optical-znpc / data /igor /procedures /sequentialThresholding.ipf

feat: package ZnPc clustering demo assets under data/

a3c3dc0 verified 17 days ago

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﻿#pragma TextEncoding = "UTF-8"
#pragma rtGlobals=3		// Use modern global access method and strict wave access.

Function seqThresholds(atomName,fnum,osWave,ovpWave,maxRot,LUMOwave,[broadShift,erange,broad1,broad2,Eini,Efin,d,gRes,buildSym,corrWave,dClusters,realign,thx,thy,thz,rotOrder,modelAlpha,IPwave,expSpecName,expEnergyName,expFolderPath,mol,alpha,i0,phi,fit,rigidShift,stepShift,thetaList,NEXAFStype,startPre,startPost,endPre,endPost,justModel,justFit,anchorStep1,anchorStep2,anchorExp1,anchorExp2,stepWid1,stepWid2,stepE1,stepE2,holdPos,holdWidths,holdAmps,refinement,maskEnergy1,maskEnergy2,pkToRefine,refitPWave,holdTensorElems])
	
	String atomName
	Variable fnum
	Wave osWave,ovpWave
	Variable maxRot	//What's the symmetry of the molecule? Currently supported (1 = no symmetry, 2 = 2-fold rotation [180 degrees], 3 = 3 fold rotation [120 degrees], 4 = 4-fold rotation [90 degrees])
	Wave LUMOwave
	//Optional Parameters for Clustering/Filtering Algorithm
	Variable broadShift //Allows for the adjustment of the energies at which to apply the broadening scheme
	Variable erange //Maximum energy range to consider transitions in
	Variable broad1 //Peak width at lower energy (ewid1)
	Variable broad2 //Peak width at higher energy (ewid2)
	Variable Eini	//Starting energy at which to make transition peaks
	Variable Efin	//Ending energy at which to make transition peaks
	
	Variable d //Display the data?
	Variable gRes	//Energy Resolution of the Gaussian peaks 
	String buildSym	//Calculate TDM tensor and determine theta,symmetry type and x,y,z components of OS? Yes or no
	Wave corrWave	////Energy correction wave. Must be provided if every atom has different energy corrections. If all atoms have the same energy corrections then, rigidShift is enough.
	Variable dClusters	//Display cluster plots from symmetry/overlap routines?
	Variable realign
	Variable thx
	Variable thy
	Variable thz
	String rotOrder
	//Fitting of DFT optical model to experimental NEXAFS
	String modelAlpha
	Wave IPwave
	String expSpecName
	String expEnergyName	
	String expFolderPath
	String mol
	
	Variable startPre 		//At what energy should the preedge start to be defined?
	Variable endPre 			//At what energy should the preedge stop to be defined?
	Variable startPost 		//At what energy should the postedge start to be defined?
	Variable endPost			//At what energy should the postedge stop to be defined?
	//Optional Parameters for fitting of DFT to experiment
	Variable alpha
	Variable i0
	Variable phi
	String fit
	Variable rigidShift
	Variable stepShift
	String thetaList
	String NEXAFStype
	
	Variable justModel
	Variable justFit
	Variable anchorStep1
	Variable anchorStep2
	Variable anchorExp1
	Variable anchorExp2
	Variable stepWid1,stepWid2,stepE1,stepE2
	
	Variable holdPos,holdWidths,holdAmps,holdTensorElems
	Variable refinement
	Variable maskEnergy1
	Variable maskEnergy2
	Variable pkToRefine
	Wave refitPWave
	
	Variable seqTimer = StartMSTimer
	
	if(ParamIsDefault(d))
		d = 0	//Don't make cluster plots
	endif
	
	if(ParamIsDefault(buildSym))
		buildSym = "no"	//Take into account molecule symmetry?
	endif
	
	String iniSequenceFolder = GetDataFolder(1)
	
	Variable nOS = numpnts(osWave)
	Variable nOVP = numpnts(ovpWave)
		
	Variable i,j
	Variable currentOS, currentOVP
	
	Make/O/N=(nOS,nOVP) pDiff,rchiSqDFTCl,nPeaks,rchiSqExpCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew,rchiSqDFTClurefW,chiSqDFTClurefW,GFBBClurefW
	// Threadsafe this
	for(i=0;i<=nOS-1;i+=1)
		currentOS = osWave[i]
		for(j=0;j<=nOVP-1;j+=1)
			Variable timeRefNum = StartMSTimer
			currentOVP = ovpWave[j] 
			filterDFT(atomName,fnum,currentOS,currentOVP,maxRot,LUMOwave,broadShift=broadShift,erange=erange,broad1=broad1,broad2=broad2,Eini=Eini,Efin=Efin,d=d,gRes=gRes,buildSym=buildSym,corrWave=corrWave,dClusters=dClusters,realign=realign,thx=thx,thy=thy,thz=thz,rotOrder=rotOrder,modelAlpha=modelAlpha,IPwave=IPwave,expSpecName=expSpecName,expEnergyName=expEnergyName,expFolderPath=expFolderPath,mol=mol,alpha=alpha,i0=i0,phi=phi,fit=fit,rigidShift=rigidShift,stepShift=stepShift,thetaList=thetaList,NEXAFStype=NEXAFStype,startPre=startPre,startPost=startPost,endPre=endPre,endPost=endPost,justModel=justModel,justFit=justFit,anchorStep1=anchorStep1,anchorStep2=anchorStep2,anchorExp1=anchorExp1,anchorExp2=anchorExp2,stepWid1=stepWid1,stepWid2=stepWid2,stepE1=stepE1,stepE2=stepE2,holdPos=holdPos,holdWidths=holdWidths,holdAmps=holdAmps,refinement=refinement,maskEnergy1=maskEnergy1,maskEnergy2=maskEnergy2,pkToRefine=pkToRefine,refitPWave=refitPWave,holdTensorElems=holdTensorElems)
			NVAR perDiff = root:perDiff
			NVAR numpeaks = root:numpeaks
			NVAR redchiSqBBCl = root:redchiSqBBCl
			NVAR redchiSqExpCl = root:redchiSqExpCl
			NVAR chiSqBBCl = root:chiSqBBCl
			NVAR chiSqExpCl = root:chiSqExpCl
			NVAR GFBBCl = root:GFBBCl
			NVAR GFExpCl = root:GFExpCl
			NVAR chiSqBBCluref = root:chiSqBBCluref
			NVAR GFBBCluref = root:GFBBCluref
			NVAR redchiSqBBCluref = root:redchiSqBBCluref
			
			pDiff[i][j]            = perDiff
			nPeaks[i][j]           = numpeaks
			rchiSqDFTCl[i][j]      = redchiSqBBCl
			rchiSqExpCl[i][j]      = redchiSqExpCl
			chiSqDFTClw[i][j]      = chiSqBBCl
			chiSqExpClw[i][j]      = chiSqExpCl
			GFBBClw[i][j]          = GFBBCl
			GFExpClw[i][j]         = GFExpCl
			rchiSqDFTClurefW[i][j] = redchiSqBBCluref
			chiSqDFTClurefW[i][j]  = chiSqBBCluref
			GFBBClurefW[i][j]      = GFBBCluref
			Variable tFFEnd =stopMSTimer(timeRefNum)/(1E6)
			//NVAR compTime = root:compTime
			//compTime = tFFEnd
			compTimew[i][j]  = tFFEnd
			print "The process took " +num2str(tFFEnd) + " seconds."		
		endfor
	endfor
	
	SetDataFolder iniSequenceFolder
	//Calculate the Bayesian Inference Coefficient
	String pathToExpWave = expFolderPath + "allExpSpec"
	Wave expSpecWave = $pathToExpWave
	Variable n = numpnts(expSpecWave)
	Wave BICDFTCl  = calculateBIC(GFBBClw,nPeaks,1,2000,"DFT_Cl")
	Wave BICDFTExp = calculateBIC(GFExpClw,nPeaks,4,n,"EXP_Cl")
	plotParamSpaceResults(osWave,ovpWave,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew)
	Variable endTimer = StopMSTimer(seqTimer)/1000000
	
	if(endTimer <= 60)
		print "Process has ended after " + num2str(endTimer) + " seconds."
	elseif(endTimer > 60)
		print "Process has ended after " + num2str(endTimer/60) + " minutes."
	endif
End

Function/WAVE calculateBIC(chSqWave,nPeaksWave,nParams,n,stage,[openParams])

	Wave chSqWave //2d wave containing chiSq values from p-space exploration
	Wave nPeaksWave //2d wave containing the number of BB peaks resulting from each OS/OVP combination
	Variable nParams //How many parameters were opened during the fit?
	Variable N //How many points does the experimental data have?
	String stage
	Wave openParams
	
	String name = "BIC_" + stage
	Variable x = DimSize(chSqWave,0),y=DimSize(chSqWave,1),i,j
	Make/O/N=(x,y) $name
	Wave BICWave = $name
	
	for(i=0;i<x;i+=1)
		for(j=0;j<y;j+=1)
			Variable GF =  chSqWave[i][j]
			Variable k = nPeaksWave[i][j] * openParams[i][j] //+ 1
			//Variable BIC = (n - k) *(GF/n) + k * ln(n)
			Variable BIC = n *ln(GF/n) + k * ln(n)
			BICWave[i][j] = BIC
		endfor
	endfor
	
	return BICWave
End

Function calculateBIC2(chSq,nPeaks,nParams,n)

	Variable chSq //2d wave containing chiSq values from p-space exploration
	Variable nPeaks //2d wave containing the number of BB peaks resulting from each OS/OVP combination
	Variable nParams //How many parameters were opened during the fit?
	Variable N //How many points does the experimental data have?
	
	Variable GF =  chSq
	Variable k = nPeakS * nParams + 1
	Variable BIC = (n - k) *(GF/n) + k * ln(n)

	print BIC
	return BIC
End

Function plotParamSpaceResults(osw,ovpw,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew)
	Wave osw,ovpw,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew
	
	Variable nx = numpnts(osw),ny=numpnts(ovpw),i=0
	//Make axis waves for plotting image
	Make/O/N=(nx)/T ost
	Make/O/N=(ny)/T ovpt
	
	Make/O/N=(nx) osScale
	Make/O/N=(ny) ovpScale

	for(i=0;i<nx;i+=1)
		ost[i] = num2str(osw[i])
		osScale[i] = i
	endfor
	
	for(i=0;i<ny;i+=1)
		ovpt[i] = num2str(ovpw[i])
		ovpScale[i] = i
	endfor
	String BICDFTExpName = NameOfWave(BICDFTExp)
	String BICDFTClName = NameOfWave(BICDFTCl)
	String rchiSqDFTClName = NameOfWave(rchiSqDFTCl)
	String GFBBClwName = NameOfWave(GFBBClw)
	String GFExpClwName = NameOfWave(GFExpClw)
	String compTimewName = NameOfWave(compTimew)
	//Make plots
	DoWindow BICDFTEXPPlot
	if(!V_Flag)
		Display/N=BICDFTEXPPlot/K=1/W=(0,0,300,500)  
		AppendImage/W=BICDFTEXPPlot BICDFTExp
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $BICDFTExpName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text0/A=RC/X=1.00/Y=5.00/E image=$BICDFTExpName,fstyle=1
		ColorScale/C/N=text0 "Exp vs Cl BIC"
	endif
	DoWindow nPeaksPlot
	if(!V_Flag)
		Display/N=nPeaksPlot/K=1/W=(300,0,600,500) 
		AppendImage/W=nPeaksPlot nPeaks
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage nPeaks ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text1/A=RC/X=1.00/Y=5.00/E image=nPeaks,fstyle=1
		ColorScale/C/N=text1 "nPeaks"
	endif
	
	DoWindow pDiffPlot
	if(!V_Flag)
		Display/N=pDiffPlot/K=1/W=(600,0,900,500)  
		AppendImage/W=pDiffPlot pDiff
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage pDiff ctab= {0,10,YellowHot256,1}
		ColorScale/C/N=text2/A=RC/X=1.00/Y=5.00/E image=pDiff,fstyle=1
		ColorScale/C/N=text2 "%Diff"
	endif
	
	DoWindow rchiSqExpClPlot
	if(!V_Flag)
		Display/N=rchiSqExpClPlot/K=1/W=(900,0,1200,500)  
		AppendImage/W=rchiSqExpClPlot rchiSqExpCl
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage rchiSqExpCl ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text3/A=RC/X=1.00/Y=5.00/E image=rchiSqExpCl,fstyle=1
		ColorScale/C/N=text3 "Exp vs Cl rChiSq"
	endif
	
	DoWindow BICDFTClPlot
	if(!V_Flag)
		Display/N=BICDFTClPlot/K=1/W=(0,0,300,500)  
		AppendImage/W=BICDFTClPlot BICDFTCl
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $BICDFTClName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text4/A=RC/X=1.00/Y=5.00/E image=$BICDFTClName,fstyle=1
		ColorScale/C/N=text4 "DFT vs Cl BIC"
	endif
	
	DoWindow rchiSqDFTClPlot
	if(!V_Flag)
		Display/N=rchiSqDFTClPlot/K=1/W=(900,0,1200,500)  
		AppendImage/W=rchiSqDFTClPlot rchiSqDFTCl
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $rchiSqDFTClName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text5/A=RC/X=1.00/Y=5.00/E image=rchiSqDFTCl,fstyle=1
		ColorScale/C/N=text5 "DFT vs Cl rChiSq"
	endif
	
	DoWindow GFBBClwPlot
	if(!V_Flag)
		Display/N=GFBBClwPlot/K=1/W=(900,0,1200,500)  
		AppendImage/W=GFBBClwPlot GFBBClw
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $GFBBClwName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text6/A=RC/X=1.00/Y=5.00/E image=GFBBClw,fstyle=1
		ColorScale/C/N=text6 "DFT vs Cl GFDFTClw"
	endif
	
	DoWindow GFExpClwPlot
	if(!V_Flag)
		Display/N=GFExpClwPlot/K=1/W=(900,0,1200,500)  
		AppendImage/W=GFExpClwPlot GFExpClw
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $GFExpClwName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text7/A=RC/X=1.00/Y=5.00/E image=GFExpClw,fstyle=1
		ColorScale/C/N=text7 "DFT vs Cl GFExpClw"
	endif
	//chiSqDFTClw,chiSqExpClw
	DoWindow compTimewPlot
	if(!V_Flag)
		Display/N=compTimewPlot/K=1/W=(900,0,1200,500)  
		AppendImage/W=compTimewPlot compTimew
		ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
		SetAxis left ny-0.5,-0.5
		SetAxis bottom -0.5,nx-0.5
		ModifyGraph mirror=1,fStyle=1,margin(right)=86
		Label left "OVP[%]"
		Label bottom "OS[%]"
		ModifyImage $compTimewName ctab= {*,*,YellowHot256,1}
		ColorScale/C/N=text8/A=RC/X=1.00/Y=5.00/E image=compTimew,fstyle=1
		ColorScale/C/N=text8 "Computational Time[s]"
	endif
End

	#pragma TextEncoding = "UTF-8"
	#pragma rtGlobals=3 // Use modern global access method and strict wave access.

	Function seqThresholds(atomName,fnum,osWave,ovpWave,maxRot,LUMOwave,[broadShift,erange,broad1,broad2,Eini,Efin,d,gRes,buildSym,corrWave,dClusters,realign,thx,thy,thz,rotOrder,modelAlpha,IPwave,expSpecName,expEnergyName,expFolderPath,mol,alpha,i0,phi,fit,rigidShift,stepShift,thetaList,NEXAFStype,startPre,startPost,endPre,endPost,justModel,justFit,anchorStep1,anchorStep2,anchorExp1,anchorExp2,stepWid1,stepWid2,stepE1,stepE2,holdPos,holdWidths,holdAmps,refinement,maskEnergy1,maskEnergy2,pkToRefine,refitPWave,holdTensorElems])

	String atomName
	Variable fnum
	Wave osWave,ovpWave
	Variable maxRot //What's the symmetry of the molecule? Currently supported (1 = no symmetry, 2 = 2-fold rotation [180 degrees], 3 = 3 fold rotation [120 degrees], 4 = 4-fold rotation [90 degrees])
	Wave LUMOwave
	//Optional Parameters for Clustering/Filtering Algorithm
	Variable broadShift //Allows for the adjustment of the energies at which to apply the broadening scheme
	Variable erange //Maximum energy range to consider transitions in
	Variable broad1 //Peak width at lower energy (ewid1)
	Variable broad2 //Peak width at higher energy (ewid2)
	Variable Eini //Starting energy at which to make transition peaks
	Variable Efin //Ending energy at which to make transition peaks

	Variable d //Display the data?
	Variable gRes //Energy Resolution of the Gaussian peaks
	String buildSym //Calculate TDM tensor and determine theta,symmetry type and x,y,z components of OS? Yes or no
	Wave corrWave ////Energy correction wave. Must be provided if every atom has different energy corrections. If all atoms have the same energy corrections then, rigidShift is enough.
	Variable dClusters //Display cluster plots from symmetry/overlap routines?
	Variable realign
	Variable thx
	Variable thy
	Variable thz
	String rotOrder
	//Fitting of DFT optical model to experimental NEXAFS
	String modelAlpha
	Wave IPwave
	String expSpecName
	String expEnergyName
	String expFolderPath
	String mol

	Variable startPre //At what energy should the preedge start to be defined?
	Variable endPre //At what energy should the preedge stop to be defined?
	Variable startPost //At what energy should the postedge start to be defined?
	Variable endPost //At what energy should the postedge stop to be defined?
	//Optional Parameters for fitting of DFT to experiment
	Variable alpha
	Variable i0
	Variable phi
	String fit
	Variable rigidShift
	Variable stepShift
	String thetaList
	String NEXAFStype

	Variable justModel
	Variable justFit
	Variable anchorStep1
	Variable anchorStep2
	Variable anchorExp1
	Variable anchorExp2
	Variable stepWid1,stepWid2,stepE1,stepE2

	Variable holdPos,holdWidths,holdAmps,holdTensorElems
	Variable refinement
	Variable maskEnergy1
	Variable maskEnergy2
	Variable pkToRefine
	Wave refitPWave

	Variable seqTimer = StartMSTimer

	if(ParamIsDefault(d))
	d = 0 //Don't make cluster plots
	endif

	if(ParamIsDefault(buildSym))
	buildSym = "no" //Take into account molecule symmetry?
	endif

	String iniSequenceFolder = GetDataFolder(1)

	Variable nOS = numpnts(osWave)
	Variable nOVP = numpnts(ovpWave)

	Variable i,j
	Variable currentOS, currentOVP

	Make/O/N=(nOS,nOVP) pDiff,rchiSqDFTCl,nPeaks,rchiSqExpCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew,rchiSqDFTClurefW,chiSqDFTClurefW,GFBBClurefW
	// Threadsafe this
	for(i=0;i<=nOS-1;i+=1)
	currentOS = osWave[i]
	for(j=0;j<=nOVP-1;j+=1)
	Variable timeRefNum = StartMSTimer
	currentOVP = ovpWave[j]
	filterDFT(atomName,fnum,currentOS,currentOVP,maxRot,LUMOwave,broadShift=broadShift,erange=erange,broad1=broad1,broad2=broad2,Eini=Eini,Efin=Efin,d=d,gRes=gRes,buildSym=buildSym,corrWave=corrWave,dClusters=dClusters,realign=realign,thx=thx,thy=thy,thz=thz,rotOrder=rotOrder,modelAlpha=modelAlpha,IPwave=IPwave,expSpecName=expSpecName,expEnergyName=expEnergyName,expFolderPath=expFolderPath,mol=mol,alpha=alpha,i0=i0,phi=phi,fit=fit,rigidShift=rigidShift,stepShift=stepShift,thetaList=thetaList,NEXAFStype=NEXAFStype,startPre=startPre,startPost=startPost,endPre=endPre,endPost=endPost,justModel=justModel,justFit=justFit,anchorStep1=anchorStep1,anchorStep2=anchorStep2,anchorExp1=anchorExp1,anchorExp2=anchorExp2,stepWid1=stepWid1,stepWid2=stepWid2,stepE1=stepE1,stepE2=stepE2,holdPos=holdPos,holdWidths=holdWidths,holdAmps=holdAmps,refinement=refinement,maskEnergy1=maskEnergy1,maskEnergy2=maskEnergy2,pkToRefine=pkToRefine,refitPWave=refitPWave,holdTensorElems=holdTensorElems)
	NVAR perDiff = root:perDiff
	NVAR numpeaks = root:numpeaks
	NVAR redchiSqBBCl = root:redchiSqBBCl
	NVAR redchiSqExpCl = root:redchiSqExpCl
	NVAR chiSqBBCl = root:chiSqBBCl
	NVAR chiSqExpCl = root:chiSqExpCl
	NVAR GFBBCl = root:GFBBCl
	NVAR GFExpCl = root:GFExpCl
	NVAR chiSqBBCluref = root:chiSqBBCluref
	NVAR GFBBCluref = root:GFBBCluref
	NVAR redchiSqBBCluref = root:redchiSqBBCluref

	pDiff[i][j] = perDiff
	nPeaks[i][j] = numpeaks
	rchiSqDFTCl[i][j] = redchiSqBBCl
	rchiSqExpCl[i][j] = redchiSqExpCl
	chiSqDFTClw[i][j] = chiSqBBCl
	chiSqExpClw[i][j] = chiSqExpCl
	GFBBClw[i][j] = GFBBCl
	GFExpClw[i][j] = GFExpCl
	rchiSqDFTClurefW[i][j] = redchiSqBBCluref
	chiSqDFTClurefW[i][j] = chiSqBBCluref
	GFBBClurefW[i][j] = GFBBCluref
	Variable tFFEnd =stopMSTimer(timeRefNum)/(1E6)
	//NVAR compTime = root:compTime
	//compTime = tFFEnd
	compTimew[i][j] = tFFEnd
	print "The process took " +num2str(tFFEnd) + " seconds."
	endfor
	endfor

	SetDataFolder iniSequenceFolder
	//Calculate the Bayesian Inference Coefficient
	String pathToExpWave = expFolderPath + "allExpSpec"
	Wave expSpecWave = $pathToExpWave
	Variable n = numpnts(expSpecWave)
	Wave BICDFTCl = calculateBIC(GFBBClw,nPeaks,1,2000,"DFT_Cl")
	Wave BICDFTExp = calculateBIC(GFExpClw,nPeaks,4,n,"EXP_Cl")
	plotParamSpaceResults(osWave,ovpWave,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew)
	Variable endTimer = StopMSTimer(seqTimer)/1000000

	if(endTimer <= 60)
	print "Process has ended after " + num2str(endTimer) + " seconds."
	elseif(endTimer > 60)
	print "Process has ended after " + num2str(endTimer/60) + " minutes."
	endif
	End

	Function/WAVE calculateBIC(chSqWave,nPeaksWave,nParams,n,stage,[openParams])

	Wave chSqWave //2d wave containing chiSq values from p-space exploration
	Wave nPeaksWave //2d wave containing the number of BB peaks resulting from each OS/OVP combination
	Variable nParams //How many parameters were opened during the fit?
	Variable N //How many points does the experimental data have?
	String stage
	Wave openParams

	String name = "BIC_" + stage
	Variable x = DimSize(chSqWave,0),y=DimSize(chSqWave,1),i,j
	Make/O/N=(x,y) $name
	Wave BICWave = $name

	for(i=0;i<x;i+=1)
	for(j=0;j<y;j+=1)
	Variable GF = chSqWave[i][j]
	Variable k = nPeaksWave[i][j] * openParams[i][j] //+ 1
	//Variable BIC = (n - k) (GF/n) + k ln(n)
	Variable BIC = n ln(GF/n) + k ln(n)
	BICWave[i][j] = BIC
	endfor
	endfor

	return BICWave
	End

	Function calculateBIC2(chSq,nPeaks,nParams,n)

	Variable chSq //2d wave containing chiSq values from p-space exploration
	Variable nPeaks //2d wave containing the number of BB peaks resulting from each OS/OVP combination
	Variable nParams //How many parameters were opened during the fit?
	Variable N //How many points does the experimental data have?

	Variable GF = chSq
	Variable k = nPeakS * nParams + 1
	Variable BIC = (n - k) (GF/n) + k ln(n)

	print BIC
	return BIC
	End

	Function plotParamSpaceResults(osw,ovpw,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew)
	Wave osw,ovpw,BICDFTExp,pDiff,nPeaks,rchiSqExpCl,BICDFTCl,rchiSqDFTCl,chiSqDFTClw,chiSqExpClw,GFBBClw,GFExpClw,compTimew

	Variable nx = numpnts(osw),ny=numpnts(ovpw),i=0
	//Make axis waves for plotting image
	Make/O/N=(nx)/T ost
	Make/O/N=(ny)/T ovpt

	Make/O/N=(nx) osScale
	Make/O/N=(ny) ovpScale

	for(i=0;i<nx;i+=1)
	ost[i] = num2str(osw[i])
	osScale[i] = i
	endfor

	for(i=0;i<ny;i+=1)
	ovpt[i] = num2str(ovpw[i])
	ovpScale[i] = i
	endfor
	String BICDFTExpName = NameOfWave(BICDFTExp)
	String BICDFTClName = NameOfWave(BICDFTCl)
	String rchiSqDFTClName = NameOfWave(rchiSqDFTCl)
	String GFBBClwName = NameOfWave(GFBBClw)
	String GFExpClwName = NameOfWave(GFExpClw)
	String compTimewName = NameOfWave(compTimew)
	//Make plots
	DoWindow BICDFTEXPPlot
	if(!V_Flag)
	Display/N=BICDFTEXPPlot/K=1/W=(0,0,300,500)
	AppendImage/W=BICDFTEXPPlot BICDFTExp
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $BICDFTExpName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text0/A=RC/X=1.00/Y=5.00/E image=$BICDFTExpName,fstyle=1
	ColorScale/C/N=text0 "Exp vs Cl BIC"
	endif
	DoWindow nPeaksPlot
	if(!V_Flag)
	Display/N=nPeaksPlot/K=1/W=(300,0,600,500)
	AppendImage/W=nPeaksPlot nPeaks
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage nPeaks ctab= {,,YellowHot256,1}
	ColorScale/C/N=text1/A=RC/X=1.00/Y=5.00/E image=nPeaks,fstyle=1
	ColorScale/C/N=text1 "nPeaks"
	endif

	DoWindow pDiffPlot
	if(!V_Flag)
	Display/N=pDiffPlot/K=1/W=(600,0,900,500)
	AppendImage/W=pDiffPlot pDiff
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage pDiff ctab= {0,10,YellowHot256,1}
	ColorScale/C/N=text2/A=RC/X=1.00/Y=5.00/E image=pDiff,fstyle=1
	ColorScale/C/N=text2 "%Diff"
	endif

	DoWindow rchiSqExpClPlot
	if(!V_Flag)
	Display/N=rchiSqExpClPlot/K=1/W=(900,0,1200,500)
	AppendImage/W=rchiSqExpClPlot rchiSqExpCl
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage rchiSqExpCl ctab= {,,YellowHot256,1}
	ColorScale/C/N=text3/A=RC/X=1.00/Y=5.00/E image=rchiSqExpCl,fstyle=1
	ColorScale/C/N=text3 "Exp vs Cl rChiSq"
	endif

	DoWindow BICDFTClPlot
	if(!V_Flag)
	Display/N=BICDFTClPlot/K=1/W=(0,0,300,500)
	AppendImage/W=BICDFTClPlot BICDFTCl
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $BICDFTClName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text4/A=RC/X=1.00/Y=5.00/E image=$BICDFTClName,fstyle=1
	ColorScale/C/N=text4 "DFT vs Cl BIC"
	endif

	DoWindow rchiSqDFTClPlot
	if(!V_Flag)
	Display/N=rchiSqDFTClPlot/K=1/W=(900,0,1200,500)
	AppendImage/W=rchiSqDFTClPlot rchiSqDFTCl
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $rchiSqDFTClName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text5/A=RC/X=1.00/Y=5.00/E image=rchiSqDFTCl,fstyle=1
	ColorScale/C/N=text5 "DFT vs Cl rChiSq"
	endif

	DoWindow GFBBClwPlot
	if(!V_Flag)
	Display/N=GFBBClwPlot/K=1/W=(900,0,1200,500)
	AppendImage/W=GFBBClwPlot GFBBClw
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $GFBBClwName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text6/A=RC/X=1.00/Y=5.00/E image=GFBBClw,fstyle=1
	ColorScale/C/N=text6 "DFT vs Cl GFDFTClw"
	endif

	DoWindow GFExpClwPlot
	if(!V_Flag)
	Display/N=GFExpClwPlot/K=1/W=(900,0,1200,500)
	AppendImage/W=GFExpClwPlot GFExpClw
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $GFExpClwName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text7/A=RC/X=1.00/Y=5.00/E image=GFExpClw,fstyle=1
	ColorScale/C/N=text7 "DFT vs Cl GFExpClw"
	endif
	//chiSqDFTClw,chiSqExpClw
	DoWindow compTimewPlot
	if(!V_Flag)
	Display/N=compTimewPlot/K=1/W=(900,0,1200,500)
	AppendImage/W=compTimewPlot compTimew
	ModifyGraph userticks(left)={ovpScale,ovpt},userticks(bottom)={osScale,ost}
	SetAxis left ny-0.5,-0.5
	SetAxis bottom -0.5,nx-0.5
	ModifyGraph mirror=1,fStyle=1,margin(right)=86
	Label left "OVP[%]"
	Label bottom "OS[%]"
	ModifyImage $compTimewName ctab= {,,YellowHot256,1}
	ColorScale/C/N=text8/A=RC/X=1.00/Y=5.00/E image=compTimew,fstyle=1
	ColorScale/C/N=text8 "Computational Time[s]"
	endif
	End