+Dial Norm_Param_1 bin = 76 content = 0.289897
+Dial Norm_Param_1 bin = 77 content = 0.31305
+Dial Norm_Param_1 bin = 78 content = 0.33709
+Dial Norm_Param_1 bin = 79 content = 0.362017
+Dial Norm_Param_1 bin = 80 content = 0.38783
+Dial Norm_Param_1 bin = 81 content = 0.41453
+Dial Norm_Param_1 bin = 82 content = 0.442116
+Dial Norm_Param_1 bin = 83 content = 0.470587
+Dial Norm_Param_1 bin = 84 content = 0.499944
+Dial Norm_Param_1 bin = 85 content = 0.530186
+Dial Norm_Param_1 bin = 86 content = 0.561313
+Dial Norm_Param_1 bin = 87 content = 0.593325
+Dial Norm_Param_1 bin = 88 content = 0.626222
+Dial Norm_Param_1 bin = 89 content = 0.660003
+Dial Norm_Param_1 bin = 90 content = 0.694667
+Dial Norm_Param_1 bin = 91 content = 0.730216
+Dial Norm_Param_1 bin = 92 content = 0.766648
+Dial Norm_Param_1 bin = 93 content = 0.803963
+Dial Norm_Param_1 bin = 94 content = 0.842162
+Dial Norm_Param_1 bin = 95 content = 0.881243
+Dial Norm_Param_1 bin = 96 content = 0.921206
+Dial Norm_Param_1 bin = 97 content = 0.962052
+Dial Norm_Param_1 bin = 98 content = 1.00378
+Dial Norm_Param_1 bin = 99 content = 1.04639
+Dial Norm_Param_1 bin = 100 content = 1.08988
+Dial Norm_Param_2 bin = 1 content = 0.0166399
+Dial Norm_Param_2 bin = 2 content = 0.0159741
+Dial Norm_Param_2 bin = 3 content = 0.015322
+Dial Norm_Param_2 bin = 4 content = 0.0146835
+Dial Norm_Param_2 bin = 5 content = 0.0140586
+Dial Norm_Param_2 bin = 6 content = 0.0134473
+Dial Norm_Param_2 bin = 7 content = 0.0128495
+Dial Norm_Param_2 bin = 8 content = 0.0122654
+Dial Norm_Param_2 bin = 9 content = 0.0116949
+Dial Norm_Param_2 bin = 10 content = 0.0111379
+Dial Norm_Param_2 bin = 11 content = 0.0105946
+Dial Norm_Param_2 bin = 12 content = 0.0100648
+Dial Norm_Param_2 bin = 13 content = 0.00954866
+Dial Norm_Param_2 bin = 14 content = 0.00904608
+Dial Norm_Param_2 bin = 15 content = 0.0085571
+Dial Norm_Param_2 bin = 16 content = 0.00808171
+Dial Norm_Param_2 bin = 17 content = 0.0076199
+Dial Norm_Param_2 bin = 18 content = 0.00717169
+Dial Norm_Param_2 bin = 19 content = 0.00673707
+Dial Norm_Param_2 bin = 20 content = 0.00631604
+Dial Norm_Param_2 bin = 21 content = 0.00590859
+Dial Norm_Param_2 bin = 22 content = 0.00551474
+Dial Norm_Param_2 bin = 23 content = 0.00513447
+Dial Norm_Param_2 bin = 24 content = 0.00476779
+Dial Norm_Param_2 bin = 25 content = 0.00441469
+Dial Norm_Param_2 bin = 26 content = 0.00407519
+Dial Norm_Param_2 bin = 27 content = 0.00374927
+Dial Norm_Param_2 bin = 28 content = 0.00343693
+Dial Norm_Param_2 bin = 29 content = 0.00313818
+Dial Norm_Param_2 bin = 30 content = 0.00285301
+Dial Norm_Param_2 bin = 31 content = 0.00258143
+Dial Norm_Param_2 bin = 32 content = 0.00232343
+Dial Norm_Param_2 bin = 33 content = 0.00207901
+Dial Norm_Param_2 bin = 34 content = 0.00184818
+Dial Norm_Param_2 bin = 35 content = 0.00163093
+Dial Norm_Param_2 bin = 36 content = 0.00142726
+Dial Norm_Param_2 bin = 37 content = 0.00123717
+Dial Norm_Param_2 bin = 38 content = 0.00106066
+Dial Norm_Param_2 bin = 39 content = 0.000897732
+Dial Norm_Param_2 bin = 40 content = 0.000748384
+Dial Norm_Param_2 bin = 41 content = 0.000612616
+Dial Norm_Param_2 bin = 42 content = 0.000490427
+Dial Norm_Param_2 bin = 43 content = 0.000381816
+Dial Norm_Param_2 bin = 44 content = 0.000286783
+Dial Norm_Param_2 bin = 45 content = 0.000205327
+Dial Norm_Param_2 bin = 46 content = 0.000137449
+Dial Norm_Param_2 bin = 47 content = 8.31472e-05
+Dial Norm_Param_2 bin = 48 content = 4.24216e-05
+Dial Norm_Param_2 bin = 49 content = 1.52716e-05
+Dial Norm_Param_2 bin = 50 content = 1.69682e-06
+Dial Norm_Param_2 bin = 51 content = 1.69681e-06
+Dial Norm_Param_2 bin = 52 content = 1.52711e-05
+Dial Norm_Param_2 bin = 53 content = 4.24191e-05
+Dial Norm_Param_2 bin = 54 content = 8.31406e-05
+Dial Norm_Param_2 bin = 55 content = 0.000137435
+Dial Norm_Param_2 bin = 56 content = 0.000205302
+Dial Norm_Param_2 bin = 57 content = 0.00028674
+Dial Norm_Param_2 bin = 58 content = 0.000381751
+Dial Norm_Param_2 bin = 59 content = 0.000490332
+Dial Norm_Param_2 bin = 60 content = 0.000612484
+Dial Norm_Param_2 bin = 61 content = 0.000748206
+Dial Norm_Param_2 bin = 62 content = 0.000897497
+Dial Norm_Param_2 bin = 63 content = 0.00106036
+Dial Norm_Param_2 bin = 64 content = 0.00123679
+Dial Norm_Param_2 bin = 65 content = 0.00142679
+Dial Norm_Param_2 bin = 66 content = 0.00163035
+Dial Norm_Param_2 bin = 67 content = 0.00184748
+Dial Norm_Param_2 bin = 68 content = 0.00207818
+Dial Norm_Param_2 bin = 69 content = 0.00232245
+Dial Norm_Param_2 bin = 70 content = 0.00258028
+Dial Norm_Param_2 bin = 71 content = 0.00285168
+Dial Norm_Param_2 bin = 72 content = 0.00313664
+Dial Norm_Param_2 bin = 73 content = 0.00343517
+Dial Norm_Param_2 bin = 74 content = 0.00374726
+Dial Norm_Param_2 bin = 75 content = 0.00407292
+Dial Norm_Param_2 bin = 76 content = 0.00441213
+Dial Norm_Param_2 bin = 77 content = 0.00476491
+Dial Norm_Param_2 bin = 78 content = 0.00513126
+Dial Norm_Param_2 bin = 79 content = 0.00551116
+Dial Norm_Param_2 bin = 80 content = 0.00590463
+Dial Norm_Param_2 bin = 81 content = 0.00631165
+Dial Norm_Param_2 bin = 82 content = 0.00673224
+Dial Norm_Param_2 bin = 83 content = 0.00716639
+Dial Norm_Param_2 bin = 84 content = 0.0076141
+Dial Norm_Param_2 bin = 85 content = 0.00807536
+Dial Norm_Param_2 bin = 86 content = 0.00855019
+Dial Norm_Param_2 bin = 87 content = 0.00903857
+Dial Norm_Param_2 bin = 88 content = 0.00954051
+Dial Norm_Param_2 bin = 89 content = 0.010056
+Dial Norm_Param_2 bin = 90 content = 0.0105851
+Dial Norm_Param_2 bin = 91 content = 0.0111277
+Dial Norm_Param_2 bin = 92 content = 0.0116838
+Dial Norm_Param_2 bin = 93 content = 0.0122536
+Dial Norm_Param_2 bin = 94 content = 0.0128368
+Dial Norm_Param_2 bin = 95 content = 0.0134337
+Dial Norm_Param_2 bin = 96 content = 0.014044
+Dial Norm_Param_2 bin = 97 content = 0.014668
+Dial Norm_Param_2 bin = 98 content = 0.0153055
+Dial Norm_Param_2 bin = 99 content = 0.0159565
+Dial Norm_Param_2 bin = 100 content = 0.0166211
+Dial BinnedSplineParam1 bin = 1 content = 13986.9
+Dial BinnedSplineParam1 bin = 2 content = 13204.1
+Dial BinnedSplineParam1 bin = 3 content = 12452.2
+Dial BinnedSplineParam1 bin = 4 content = 11730.3
+Dial BinnedSplineParam1 bin = 5 content = 11037.7
+Dial BinnedSplineParam1 bin = 6 content = 10373.5
+Dial BinnedSplineParam1 bin = 7 content = 9737.19
+Dial BinnedSplineParam1 bin = 8 content = 9127.92
+Dial BinnedSplineParam1 bin = 9 content = 8545.03
+Dial BinnedSplineParam1 bin = 10 content = 7987.87
+Dial BinnedSplineParam1 bin = 11 content = 7455.77
+Dial BinnedSplineParam1 bin = 12 content = 6948.1
+Dial BinnedSplineParam1 bin = 13 content = 6464.23
+Dial BinnedSplineParam1 bin = 14 content = 6003.52
+Dial BinnedSplineParam1 bin = 15 content = 5565.39
+Dial BinnedSplineParam1 bin = 16 content = 5149.21
+Dial BinnedSplineParam1 bin = 17 content = 4754.39
+Dial BinnedSplineParam1 bin = 18 content = 4380.35
+Dial BinnedSplineParam1 bin = 19 content = 4026.49
+Dial BinnedSplineParam1 bin = 20 content = 3692.24
+Dial BinnedSplineParam1 bin = 21 content = 3377.01
+Dial BinnedSplineParam1 bin = 22 content = 3080.23
+Dial BinnedSplineParam1 bin = 23 content = 2801.34
+Dial BinnedSplineParam1 bin = 24 content = 2539.76
+Dial BinnedSplineParam1 bin = 25 content = 2294.92
+Dial BinnedSplineParam1 bin = 26 content = 2066.26
+Dial BinnedSplineParam1 bin = 27 content = 1853.21
+Dial BinnedSplineParam1 bin = 28 content = 1655.22
+Dial BinnedSplineParam1 bin = 29 content = 1471.72
+Dial BinnedSplineParam1 bin = 30 content = 1302.15
+Dial BinnedSplineParam1 bin = 31 content = 1145.95
+Dial BinnedSplineParam1 bin = 32 content = 1002.57
+Dial BinnedSplineParam1 bin = 33 content = 871.46
+Dial BinnedSplineParam1 bin = 34 content = 752.06
+Dial BinnedSplineParam1 bin = 35 content = 643.822
+Dial BinnedSplineParam1 bin = 36 content = 546.2
+Dial BinnedSplineParam1 bin = 37 content = 458.652
+Dial BinnedSplineParam1 bin = 38 content = 380.639
+Dial BinnedSplineParam1 bin = 39 content = 311.625
+Dial BinnedSplineParam1 bin = 40 content = 251.083
+Dial BinnedSplineParam1 bin = 41 content = 198.488
+Dial BinnedSplineParam1 bin = 42 content = 153.324
+Dial BinnedSplineParam1 bin = 43 content = 115.082
+Dial BinnedSplineParam1 bin = 44 content = 83.2612
+Dial BinnedSplineParam1 bin = 45 content = 57.369
+Dial BinnedSplineParam1 bin = 46 content = 36.924
+Dial BinnedSplineParam1 bin = 47 content = 21.4554
+Dial BinnedSplineParam1 bin = 48 content = 10.5045
+Dial BinnedSplineParam1 bin = 49 content = 3.62524
+Dial BinnedSplineParam1 bin = 50 content = 0.385753
+Dial BinnedSplineParam1 bin = 51 content = 0.369039
+Dial BinnedSplineParam1 bin = 52 content = 3.17406
+Dial BinnedSplineParam1 bin = 53 content = 8.41675
+Dial BinnedSplineParam1 bin = 54 content = 15.731
+Dial BinnedSplineParam1 bin = 55 content = 24.7696
+Dial BinnedSplineParam1 bin = 56 content = 35.2054
+Dial BinnedSplineParam1 bin = 57 content = 46.7316
+Dial BinnedSplineParam1 bin = 58 content = 59.0636
+Dial BinnedSplineParam1 bin = 59 content = 70.4435
+Dial BinnedSplineParam1 bin = 60 content = 76.6064
+Dial BinnedSplineParam1 bin = 61 content = 83.1184
+Dial BinnedSplineParam1 bin = 62 content = 89.9442
+Dial BinnedSplineParam1 bin = 63 content = 97.057
+Dial BinnedSplineParam1 bin = 64 content = 104.439
+Dial BinnedSplineParam1 bin = 65 content = 112.079
+Dial BinnedSplineParam1 bin = 66 content = 119.976
+Dial BinnedSplineParam1 bin = 67 content = 128.135
+Dial BinnedSplineParam1 bin = 68 content = 136.57
+Dial BinnedSplineParam1 bin = 69 content = 145.303
+Dial BinnedSplineParam1 bin = 70 content = 154.361
+Dial BinnedSplineParam1 bin = 71 content = 163.779
+Dial BinnedSplineParam1 bin = 72 content = 173.6
+Dial BinnedSplineParam1 bin = 73 content = 183.872
+Dial BinnedSplineParam1 bin = 74 content = 194.65
+Dial BinnedSplineParam1 bin = 75 content = 205.993
+Dial BinnedSplineParam1 bin = 76 content = 217.968
+Dial BinnedSplineParam1 bin = 77 content = 230.647
+Dial BinnedSplineParam1 bin = 78 content = 244.105
+Dial BinnedSplineParam1 bin = 79 content = 258.424
+Dial BinnedSplineParam1 bin = 80 content = 268.474
+Dial BinnedSplineParam1 bin = 81 content = 277.755
+Dial BinnedSplineParam1 bin = 82 content = 288.451
+Dial BinnedSplineParam1 bin = 83 content = 300.872
+Dial BinnedSplineParam1 bin = 84 content = 315.344
+Dial BinnedSplineParam1 bin = 85 content = 332.209
+Dial BinnedSplineParam1 bin = 86 content = 351.822
+Dial BinnedSplineParam1 bin = 87 content = 374.549
+Dial BinnedSplineParam1 bin = 88 content = 400.768
+Dial BinnedSplineParam1 bin = 89 content = 430.869
+Dial BinnedSplineParam1 bin = 90 content = 465.248
+Dial BinnedSplineParam1 bin = 91 content = 504.31
+Dial BinnedSplineParam1 bin = 92 content = 548.467
+Dial BinnedSplineParam1 bin = 93 content = 598.135
+Dial BinnedSplineParam1 bin = 94 content = 653.735
+Dial BinnedSplineParam1 bin = 95 content = 715.693
+Dial BinnedSplineParam1 bin = 96 content = 784.435
+Dial BinnedSplineParam1 bin = 97 content = 860.389
+Dial BinnedSplineParam1 bin = 98 content = 943.983
+Dial BinnedSplineParam1 bin = 99 content = 1035.65
+Dial BinnedSplineParam1 bin = 100 content = 1135.81
+Dial BinnedSplineParam2 bin = 1 content = 2313.98
+Dial BinnedSplineParam2 bin = 2 content = 2142.35
+Dial BinnedSplineParam2 bin = 3 content = 1982.37
+Dial BinnedSplineParam2 bin = 4 content = 1833.54
+Dial BinnedSplineParam2 bin = 5 content = 1695.32
+Dial BinnedSplineParam2 bin = 6 content = 1567.2
+Dial BinnedSplineParam2 bin = 7 content = 1448.65
+Dial BinnedSplineParam2 bin = 8 content = 1339.16
+Dial BinnedSplineParam2 bin = 9 content = 1238.23
+Dial BinnedSplineParam2 bin = 10 content = 1145.33
+Dial BinnedSplineParam2 bin = 11 content = 1059.99
+Dial BinnedSplineParam2 bin = 12 content = 981.694
+Dial BinnedSplineParam2 bin = 13 content = 909.977
+Dial BinnedSplineParam2 bin = 14 content = 844.362
+Dial BinnedSplineParam2 bin = 15 content = 784.386
+Dial BinnedSplineParam2 bin = 16 content = 729.602
+Dial BinnedSplineParam2 bin = 17 content = 679.573
+Dial BinnedSplineParam2 bin = 18 content = 633.876
+Dial BinnedSplineParam2 bin = 19 content = 592.105
+Dial BinnedSplineParam2 bin = 20 content = 553.868
+Dial BinnedSplineParam2 bin = 21 content = 518.793
+Dial BinnedSplineParam2 bin = 22 content = 486.523
+Dial BinnedSplineParam2 bin = 23 content = 456.722
+Dial BinnedSplineParam2 bin = 24 content = 429.075
+Dial BinnedSplineParam2 bin = 25 content = 403.286
+Dial BinnedSplineParam2 bin = 26 content = 379.083
+Dial BinnedSplineParam2 bin = 27 content = 356.215
+Dial BinnedSplineParam2 bin = 28 content = 334.455
+Dial BinnedSplineParam2 bin = 29 content = 313.601
+Dial BinnedSplineParam2 bin = 30 content = 293.474
+Dial BinnedSplineParam2 bin = 31 content = 273.922
+Dial BinnedSplineParam2 bin = 32 content = 254.817
+Dial BinnedSplineParam2 bin = 33 content = 236.06
+Dial BinnedSplineParam2 bin = 34 content = 217.574
+Dial BinnedSplineParam2 bin = 35 content = 199.314
+Dial BinnedSplineParam2 bin = 36 content = 181.257
+Dial BinnedSplineParam2 bin = 37 content = 163.41
+Dial BinnedSplineParam2 bin = 38 content = 145.804
+Dial BinnedSplineParam2 bin = 39 content = 128.499
+Dial BinnedSplineParam2 bin = 40 content = 111.581
+Dial BinnedSplineParam2 bin = 41 content = 95.1604
+Dial BinnedSplineParam2 bin = 42 content = 79.3747
+Dial BinnedSplineParam2 bin = 43 content = 64.3862
+Dial BinnedSplineParam2 bin = 44 content = 50.3815
+Dial BinnedSplineParam2 bin = 45 content = 37.5711
+Dial BinnedSplineParam2 bin = 46 content = 26.1889
+Dial BinnedSplineParam2 bin = 47 content = 16.4907
+Dial BinnedSplineParam2 bin = 48 content = 8.7543
+Dial BinnedSplineParam2 bin = 49 content = 3.27767
+Dial BinnedSplineParam2 bin = 50 content = 0.378575
+Dial BinnedSplineParam2 bin = 51 content = 0.393325
+Dial BinnedSplineParam2 bin = 52 content = 3.67581
+Dial BinnedSplineParam2 bin = 53 content = 10.5964
+Dial BinnedSplineParam2 bin = 54 content = 21.5409
+Dial BinnedSplineParam2 bin = 55 content = 36.9094
+Dial BinnedSplineParam2 bin = 56 content = 57.1151
+Dial BinnedSplineParam2 bin = 57 content = 82.5833
+Dial BinnedSplineParam2 bin = 58 content = 113.75
+Dial BinnedSplineParam2 bin = 59 content = 151.062
+Dial BinnedSplineParam2 bin = 60 content = 194.974
+Dial BinnedSplineParam2 bin = 61 content = 245.949
+Dial BinnedSplineParam2 bin = 62 content = 304.454
+Dial BinnedSplineParam2 bin = 63 content = 370.966
+Dial BinnedSplineParam2 bin = 64 content = 445.964
+Dial BinnedSplineParam2 bin = 65 content = 529.931
+Dial BinnedSplineParam2 bin = 66 content = 623.353
+Dial BinnedSplineParam2 bin = 67 content = 726.717
+Dial BinnedSplineParam2 bin = 68 content = 840.512
+Dial BinnedSplineParam2 bin = 69 content = 965.227
+Dial BinnedSplineParam2 bin = 70 content = 1101.35
+Dial BinnedSplineParam2 bin = 71 content = 1249.37
+Dial BinnedSplineParam2 bin = 72 content = 1409.77
+Dial BinnedSplineParam2 bin = 73 content = 1583.03
+Dial BinnedSplineParam2 bin = 74 content = 1769.64
+Dial BinnedSplineParam2 bin = 75 content = 1970.07
+Dial BinnedSplineParam2 bin = 76 content = 2184.78
+Dial BinnedSplineParam2 bin = 77 content = 2414.25
+Dial BinnedSplineParam2 bin = 78 content = 2658.95
+Dial BinnedSplineParam2 bin = 79 content = 2919.32
+Dial BinnedSplineParam2 bin = 80 content = 3195.81
+Dial BinnedSplineParam2 bin = 81 content = 3488.87
+Dial BinnedSplineParam2 bin = 82 content = 3798.95
+Dial BinnedSplineParam2 bin = 83 content = 4126.46
+Dial BinnedSplineParam2 bin = 84 content = 4471.84
+Dial BinnedSplineParam2 bin = 85 content = 4835.5
+Dial BinnedSplineParam2 bin = 86 content = 5217.85
+Dial BinnedSplineParam2 bin = 87 content = 5619.29
+Dial BinnedSplineParam2 bin = 88 content = 6040.22
+Dial BinnedSplineParam2 bin = 89 content = 6481.03
+Dial BinnedSplineParam2 bin = 90 content = 6942.1
+Dial BinnedSplineParam2 bin = 91 content = 7423.79
+Dial BinnedSplineParam2 bin = 92 content = 7926.47
+Dial BinnedSplineParam2 bin = 93 content = 8450.5
+Dial BinnedSplineParam2 bin = 94 content = 8996.22
+Dial BinnedSplineParam2 bin = 95 content = 9563.98
+Dial BinnedSplineParam2 bin = 96 content = 10154.1
+Dial BinnedSplineParam2 bin = 97 content = 10766.9
+Dial BinnedSplineParam2 bin = 98 content = 11402.8
+Dial BinnedSplineParam2 bin = 99 content = 12061.9
+Dial BinnedSplineParam2 bin = 100 content = 12744.7
+Dial BinnedSplineParam3 bin = 1 content = 1013.66
+Dial BinnedSplineParam3 bin = 2 content = 945.265
+Dial BinnedSplineParam3 bin = 3 content = 880.734
+Dial BinnedSplineParam3 bin = 4 content = 819.875
+Dial BinnedSplineParam3 bin = 5 content = 762.507
+Dial BinnedSplineParam3 bin = 6 content = 708.457
+Dial BinnedSplineParam3 bin = 7 content = 657.563
+Dial BinnedSplineParam3 bin = 8 content = 609.667
+Dial BinnedSplineParam3 bin = 9 content = 564.622
+Dial BinnedSplineParam3 bin = 10 content = 522.286
+Dial BinnedSplineParam3 bin = 11 content = 482.525
+Dial BinnedSplineParam3 bin = 12 content = 445.209
+Dial BinnedSplineParam3 bin = 13 content = 410.216
+Dial BinnedSplineParam3 bin = 14 content = 377.429
+Dial BinnedSplineParam3 bin = 15 content = 346.736
+Dial BinnedSplineParam3 bin = 16 content = 318.029
+Dial BinnedSplineParam3 bin = 17 content = 291.207
+Dial BinnedSplineParam3 bin = 18 content = 266.17
+Dial BinnedSplineParam3 bin = 19 content = 242.827
+Dial BinnedSplineParam3 bin = 20 content = 221.086
+Dial BinnedSplineParam3 bin = 21 content = 200.864
+Dial BinnedSplineParam3 bin = 22 content = 182.077
+Dial BinnedSplineParam3 bin = 23 content = 164.647
+Dial BinnedSplineParam3 bin = 24 content = 148.5
+Dial BinnedSplineParam3 bin = 25 content = 133.564
+Dial BinnedSplineParam3 bin = 26 content = 119.77
+Dial BinnedSplineParam3 bin = 27 content = 107.054
+Dial BinnedSplineParam3 bin = 28 content = 95.3525
+Dial BinnedSplineParam3 bin = 29 content = 84.606
+Dial BinnedSplineParam3 bin = 30 content = 74.7578
+Dial BinnedSplineParam3 bin = 31 content = 65.7537
+Dial BinnedSplineParam3 bin = 32 content = 57.5419
+Dial BinnedSplineParam3 bin = 33 content = 50.0734
+Dial BinnedSplineParam3 bin = 34 content = 43.3014
+Dial BinnedSplineParam3 bin = 35 content = 37.1814
+Dial BinnedSplineParam3 bin = 36 content = 31.6715
+Dial BinnedSplineParam3 bin = 37 content = 26.7318
+Dial BinnedSplineParam3 bin = 38 content = 22.3244
+Dial BinnedSplineParam3 bin = 39 content = 18.414
+Dial BinnedSplineParam3 bin = 40 content = 14.9669
+Dial BinnedSplineParam3 bin = 41 content = 11.9517
+Dial BinnedSplineParam3 bin = 42 content = 9.33895
+Dial BinnedSplineParam3 bin = 43 content = 7.10121
+Dial BinnedSplineParam3 bin = 44 content = 5.2129
+Dial BinnedSplineParam3 bin = 45 content = 3.65036
+Dial BinnedSplineParam3 bin = 46 content = 2.39185
+Dial BinnedSplineParam3 bin = 47 content = 1.41745
+Dial BinnedSplineParam3 bin = 48 content = 0.709092
+Dial BinnedSplineParam3 bin = 49 content = 0.250536
+Dial BinnedSplineParam3 bin = 50 content = 0.0273484
+Dial BinnedSplineParam3 bin = 51 content = 0.0268968
+Dial BinnedSplineParam3 bin = 52 content = 0.238342
+Dial BinnedSplineParam3 bin = 53 content = 0.652634
+Dial BinnedSplineParam3 bin = 54 content = 1.26251
+Dial BinnedSplineParam3 bin = 55 content = 2.0625
+Dial BinnedSplineParam3 bin = 56 content = 3.04893
+Dial BinnedSplineParam3 bin = 57 content = 4.21992
+Dial BinnedSplineParam3 bin = 58 content = 5.57541
+Dial BinnedSplineParam3 bin = 59 content = 7.11718
+Dial BinnedSplineParam3 bin = 60 content = 8.84884
+Dial BinnedSplineParam3 bin = 61 content = 10.7759
+Dial BinnedSplineParam3 bin = 62 content = 12.9057
+Dial BinnedSplineParam3 bin = 63 content = 15.2476
+Dial BinnedSplineParam3 bin = 64 content = 17.8128
+Dial BinnedSplineParam3 bin = 65 content = 20.6147
+Dial BinnedSplineParam3 bin = 66 content = 23.6685
+Dial BinnedSplineParam3 bin = 67 content = 26.9916
+Dial BinnedSplineParam3 bin = 68 content = 30.6036
+Dial BinnedSplineParam3 bin = 69 content = 34.5263
+Dial BinnedSplineParam3 bin = 70 content = 38.7836
+Dial BinnedSplineParam3 bin = 71 content = 43.402
+Dial BinnedSplineParam3 bin = 72 content = 48.4102
+Dial BinnedSplineParam3 bin = 73 content = 53.8396
+Dial BinnedSplineParam3 bin = 74 content = 59.724
+Dial BinnedSplineParam3 bin = 75 content = 66.1
+Dial BinnedSplineParam3 bin = 76 content = 73.0073
+Dial BinnedSplineParam3 bin = 77 content = 80.4881
+Dial BinnedSplineParam3 bin = 78 content = 88.588
+Dial BinnedSplineParam3 bin = 79 content = 97.3559
+Dial BinnedSplineParam3 bin = 80 content = 106.844
+Dial BinnedSplineParam3 bin = 81 content = 117.108
+Dial BinnedSplineParam3 bin = 82 content = 128.207
+Dial BinnedSplineParam3 bin = 83 content = 140.206
+Dial BinnedSplineParam3 bin = 84 content = 153.173
+Dial BinnedSplineParam3 bin = 85 content = 167.179
+Dial BinnedSplineParam3 bin = 86 content = 182.303
+Dial BinnedSplineParam3 bin = 87 content = 198.626
+Dial BinnedSplineParam3 bin = 88 content = 216.239
+Dial BinnedSplineParam3 bin = 89 content = 235.234
+Dial BinnedSplineParam3 bin = 90 content = 255.714
+Dial BinnedSplineParam3 bin = 91 content = 277.785
+Dial BinnedSplineParam3 bin = 92 content = 301.563
+Dial BinnedSplineParam3 bin = 93 content = 327.174
+Dial BinnedSplineParam3 bin = 94 content = 354.749
+Dial BinnedSplineParam3 bin = 95 content = 384.432
+Dial BinnedSplineParam3 bin = 96 content = 416.376
+Dial BinnedSplineParam3 bin = 97 content = 450.749
+Dial BinnedSplineParam3 bin = 98 content = 487.73
+Dial BinnedSplineParam3 bin = 99 content = 527.513
+Dial BinnedSplineParam3 bin = 100 content = 570.311
+Dial BinnedSplineParam4 bin = 1 content = 0.00076587
+Dial BinnedSplineParam4 bin = 2 content = 0.00661691
+Dial BinnedSplineParam4 bin = 3 content = 0.0176295
+Dial BinnedSplineParam4 bin = 4 content = 0.0331132
+Dial BinnedSplineParam4 bin = 5 content = 0.0524075
+Dial BinnedSplineParam4 bin = 6 content = 0.074882
+Dial BinnedSplineParam4 bin = 7 content = 0.0999367
+Dial BinnedSplineParam4 bin = 8 content = 0.127001
+Dial BinnedSplineParam4 bin = 9 content = 0.155536
+Dial BinnedSplineParam4 bin = 10 content = 0.185031
+Dial BinnedSplineParam4 bin = 11 content = 0.215005
+Dial BinnedSplineParam4 bin = 12 content = 0.24501
+Dial BinnedSplineParam4 bin = 13 content = 0.274626
+Dial BinnedSplineParam4 bin = 14 content = 0.303462
+Dial BinnedSplineParam4 bin = 15 content = 0.331159
+Dial BinnedSplineParam4 bin = 16 content = 0.357387
+Dial BinnedSplineParam4 bin = 17 content = 0.381847
+Dial BinnedSplineParam4 bin = 18 content = 0.404268
+Dial BinnedSplineParam4 bin = 19 content = 0.424411
+Dial BinnedSplineParam4 bin = 20 content = 0.442066
+Dial BinnedSplineParam4 bin = 21 content = 0.457053
+Dial BinnedSplineParam4 bin = 22 content = 0.469223
+Dial BinnedSplineParam4 bin = 23 content = 0.478455
+Dial BinnedSplineParam4 bin = 24 content = 0.484659
+Dial BinnedSplineParam4 bin = 25 content = 0.487777
+Dial BinnedSplineParam4 bin = 26 content = 0.487777
+Dial BinnedSplineParam4 bin = 27 content = 0.484659
+Dial BinnedSplineParam4 bin = 28 content = 0.478455
+Dial BinnedSplineParam4 bin = 29 content = 0.469223
+Dial BinnedSplineParam4 bin = 30 content = 0.457053
+Dial BinnedSplineParam4 bin = 31 content = 0.442066
+Dial BinnedSplineParam4 bin = 32 content = 0.424411
+Dial BinnedSplineParam4 bin = 33 content = 0.404268
+Dial BinnedSplineParam4 bin = 34 content = 0.381847
+Dial BinnedSplineParam4 bin = 35 content = 0.357387
+Dial BinnedSplineParam4 bin = 36 content = 0.331159
+Dial BinnedSplineParam4 bin = 37 content = 0.303462
+Dial BinnedSplineParam4 bin = 38 content = 0.274626
+Dial BinnedSplineParam4 bin = 39 content = 0.24501
+Dial BinnedSplineParam4 bin = 40 content = 0.215005
+Dial BinnedSplineParam4 bin = 41 content = 0.185031
+Dial BinnedSplineParam4 bin = 42 content = 0.155536
+Dial BinnedSplineParam4 bin = 43 content = 0.127001
+Dial BinnedSplineParam4 bin = 44 content = 0.0999367
+Dial BinnedSplineParam4 bin = 45 content = 0.074882
+Dial BinnedSplineParam4 bin = 46 content = 0.0524075
+Dial BinnedSplineParam4 bin = 47 content = 0.0331132
+Dial BinnedSplineParam4 bin = 48 content = 0.0176295
+Dial BinnedSplineParam4 bin = 49 content = 0.00661691
+Dial BinnedSplineParam4 bin = 50 content = 0.00076587
+Dial BinnedSplineParam4 bin = 51 content = 0.000797158
+Dial BinnedSplineParam4 bin = 52 content = 0.00746167
+Dial BinnedSplineParam4 bin = 53 content = 0.0215405
+Dial BinnedSplineParam4 bin = 54 content = 0.0438449
+Dial BinnedSplineParam4 bin = 55 content = 0.0752166
+Dial BinnedSplineParam4 bin = 56 content = 0.116527
+Dial BinnedSplineParam4 bin = 57 content = 0.168679
+Dial BinnedSplineParam4 bin = 58 content = 0.232604
+Dial BinnedSplineParam4 bin = 59 content = 0.309265
+Dial BinnedSplineParam4 bin = 60 content = 0.399655
+Dial BinnedSplineParam4 bin = 61 content = 0.504799
+Dial BinnedSplineParam4 bin = 62 content = 0.625748
+Dial BinnedSplineParam4 bin = 63 content = 0.763588
+Dial BinnedSplineParam4 bin = 64 content = 0.919435
+Dial BinnedSplineParam4 bin = 65 content = 1.09443
+Dial BinnedSplineParam4 bin = 66 content = 1.28976
+Dial BinnedSplineParam4 bin = 67 content = 1.50661
+Dial BinnedSplineParam4 bin = 68 content = 1.74624
+Dial BinnedSplineParam4 bin = 69 content = 2.0099
+Dial BinnedSplineParam4 bin = 70 content = 2.2989
+Dial BinnedSplineParam4 bin = 71 content = 2.61457
+Dial BinnedSplineParam4 bin = 72 content = 2.95826
+Dial BinnedSplineParam4 bin = 73 content = 3.33137
+Dial BinnedSplineParam4 bin = 74 content = 3.73531
+Dial BinnedSplineParam4 bin = 75 content = 4.17155
+Dial BinnedSplineParam4 bin = 76 content = 4.64156
+Dial BinnedSplineParam4 bin = 77 content = 5.14685
+Dial BinnedSplineParam4 bin = 78 content = 5.68898
+Dial BinnedSplineParam4 bin = 79 content = 6.26952
+Dial BinnedSplineParam4 bin = 80 content = 6.89008
+Dial BinnedSplineParam4 bin = 81 content = 7.5523
+Dial BinnedSplineParam4 bin = 82 content = 8.25784
+Dial BinnedSplineParam4 bin = 83 content = 9.00842
+Dial BinnedSplineParam4 bin = 84 content = 9.80576
+Dial BinnedSplineParam4 bin = 85 content = 10.6516
+Dial BinnedSplineParam4 bin = 86 content = 11.5478
+Dial BinnedSplineParam4 bin = 87 content = 12.4962
+Dial BinnedSplineParam4 bin = 88 content = 13.4985
+Dial BinnedSplineParam4 bin = 89 content = 14.5568
+Dial BinnedSplineParam4 bin = 90 content = 15.6729
+Dial BinnedSplineParam4 bin = 91 content = 16.8487
+Dial BinnedSplineParam4 bin = 92 content = 18.0864
+Dial BinnedSplineParam4 bin = 93 content = 19.3878
+Dial BinnedSplineParam4 bin = 94 content = 20.7551
+Dial BinnedSplineParam4 bin = 95 content = 22.1903
+Dial BinnedSplineParam4 bin = 96 content = 23.6956
+Dial BinnedSplineParam4 bin = 97 content = 25.273
+Dial BinnedSplineParam4 bin = 98 content = 26.9249
+Dial BinnedSplineParam4 bin = 99 content = 28.6533
+Dial BinnedSplineParam4 bin = 100 content = 30.4606
+Dial BinnedSplineParam5 bin = 1 content = 6137.56
+Dial BinnedSplineParam5 bin = 2 content = 5878.49
+Dial BinnedSplineParam5 bin = 3 content = 5625.29
+Dial BinnedSplineParam5 bin = 4 content = 5377.92
+Dial BinnedSplineParam5 bin = 5 content = 5136.4
+Dial BinnedSplineParam5 bin = 6 content = 4900.69
+Dial BinnedSplineParam5 bin = 7 content = 4670.79
+Dial BinnedSplineParam5 bin = 8 content = 4446.69
+Dial BinnedSplineParam5 bin = 9 content = 4228.38
+Dial BinnedSplineParam5 bin = 10 content = 4015.83
+Dial BinnedSplineParam5 bin = 11 content = 3809.04
+Dial BinnedSplineParam5 bin = 12 content = 3608
+Dial BinnedSplineParam5 bin = 13 content = 3412.68
+Dial BinnedSplineParam5 bin = 14 content = 3223.08
+Dial BinnedSplineParam5 bin = 15 content = 3039.18
+Dial BinnedSplineParam5 bin = 16 content = 2860.96
+Dial BinnedSplineParam5 bin = 17 content = 2688.41
+Dial BinnedSplineParam5 bin = 18 content = 2521.51
+Dial BinnedSplineParam5 bin = 19 content = 2360.24
+Dial BinnedSplineParam5 bin = 20 content = 2204.6
+Dial BinnedSplineParam5 bin = 21 content = 2054.55
+Dial BinnedSplineParam5 bin = 22 content = 1910.08
+Dial BinnedSplineParam5 bin = 23 content = 1771.17
+Dial BinnedSplineParam5 bin = 24 content = 1637.79
+Dial BinnedSplineParam5 bin = 25 content = 1509.94
+Dial BinnedSplineParam5 bin = 26 content = 1387.57
+Dial BinnedSplineParam5 bin = 27 content = 1270.67
+Dial BinnedSplineParam5 bin = 28 content = 1159.21
+Dial BinnedSplineParam5 bin = 29 content = 1053.17
+Dial BinnedSplineParam5 bin = 30 content = 952.505
+Dial BinnedSplineParam5 bin = 31 content = 857.196
+Dial BinnedSplineParam5 bin = 32 content = 767.208
+Dial BinnedSplineParam5 bin = 33 content = 682.504
+Dial BinnedSplineParam5 bin = 34 content = 603.047
+Dial BinnedSplineParam5 bin = 35 content = 528.797
+Dial BinnedSplineParam5 bin = 36 content = 459.711
+Dial BinnedSplineParam5 bin = 37 content = 395.742
+Dial BinnedSplineParam5 bin = 38 content = 336.841
+Dial BinnedSplineParam5 bin = 39 content = 282.953
+Dial BinnedSplineParam5 bin = 40 content = 234.022
+Dial BinnedSplineParam5 bin = 41 content = 189.985
+Dial BinnedSplineParam5 bin = 42 content = 150.774
+Dial BinnedSplineParam5 bin = 43 content = 116.315
+Dial BinnedSplineParam5 bin = 44 content = 86.5287
+Dial BinnedSplineParam5 bin = 45 content = 61.328
+Dial BinnedSplineParam5 bin = 46 content = 40.6184
+Dial BinnedSplineParam5 bin = 47 content = 24.2964
+Dial BinnedSplineParam5 bin = 48 content = 12.2496
+Dial BinnedSplineParam5 bin = 49 content = 4.35477
+Dial BinnedSplineParam5 bin = 50 content = 0.477469
+Dial BinnedSplineParam5 bin = 51 content = 0.0203595
+Dial BinnedSplineParam5 bin = 52 content = 0.187629
+Dial BinnedSplineParam5 bin = 53 content = 0.533578
+Dial BinnedSplineParam5 bin = 54 content = 1.07045
+Dial BinnedSplineParam5 bin = 55 content = 1.81083
+Dial BinnedSplineParam5 bin = 56 content = 2.76764
+Dial BinnedSplineParam5 bin = 57 content = 3.95415
+Dial BinnedSplineParam5 bin = 58 content = 5.38395
+Dial BinnedSplineParam5 bin = 59 content = 7.07097
+Dial BinnedSplineParam5 bin = 60 content = 9.02945
+Dial BinnedSplineParam5 bin = 61 content = 11.274
+Dial BinnedSplineParam5 bin = 62 content = 13.8194
+Dial BinnedSplineParam5 bin = 63 content = 16.6808
+Dial BinnedSplineParam5 bin = 64 content = 19.8739
+Dial BinnedSplineParam5 bin = 65 content = 23.4143
+Dial BinnedSplineParam5 bin = 66 content = 27.3181
+Dial BinnedSplineParam5 bin = 67 content = 31.6018
+Dial BinnedSplineParam5 bin = 68 content = 36.2819
+Dial BinnedSplineParam5 bin = 69 content = 41.3754
+Dial BinnedSplineParam5 bin = 70 content = 46.8995
+Dial BinnedSplineParam5 bin = 71 content = 52.8716
+Dial BinnedSplineParam5 bin = 72 content = 59.3097
+Dial BinnedSplineParam5 bin = 73 content = 66.2315
+Dial BinnedSplineParam5 bin = 74 content = 73.6555
+Dial BinnedSplineParam5 bin = 75 content = 81.6001
+Dial BinnedSplineParam5 bin = 76 content = 90.0841
+Dial BinnedSplineParam5 bin = 77 content = 99.1265
+Dial BinnedSplineParam5 bin = 78 content = 108.747
+Dial BinnedSplineParam5 bin = 79 content = 118.964
+Dial BinnedSplineParam5 bin = 80 content = 129.798
+Dial BinnedSplineParam5 bin = 81 content = 141.269
+Dial BinnedSplineParam5 bin = 82 content = 153.397
+Dial BinnedSplineParam5 bin = 83 content = 166.202
+Dial BinnedSplineParam5 bin = 84 content = 179.705
+Dial BinnedSplineParam5 bin = 85 content = 193.928
+Dial BinnedSplineParam5 bin = 86 content = 208.89
+Dial BinnedSplineParam5 bin = 87 content = 224.613
+Dial BinnedSplineParam5 bin = 88 content = 241.118
+Dial BinnedSplineParam5 bin = 89 content = 258.428
+Dial BinnedSplineParam5 bin = 90 content = 276.564
+Dial BinnedSplineParam5 bin = 91 content = 295.548
+Dial BinnedSplineParam5 bin = 92 content = 315.402
+Dial BinnedSplineParam5 bin = 93 content = 336.148
+Dial BinnedSplineParam5 bin = 94 content = 357.81
+Dial BinnedSplineParam5 bin = 95 content = 380.41
+Dial BinnedSplineParam5 bin = 96 content = 403.971
+Dial BinnedSplineParam5 bin = 97 content = 428.516
+Dial BinnedSplineParam5 bin = 98 content = 454.069
+Dial BinnedSplineParam5 bin = 99 content = 480.652
+Dial BinnedSplineParam5 bin = 100 content = 508.29
diff --git a/CIValidations/TestOutputs/SampleOut.txt b/CIValidations/TestOutputs/SampleOut.txt
index 7ef08ae..fb3dd45 100644
--- a/CIValidations/TestOutputs/SampleOut.txt
+++ b/CIValidations/TestOutputs/SampleOut.txt
@@ -200003,3 +200003,8 @@ Channel: 0 Event: 199996 weight: 0
 Channel: 0 Event: 199997 weight: 1.18464
 Channel: 0 Event: 199998 weight: 0.966586
 Channel: 0 Event: 199999 weight: 0
+LLH is: 3.42136 using: Poisson test stat
+LLH is: 1.85055 using: BarlowBeeston test stat
+LLH is: 76.0561 using: IceCube test stat
+LLH is: 3.43283 using: Pearson test stat
+LLH is: 1.84591 using: DembinskiAbdelmottele test stat
diff --git a/splines/BinnedSplinesTutorial.cpp b/splines/BinnedSplinesTutorial.cpp
index ec1c42e..f913e35 100644
--- a/splines/BinnedSplinesTutorial.cpp
+++ b/splines/BinnedSplinesTutorial.cpp
@@ -36,8 +36,7 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
   int nOscChannels = nOscChans[iSample];
   
   for (int iOscChan = 0; iOscChan < nOscChannels; iOscChan++) {
-    std::cout << "Processing:" << OscChanFileNames[iOscChan] << std::endl;
-
+    MACH3LOG_INFO("Processing: {}", OscChanFileNames[iOscChan]);
     TSpline3* mySpline = new TSpline3();
     TSpline3_red* Spline = nullptr;
     TString Syst, Mode;
@@ -62,11 +61,10 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
       }
 
       TString FullSplineName = (TString)Key->GetName();
-      std::cout << "FillSplineName is " << FullSplineName << std::endl;
+      MACH3LOG_INFO("FillSplineName is {}", FullSplineName);
       // First We split into binning and spline name
       TObjArray *tokens = FullSplineName.Tokenize(".");
-
-      std::cout << "Number of tokens is " << tokens->GetEntries() << std::endl;
+      MACH3LOG_INFO("Number of tokens is {}", tokens->GetEntries());
       /*
        A little hacky but lets us grab both old + new splines
       */
@@ -97,7 +95,7 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
 
       // If the syst doesn't match any of the spline names then skip it
       if (SystNum == -1){
-        std::cout << "COuldn't match!!" << std::endl;
+        MACH3LOG_WARN("Couldn't match!!");
         MACH3LOG_DEBUG("Couldn't Match any systematic name in xsec yaml with spline name: {}" , FullSplineName.Data());
         continue;
       }
@@ -120,7 +118,7 @@ void BinnedSplineTutorial::FillSampleArray(std::string SampleName, std::vector<s
 
       if (isValidSplineIndex(SampleName, iOscChan, SystNum, ModeNum, Var1Bin, Var2Bin, Var3Bin))
       { // loop over all the spline knots and check their value
-        std::cout << "Pushed back monolith for spline " << FullSplineName << std::endl;
+        MACH3LOG_INFO("Pushed back monolith for spline {}", FullSplineName);
         // if the value is 1 then set the flat bool to false
         nKnots = mySpline->GetNp();
         isFlat = true;