]> git.uio.no Git - u/mrichter/AliRoot.git/blobdiff - TPC/AliTPCcalibCosmic.cxx
adapted macro to QAManager
[u/mrichter/AliRoot.git] / TPC / AliTPCcalibCosmic.cxx
index b8f0b337f16563405b1da8ee264996dd8c177195..43301c9f93860a70c0ceb3bb369ee5e62ae5f7c1 100644 (file)
  * provided "as is" without express or implied warranty.                  *
  **************************************************************************/
 
+/*
+    Comments to be written here: 
+    1. What do we calibrate.
+    2. How to interpret results
+    3. Simple example
+    4. Analysis using debug streamers.
+
+
+
+    3.Simple example
+    // To make cosmic scan the user interaction neccessary
+    //
+    .x ~/UliStyle.C
+    gSystem->Load("libANALYSIS");
+    gSystem->Load("libTPCcalib");
+    TFile fcalib("CalibObjects.root");
+    TObjArray * array = (TObjArray*)fcalib.Get("TPCCalib");
+    AliTPCcalibCosmic * cosmic = ( AliTPCcalibCosmic *)array->FindObject("cosmicTPC");
+    
+
+
+*/
+
+
+
 #include "Riostream.h"
 #include "TChain.h"
 #include "TTree.h"
 #include "TMath.h"
 #include "TCanvas.h"
 #include "TFile.h"
+#include "TF1.h"
+#include "THnSparse.h"
 
+#include "AliTPCclusterMI.h"
 #include "AliTPCseed.h"
 #include "AliESDVertex.h"
 #include "AliESDEvent.h"
 #include "AliESDfriend.h"
 #include "AliESDInputHandler.h"
+#include "AliAnalysisManager.h"
 
 #include "AliTracker.h"
-#include "AliMagFMaps.h"
+#include "AliMagF.h"
+#include "AliTPCCalROC.h"
 
 #include "AliLog.h"
 
 #include "AliTPCcalibCosmic.h"
-
 #include "TTreeStream.h"
 #include "AliTPCTracklet.h"
+#include "AliESDcosmic.h"
+
 
 ClassImp(AliTPCcalibCosmic)
 
@@ -48,13 +79,23 @@ AliTPCcalibCosmic::AliTPCcalibCosmic()
    fClusters(0),
    fModules(0),
    fHistPt(0),
-   fPtResolution(0),
    fDeDx(0),
+   fDeDxMIP(0),
+   fMIPvalue(1), 
    fCutMaxD(5),        // maximal distance in rfi ditection
+   fCutMaxDz(40),      // maximal distance in z ditection
    fCutTheta(0.03),    // maximal distan theta
    fCutMinDir(-0.99)   // direction vector products
 {  
-  AliInfo("Defualt Constructor");  
+  AliInfo("Default Constructor");    
+  for (Int_t ihis=0; ihis<6;ihis++){
+    fHistoDelta[ihis]=0;
+    fHistoPull[ihis]=0;
+  }
+  for (Int_t ihis=0; ihis<4;ihis++){
+    fHistodEdxMax[ihis]    =0;
+    fHistodEdxTot[ihis]    =0;
+  }
 }
 
 
@@ -64,33 +105,203 @@ AliTPCcalibCosmic::AliTPCcalibCosmic(const Text_t *name, const Text_t *title)
    fClusters(0),
    fModules(0),
    fHistPt(0),
-   fPtResolution(0),
    fDeDx(0),
-   fCutMaxD(5),        // maximal distance in rfi ditection
+   fDeDxMIP(0),
+   fMIPvalue(1),
+   fCutMaxD(5),        // maximal distance in rfi ditection 
+   fCutMaxDz(40),      // maximal distance in z ditection
    fCutTheta(0.03),    // maximal distan theta
    fCutMinDir(-0.99)   // direction vector products
 {  
   SetName(name);
   SetTitle(title);
-  AliMagFMaps * field = new AliMagFMaps("dummy1", "dummy2",0,5,0);
-  AliTracker::SetFieldMap(field, kTRUE);  
-  fHistNTracks = new TH1F("ntracks","Number of Tracks per Event",501,-0.5,500.5);
-  fClusters = new TH1F("signal","Number of Clusters per track",160,0,160);
-  fModules = new TH2F("sector","Acorde hits; z (cm); x(cm)",1200,-1200,1200,600,-1000,1000);
-  fHistPt = new TH1F("Pt","Pt distribution",2000,0,50);  
-  fPtResolution = new TH1F("PtResolution","Pt resolution",100,-50,50);
-  fDeDx = new TH2F("DeDx","dEdx",500,0.01,20.,500,0.,500);
+
+  fHistNTracks = new TH1F("ntracks","Number of Tracks per Event; number of tracks per event; number of tracks",501,-0.5,500.5);
+  fClusters = new TH1F("signal","Number of Clusters per track; number of clusters per track n_{cl}; counts",160,0,160);
+  fModules = new TH2F("sector","Acorde hits; z (cm); x(cm)",1200,-650,650,600,-700,700);
+  fHistPt = new TH1F("Pt","Pt distribution; p_{T} (GeV); counts",2000,0,50);
+  fDeDx = new TH2F("DeDx","dEdx; momentum p (GeV); TPC signal (a.u.)",500,0.01,100.,500,2.,1000);
   BinLogX(fDeDx);
+  fDeDxMIP =  new TH1F("DeDxMIP","MIP region; TPC signal (a.u.);counts ",500,2.,1000);
+  Init();
   AliInfo("Non Default Constructor");  
+  //
 }
 
 AliTPCcalibCosmic::~AliTPCcalibCosmic(){
   //
   //
   //
+  for (Int_t ihis=0; ihis<6;ihis++){
+    delete fHistoDelta[ihis];
+    delete fHistoPull[ihis];
+  }
+  for (Int_t ihis=0; ihis<4;ihis++){
+    delete fHistodEdxTot[ihis];
+    delete fHistodEdxMax[ihis];
+  }
+
+  delete fHistNTracks;            //  histogram showing number of ESD tracks per event
+  delete fClusters;               //  histogram showing the number of clusters per track
+  delete fModules;                //  2d histogram of tracks which are propagated to the ACORDE scintillator array
+  delete fHistPt;                 //  Pt histogram of reconstructed tracks
+  delete fDeDx;                   //  dEdx spectrum showing the different particle types
+  delete fDeDxMIP;                //  TPC signal close to the MIP region of muons 0.4 < p < 0.45 GeV
 }
 
 
+void AliTPCcalibCosmic::Init(){
+  //
+  // init component
+  // Make performance histograms
+  //
+
+  // tracking performance bins
+  // 0 - delta of interest
+  // 1 - min (track0, track1) number of clusters
+  // 2 - R  - vertex radius
+  // 3 - P1 - mean z
+  // 4 - P2 - snp(phi)    at inner wall of TPC
+  // 5 - P3 - tan(theta)  at inner wall of TPC
+  // 6 - P4 - 1/pt mean
+  // 7 - pt - pt mean
+  // 8 - alpha
+
+  Double_t xminTrack[9], xmaxTrack[9];
+  Int_t binsTrack[9];
+  TString axisName[9];
+  //
+  binsTrack[0] =100;
+  axisName[0]  ="#Delta";
+  //
+  binsTrack[1] =8;
+  xminTrack[1] =80; xmaxTrack[1]=160;
+  axisName[1]  ="N_{cl}";
+  //
+  binsTrack[2] =10;
+  xminTrack[2] =0; xmaxTrack[2]=90;  // 
+  axisName[2]  ="dca_{r} (cm)";
+  //
+  binsTrack[3] =25;
+  xminTrack[3] =-250; xmaxTrack[3]=250;  // 
+  axisName[3]  ="z (cm)";
+  //
+  binsTrack[4] =10;
+  xminTrack[4] =-0.8; xmaxTrack[4]=0.8;  // 
+  axisName[4]  ="sin(#phi)";
+  //
+  binsTrack[5] =10;
+  xminTrack[5] =-1; xmaxTrack[5]=1;  // 
+  axisName[5]  ="tan(#theta)";
+  //
+  binsTrack[6] =10;
+  xminTrack[6] =0; xmaxTrack[6]=2;  // 
+  axisName[6]  ="1/pt (1/GeV)";
+  //
+  binsTrack[7] =40;
+  xminTrack[7] =0.2; xmaxTrack[7]=50;  // 
+  axisName[7]  ="pt (GeV)";
+  //
+  binsTrack[8] =32;
+  xminTrack[8] =0; xmaxTrack[8]=TMath::Pi();  // 
+  axisName[8]  ="alpha";
+  //
+  // delta y
+  xminTrack[0] =-1; xmaxTrack[0]=1;  // 
+  fHistoDelta[0] = new THnSparseS("#Delta_{Y} (cm)","#Delta_{Y} (cm)", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[0] = new THnSparseS("#Delta_{Y} (unit)","#Delta_{Y} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  //
+  // delta z
+  xminTrack[0] =-1; xmaxTrack[0]=1;  // 
+  fHistoDelta[1] = new THnSparseS("#Delta_{Z} (cm)","#Delta_{Z} (cm)", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[1] = new THnSparseS("#Delta_{Z} (unit)","#Delta_{Z} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  //
+  // delta P2
+  xminTrack[0] =-10; xmaxTrack[0]=10;  // 
+  fHistoDelta[2] = new THnSparseS("#Delta_{#phi} (mrad)","#Delta_{#phi} (mrad)", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[2] = new THnSparseS("#Delta_{#phi} (unit)","#Delta_{#phi} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  //
+  // delta P3
+  xminTrack[0] =-10; xmaxTrack[0]=10;  // 
+  fHistoDelta[3] = new THnSparseS("#Delta_{#theta} (mrad)","#Delta_{#theta} (mrad)", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[3] = new THnSparseS("#Delta_{#theta} (unit)","#Delta_{#theta} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  //
+  // delta P4
+  xminTrack[0] =-0.2; xmaxTrack[0]=0.2;  // 
+  fHistoDelta[4] = new THnSparseS("#Delta_{1/pt} (1/GeV)","#Delta_{1/pt} (1/GeV)", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[4] = new THnSparseS("#Delta_{1/pt} (unit)","#Delta_{1/pt} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  
+  //
+  // delta Pt
+  xminTrack[0] =-0.5; xmaxTrack[0]=0.5;  // 
+  fHistoDelta[5] = new THnSparseS("#Delta_{pt}/p_{t}","#Delta_{pt}/p_{t}", 9, binsTrack,xminTrack, xmaxTrack);
+  xminTrack[0] =-5; xmaxTrack[0]=5;  // 
+  fHistoPull[5] = new THnSparseS("#Delta_{pt}/p_{t} (unit)","#Delta_{pt}/p_{t} (unit)", 9, binsTrack,xminTrack, xmaxTrack);
+  //
+
+  for (Int_t idedx=0;idedx<4;idedx++){
+    xminTrack[0] =0.5; xmaxTrack[0]=1.5;  // 
+    binsTrack[1] =40;
+    xminTrack[1] =10; xmaxTrack[1]=160;
+
+    fHistodEdxMax[idedx] = new THnSparseS(Form("dEdx_{MaxUp}/dEdx_{MaxDown}_Pad%d",idedx),
+                                         Form("dEdx_{MaxUp}/dEdx_{MaxDown}_Pad%d",idedx), 
+                                         9, binsTrack,xminTrack, xmaxTrack);
+    fHistodEdxTot[idedx] = new THnSparseS(Form("dEdx_{TotUp}/dEdx_{TotDown}_Pad%d",idedx),
+                                         Form("dEdx_{TotUp}/dEdx_{TotDown}_Pad%d",idedx), 
+                                         9, binsTrack,xminTrack, xmaxTrack);
+  }
+  
+
+
+  for (Int_t ivar=0;ivar<6;ivar++){
+    for (Int_t ivar2=0;ivar2<9;ivar2++){      
+      fHistoDelta[ivar]->GetAxis(ivar2)->SetName(axisName[ivar2].Data());
+      fHistoDelta[ivar]->GetAxis(ivar2)->SetTitle(axisName[ivar2].Data());
+      fHistoPull[ivar]->GetAxis(ivar2)->SetName(axisName[ivar2].Data());
+      fHistoPull[ivar]->GetAxis(ivar2)->SetTitle(axisName[ivar2].Data());
+      BinLogX(fHistoDelta[ivar],7);
+      BinLogX(fHistoPull[ivar],7);
+      if (ivar<4){
+       fHistodEdxMax[ivar]->GetAxis(ivar2)->SetName(axisName[ivar2].Data());
+       fHistodEdxMax[ivar]->GetAxis(ivar2)->SetTitle(axisName[ivar2].Data());
+       fHistodEdxTot[ivar]->GetAxis(ivar2)->SetName(axisName[ivar2].Data());
+       fHistodEdxTot[ivar]->GetAxis(ivar2)->SetTitle(axisName[ivar2].Data());
+       BinLogX(fHistodEdxMax[ivar],7);
+       BinLogX(fHistodEdxTot[ivar],7);
+      }
+    }
+  }
+}
+
+
+void AliTPCcalibCosmic::Add(const AliTPCcalibCosmic* cosmic){
+  //
+  //
+  //
+  for (Int_t ivar=0; ivar<6;ivar++){
+    if (fHistoDelta[ivar] && cosmic->fHistoDelta[ivar]){
+      fHistoDelta[ivar]->Add(cosmic->fHistoDelta[ivar]);
+    }
+    if (fHistoPull[ivar] && cosmic->fHistoPull[ivar]){
+      fHistoPull[ivar]->Add(cosmic->fHistoPull[ivar]);
+    }
+  }
+  for (Int_t ivar=0; ivar<4;ivar++){
+    if (fHistodEdxMax[ivar] && cosmic->fHistodEdxMax[ivar]){
+      fHistodEdxMax[ivar]->Add(cosmic->fHistodEdxMax[ivar]);
+    }
+    if (fHistodEdxTot[ivar] && cosmic->fHistodEdxTot[ivar]){
+      fHistodEdxTot[ivar]->Add(cosmic->fHistodEdxTot[ivar]);
+    }
+  }
+}
+
 
 
 
@@ -107,113 +318,132 @@ void AliTPCcalibCosmic::Process(AliESDEvent *event) {
    Printf("ERROR: ESDfriend not available");
    return;
   }
-  FindPairs(event);
+   
 
-  if (GetDebugLevel()>1) printf("Hallo world: Im here\n");
+  FindPairs(event); // nearly everything takes place in find pairs...
+
+  if (GetDebugLevel()>20) printf("Hallo world: Im here and processing an event\n");
   Int_t ntracks=event->GetNumberOfTracks(); 
   fHistNTracks->Fill(ntracks);
-  TObjArray  tpcSeeds(ntracks);
   if (ntracks==0) return;
+  AliESDcosmic cosmicESD;    
+  TTreeSRedirector * cstream =  GetDebugStreamer();
+  cosmicESD.SetDebugStreamer(cstream);
+  cosmicESD.ProcessEvent(event);
+  if (cstream) cosmicESD.DumpToTree();
+      
+  
+}
+
+
+void AliTPCcalibCosmic::FillHistoPerformance(AliExternalTrackParam *par0, AliExternalTrackParam *par1, AliExternalTrackParam *inner0, AliExternalTrackParam *inner1, AliTPCseed *seed0,  AliTPCseed *seed1){
   //
-  //track loop
   //
-  for (Int_t i=0;i<ntracks;++i) { 
-   AliESDtrack *track = event->GetTrack(i); 
-   fClusters->Fill(track->GetTPCNcls());   
-   AliExternalTrackParam * trackIn = new AliExternalTrackParam(*track->GetInnerParam());
-   
-   AliESDfriendTrack *friendTrack = ESDfriend->GetTrack(i);
-   TObject *calibObject;
-   AliTPCseed *seed = 0;
-   for (Int_t l=0;(calibObject=friendTrack->GetCalibObject(l));++l) {
-     if ((seed=dynamic_cast<AliTPCseed*>(calibObject))) break;
-   }
-   if (seed) tpcSeeds.AddAt(seed,i);
-   if (seed && track->GetTPCNcls() > 80) fDeDx->Fill(trackIn->GetP(), seed->CookdEdxNorm(0.05,0.45,0)); 
+  //
+  Int_t kMinCldEdx =20;
+  Int_t ncl0 = seed0->GetNumberOfClusters();
+  Int_t ncl1 = seed1->GetNumberOfClusters();
+
+  const Double_t kpullCut    = 10;
+  Double_t x[9];
+  Double_t xyz0[3];
+  Double_t xyz1[3];
+  par0->GetXYZ(xyz0);
+  par1->GetXYZ(xyz1);
+  Double_t radius0 = TMath::Sqrt(xyz0[0]*xyz0[0]+xyz0[1]*xyz0[1]);
+  Double_t radius1 = TMath::Sqrt(xyz1[0]*xyz1[0]+xyz1[1]*xyz1[1]);
+  inner0->GetXYZ(xyz0);
+  Double_t alpha = TMath::ATan2(xyz0[1],xyz0[0]);
+  // bin parameters
+  x[1] = TMath::Min(ncl0,ncl1);
+  x[2] = (radius0+radius1)*0.5;
+  x[3] = (inner0->GetZ()+inner1->GetZ())*0.5;
+  x[4] = (inner0->GetSnp()-inner1->GetSnp())*0.5;
+  x[5] = (inner0->GetTgl()-inner1->GetTgl())*0.5;
+  x[6] = (1/par0->Pt()+1/par1->Pt())*0.5;
+  x[7] = (par0->Pt()+par1->Pt())*0.5;
+  x[8] = alpha;
+  // deltas
+  Double_t delta[6];
+  Double_t sigma[6];
+  delta[0] = (par0->GetY()+par1->GetY());
+  delta[1] = (par0->GetZ()-par1->GetZ());
+  delta[2] = (par0->GetAlpha()-par1->GetAlpha()-TMath::Pi());
+  delta[3] = (par0->GetTgl()+par1->GetTgl());
+  delta[4] = (par0->GetParameter()[4]+par1->GetParameter()[4]);
+  delta[5] = (par0->Pt()-par1->Pt())/((par0->Pt()+par1->Pt())*0.5);
+  //
+  sigma[0] = TMath::Sqrt(par0->GetSigmaY2()+par1->GetSigmaY2());
+  sigma[1] = TMath::Sqrt(par0->GetSigmaZ2()+par1->GetSigmaZ2());
+  sigma[2] = TMath::Sqrt(par0->GetSigmaSnp2()+par1->GetSigmaSnp2());
+  sigma[3] = TMath::Sqrt(par0->GetSigmaTgl2()+par1->GetSigmaTgl2());
+  sigma[4] = TMath::Sqrt(par0->GetSigma1Pt2()+par1->GetSigma1Pt2());
+  sigma[5] = sigma[4]*((par0->Pt()+par1->Pt())*0.5);
+  //
+  Bool_t isOK = kTRUE;
+  for (Int_t ivar=0;ivar<6;ivar++){
+    if (sigma[ivar]==0) isOK=kFALSE;
+    x[0]= delta[ivar]/sigma[ivar];
+    if (TMath::Abs(x[0])>kpullCut) isOK = kFALSE;
   }
-  if (ntracks<2) return;
-
+  //
 
-  // dE/dx,pt and ACORDE study --> studies which need the pair selection    
-  for (Int_t i=0;i<ntracks;++i) {
-    AliESDtrack *track1 = event->GetTrack(i);
-     
-    Double_t d1[3];
-    track1->GetDirection(d1);
-    
-    for (Int_t j=i+1;j<ntracks;++j) {
-     AliESDtrack *track2 = event->GetTrack(j);   
-     Double_t d2[3];
-     track2->GetDirection(d2);
-       
-     if (d1[0]*d2[0] + d1[1]*d2[1] + d1[2]*d2[2] < -0.999) {
-     
-      /*___________________________________ Pt resolution ________________________________________*/
-      if (track1->Pt() != 0 && track1->GetTPCNcls() > 80 && track2->GetTPCNcls() > 80) {
-       Double_t res = (track1->Pt() - track2->Pt());
-       res = res/(2*(track1->Pt() + track2->Pt()));
-       fPtResolution->Fill(100*res);
-      }
-      
-      /*_______________________________ Propagation to ACORDE ___________________________________*/
-      const Double_t AcordePlane = 850.; //distance of the central Acorde detectors to the beam line at y =0
-      const Double_t roof = 210.5; // distance from x =0 to end of magnet roof
-     
-      if (d1[1] > 0 && d2[1] < 0 && track1->GetTPCNcls() > 50) {        
-       Double_t r[3];
-       track1->GetXYZ(r);
-       Double_t x,z;
-       z = r[2] + (d1[2]/d1[1])*(AcordePlane - r[1]);
-       x = r[0] + (d1[0]/d1[1])*(AcordePlane - r[1]);
-       
-       if (x > roof) {
-        x = x - (x-roof)/(1 + TMath::Abs(TMath::Tan(track1->Phi())));
-        z = z - TMath::Abs(TMath::Tan(track1->Phi()))/TMath::Abs(TMath::Tan(track1->Theta()))*(x-roof)/(1 + TMath::Abs(TMath::Tan(track1->Phi())));
-       }
-       if (x < -roof) {
-        x = x - (x+roof)/(1 + TMath::Abs(TMath::Tan(track1->Phi())));
-        z = z -  TMath::Abs(TMath::Tan(track1->Phi()))/TMath::Abs(TMath::Tan(track1->Theta()))*(x+roof)/(1 + TMath::Abs(TMath::Tan(track1->Phi())));
-       }
-       
-       fModules->Fill(z, x);
-      }
-      
-      if (d2[1] > 0 && d1[1] < 0 && track2->GetTPCNcls() > 50) {
-       Double_t r[3];
-       track2->GetXYZ(r);
-       Double_t x,z;
-       z = r[2] + (d2[2]/d2[1])*(AcordePlane - r[1]);
-       x = r[0] + (d2[0]/d2[1])*(AcordePlane - r[1]);
-       
-       if (x > roof) {
-        x = x - (x-roof)/(1 + TMath::Abs(TMath::Tan(track2->Phi())));
-        z = z - TMath::Abs(TMath::Tan(track2->Phi()))/TMath::Abs(TMath::Tan(track2->Theta()))*(x-roof)/(1 + TMath::Abs(TMath::Tan(track2->Phi())));  
-       }
-       if (x < -roof) {
-        x = x - (x+roof)/(1 + TMath::Abs(TMath::Tan(track2->Phi())));
-       z = z -  TMath::Abs(TMath::Tan(track2->Phi()))/TMath::Abs(TMath::Tan(track2->Theta()))*(x+roof)/(1 + TMath::Abs(TMath::Tan(track2->Phi())));
-       }       
-       
-       fModules->Fill(z, x);
-      }
-      
-  //     AliExternalTrackParam * trackOut = new AliExternalTrackParam(*track2->GetOuterParam());
-//       AliTracker::PropagateTrackTo(trackOut,850.,105.658,30);
-//       delete trackOut;
-      
+  if (isOK) for (Int_t ivar=0;ivar<6;ivar++){
+    x[0]= delta[ivar]/TMath::Sqrt(2);
+    if (ivar==2 || ivar ==3) x[0]*=1000;
+    fHistoDelta[ivar]->Fill(x);
+    if (sigma[ivar]>0){
+      x[0]= delta[ivar]/sigma[ivar];
+      fHistoPull[ivar]->Fill(x);
+    }
+  }
 
+  //                                           
+  // Fill dedx performance
+  //
+  for (Int_t ipad=0; ipad<4;ipad++){
+    //
+    //
+    //
+    Int_t row0=0;
+    Int_t row1=160;
+    if (ipad==0) row1=63;
+    if (ipad==1) {row0=63; row1=63+64;}
+    if (ipad==2) {row0=128;}
+    Int_t   nclUp       = TMath::Nint(seed0->CookdEdxAnalytical(0.01,0.7,0,row0,row1,2));
+    Int_t   nclDown     = TMath::Nint(seed1->CookdEdxAnalytical(0.01,0.7,0,row0,row1,2));
+    Int_t   minCl       = TMath::Min(nclUp,nclDown);
+    if (minCl<kMinCldEdx) continue;
+    x[1] = minCl;
+    //
+    Float_t dEdxTotUp   = seed0->CookdEdxAnalytical(0.01,0.7,0,row0,row1);
+    Float_t dEdxTotDown = seed1->CookdEdxAnalytical(0.01,0.7,0,row0,row1);
+    Float_t dEdxMaxUp   = seed0->CookdEdxAnalytical(0.01,0.7,1,row0,row1);
+    Float_t dEdxMaxDown = seed1->CookdEdxAnalytical(0.01,0.7,1,row0,row1);
+    //
+    if (dEdxTotDown<=0) continue;
+    if (dEdxMaxDown<=0) continue;
+    x[0]=dEdxTotUp/dEdxTotDown;
+    fHistodEdxTot[ipad]->Fill(x);
+    x[0]=dEdxMaxUp/dEdxMaxDown;
+    fHistodEdxMax[ipad]->Fill(x);
+  }
 
-      
 
-      break;            
-     }     
-    }
-  }
-  
   
-  
-  
-}    
+}
+
+
+
+void AliTPCcalibCosmic::Analyze() {
+
+  fMIPvalue = CalculateMIPvalue(fDeDxMIP);
+
+  return;
+
+}
+
+
 
 void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
   //
@@ -222,7 +452,7 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
   // Track0 is choosen in upper TPC part
   // Track1 is choosen in lower TPC part
   //
-  if (GetDebugLevel()>1) printf("Hallo world: Im here\n");
+  if (GetDebugLevel()>20) printf("Hallo world: Im here\n");
   AliESDfriend *ESDfriend=static_cast<AliESDfriend*>(event->FindListObject("AliESDfriend"));
   Int_t ntracks=event->GetNumberOfTracks(); 
   TObjArray  tpcSeeds(ntracks);
@@ -233,11 +463,17 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
   //
   //track loop
   //
-  for (Int_t i=0;i<ntracks;++i) { 
-   AliESDtrack *track = event->GetTrack(i); 
-   fClusters->Fill(track->GetTPCNcls());   
-   AliExternalTrackParam * trackIn = new AliExternalTrackParam(*track->GetInnerParam());
-   
+  for (Int_t i=0;i<ntracks;++i) {
+   AliESDtrack *track = event->GetTrack(i);
+   fClusters->Fill(track->GetTPCNcls()); 
+  
+   const AliExternalTrackParam * trackIn = track->GetInnerParam();
+   const AliExternalTrackParam * trackOut = track->GetOuterParam();
+   if (!trackIn) continue;
+   if (!trackOut) continue;
+   if (ntracks>4 && TMath::Abs(trackIn->GetTgl())<0.0015) continue;  // filter laser 
+
+
    AliESDfriendTrack *friendTrack = ESDfriend->GetTrack(i);
    TObject *calibObject;
    AliTPCseed *seed = 0;
@@ -245,8 +481,23 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
      if ((seed=dynamic_cast<AliTPCseed*>(calibObject))) break;
    }
    if (seed) tpcSeeds.AddAt(seed,i);
-   if (seed && track->GetTPCNcls() > 80) fDeDx->Fill(trackIn->GetP(), seed->CookdEdxNorm(0.05,0.45,0)); 
+
+   Double_t meanP = 0.5*(trackIn->GetP() + trackOut->GetP());
+   if (seed && track->GetTPCNcls() > 80 + 60/(1+TMath::Exp(-meanP+5))) {
+     fDeDx->Fill(meanP, seed->CookdEdxNorm(0.0,0.45,0,0,159));
+     //
+     if (meanP > 0.4 && meanP < 0.45) fDeDxMIP->Fill(seed->CookdEdxNorm(0.0,0.45,0,0,159));
+     //
+     if (GetDebugLevel()>0&&meanP>0.2&&seed->CookdEdxNorm(0.0,0.45,0,0,159)>300) {
+       TFile *curfile = AliAnalysisManager::GetAnalysisManager()->GetTree()->GetCurrentFile();
+       if (curfile) printf(">>> p+ in file: %s \t event: %i \t Number of ESD tracks: %i \n", curfile->GetName(), (int)event->GetEventNumberInFile(), (int)ntracks);
+       if (track->GetOuterParam()->GetAlpha()<0) cout << " Polartiy: " << track->GetSign() << endl;
+     }
+
+   }
+
   }
+
   if (ntracks<2) return;
   //
   // Find pairs
@@ -257,8 +508,8 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
     if (!track0) continue;
     if (!track0->GetOuterParam()) continue;
     if (track0->GetOuterParam()->GetAlpha()<0) continue;
-    Double_t d1[3];
-    track0->GetDirection(d1);    
+    Double_t dir0[3];
+    track0->GetDirection(dir0);    
     for (Int_t j=0;j<ntracks;++j) {
       if (i==j) continue;
       AliESDtrack *track1 = event->GetTrack(j);   
@@ -267,16 +518,23 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
       if (!track1->GetOuterParam()) continue;
       if (track1->GetOuterParam()->GetAlpha()>0) continue;
       //
-      Double_t d2[3];
-      track1->GetDirection(d2);
-      printf("My stream level=%d\n",fStreamLevel);
+      Double_t dir1[3];
+      track1->GetDirection(dir1);
+      
       AliTPCseed * seed0 = (AliTPCseed*) tpcSeeds.At(i);
       AliTPCseed * seed1 = (AliTPCseed*) tpcSeeds.At(j);
       if (! seed0) continue;
       if (! seed1) continue;
-      Float_t dedx0 = seed0->CookdEdxNorm(0.05,0.55,0);
-      Float_t dedx1 = seed1->CookdEdxNorm(0.05,0.55,0);
-      Float_t dir = (d1[0]*d2[0] + d1[1]*d2[1] + d1[2]*d2[2]);
+      Float_t dedx0 = seed0->CookdEdxNorm(0.05,0.55,0,0,159);
+      Float_t dedx1 = seed1->CookdEdxNorm(0.05,0.55,0,0,159);
+      //
+      Float_t dedx0I = seed0->CookdEdxNorm(0.05,0.55,0,0,63);
+      Float_t dedx1I = seed1->CookdEdxNorm(0.05,0.55,0,0,63);
+      //
+      Float_t dedx0O = seed0->CookdEdxNorm(0.05,0.55,0,64,159);
+      Float_t dedx1O = seed1->CookdEdxNorm(0.05,0.55,0,64,159);
+      //
+      Float_t dir = (dir0[0]*dir1[0] + dir0[1]*dir1[1] + dir0[2]*dir1[2]);
       Float_t d0  = track0->GetLinearD(0,0);
       Float_t d1  = track1->GetLinearD(0,0);
       //
@@ -310,26 +568,65 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
       //      
       param0.GetDZ(0,0,0,bz,dvertex0);
       param1.GetDZ(0,0,0,bz,dvertex1);
+      if (TMath::Abs(param0.GetZ()-param1.GetZ())>fCutMaxDz) continue;
       //
       Double_t xyz0[3];//,pxyz0[3];
       Double_t xyz1[3];//,pxyz1[3];
       param0.GetXYZ(xyz0);
       param1.GetXYZ(xyz1);
       Bool_t isPair = IsPair(&param0,&param1);
+      //
+      if (isPair) FillAcordeHist(track0);
+      //
+      // combined track params 
+      //
+      AliExternalTrackParam *par0U=MakeCombinedTrack(&param0,&param1);
+      AliExternalTrackParam *par1U=MakeCombinedTrack(&param1,&param0);
+
+
       //
       if (fStreamLevel>0){
        TTreeSRedirector * cstream =  GetDebugStreamer();
-       printf("My stream=%p\n",(void*)cstream);
+       //printf("My stream=%p\n",(void*)cstream);
+       AliExternalTrackParam *ip0 = (AliExternalTrackParam *)track0->GetInnerParam();
+       AliExternalTrackParam *ip1 = (AliExternalTrackParam *)track1->GetInnerParam();
+       AliExternalTrackParam *op0 = (AliExternalTrackParam *)track0->GetOuterParam();
+       AliExternalTrackParam *op1 = (AliExternalTrackParam *)track1->GetOuterParam();
+       Bool_t isCrossI = ip0->GetZ()*ip1->GetZ()<0;
+       Bool_t isCrossO = op0->GetZ()*op1->GetZ()<0;
+       Double_t alpha0 = TMath::ATan2(dir0[1],dir0[0]);
+       Double_t alpha1 = TMath::ATan2(dir1[1],dir1[0]);
+       //
+       //
+       //
+       FillHistoPerformance(&param0, &param1, ip0, ip1, seed0, seed1);
+
        if (cstream) {
          (*cstream) << "Track0" <<
+           "run="<<fRun<<              //  run number
+           "event="<<fEvent<<          //  event number
+           "time="<<fTime<<            //  time stamp of event
+           "trigger="<<fTrigger<<      //  trigger
+           "triggerClass="<<&fTriggerClass<<      //  trigger
+           "mag="<<fMagF<<             //  magnetic field
            "dir="<<dir<<               //  direction
-           "OK="<<isPair<<             // will be accepted
+           "OK="<<isPair<<             //  will be accepted
            "b0="<<b0<<                 //  propagate status
            "b1="<<b1<<                 //  propagate status
+           "crossI="<<isCrossI<<       //  cross inner
+           "crossO="<<isCrossO<<       //  cross outer
+           //
            "Orig0.=" << track0 <<      //  original track  0
            "Orig1.=" << track1 <<      //  original track  1
            "Tr0.="<<&param0<<          //  track propagated to the DCA 0,0
            "Tr1.="<<&param1<<          //  track propagated to the DCA 0,0        
+           "Ip0.="<<ip0<<              //  inner param - upper
+           "Ip1.="<<ip1<<              //  inner param - lower
+           "Op0.="<<op0<<              //  outer param - upper
+           "Op1.="<<op1<<              //  outer param - lower
+           "Up0.="<<par0U<<           //  combined track 0
+           "Up1.="<<par1U<<           //  combined track 1
+           //
            "v00="<<dvertex0[0]<<       //  distance using kalman
            "v01="<<dvertex0[1]<<       // 
            "v10="<<dvertex1[0]<<       //
@@ -337,30 +634,105 @@ void AliTPCcalibCosmic::FindPairs(AliESDEvent *event) {
            "d0="<<d0<<                 //  linear distance to 0,0
            "d1="<<d1<<                 //  linear distance to 0,0
            //
-           "x00="<<xyz0[0]<<
+           //
+           //
+           "x00="<<xyz0[0]<<           // global position close to vertex
            "x01="<<xyz0[1]<<
            "x02="<<xyz0[2]<<
            //
-           "x10="<<xyz1[0]<<
+           "x10="<<xyz1[0]<<           // global position close to vertex
            "x11="<<xyz1[1]<<
            "x12="<<xyz1[2]<<
            //
-           "Seed0.=" << track0 <<      //  original seed 0
-           "Seed1.=" << track1 <<      //  original seed 1
-           "dedx0="<<dedx0<<           //  dedx0
-           "dedx1="<<dedx1<<           //  dedx1
+           "alpha0="<<alpha0<<
+           "alpha1="<<alpha1<<
+           "dir00="<<dir0[0]<<           // direction upper
+           "dir01="<<dir0[1]<<
+           "dir02="<<dir0[2]<<
+           //
+           "dir10="<<dir1[0]<<           // direction lower
+           "dir11="<<dir1[1]<<
+           "dir12="<<dir1[2]<<
+           //
+           //
+           "Seed0.=" << seed0 <<       //  original seed 0
+           "Seed1.=" << seed1 <<       //  original seed 1
+           //
+           "dedx0="<<dedx0<<           //  dedx0 - all
+           "dedx1="<<dedx1<<           //  dedx1 - all
+           //
+           "dedx0I="<<dedx0I<<         //  dedx0 - inner ROC
+           "dedx1I="<<dedx1I<<         //  dedx1 - inner ROC
+           //
+           "dedx0O="<<dedx0O<<         //  dedx0 - outer ROC
+           "dedx1O="<<dedx1O<<         //  dedx1 - outer ROC
            "\n";
        }
-      }      
+      }
+      delete par0U;
+      delete par1U;
     }
   }  
 }    
 
 
-Long64_t AliTPCcalibCosmic::Merge(TCollection */*li*/) {
+
+
+void  AliTPCcalibCosmic::FillAcordeHist(AliESDtrack *upperTrack) {
+
+  // Pt cut to select straight tracks which can be easily propagated to ACORDE which is outside the magnetic field
+  if (upperTrack->Pt() < 10 || upperTrack->GetTPCNcls() < 80) return;
+    
+  const Double_t AcordePlane = 850.; // distance of the central Acorde detectors to the beam line at y =0
+  const Double_t roof = 210.5;       // distance from x =0 to end of magnet roof
+
+  Double_t r[3];
+  upperTrack->GetXYZ(r);
+  Double_t d[3];
+  upperTrack->GetDirection(d);
+  Double_t x,z;
+  z = r[2] + (d[2]/d[1])*(AcordePlane - r[1]);
+  x = r[0] + (d[0]/d[1])*(AcordePlane - r[1]);
   
+  if (x > roof) {
+    x = r[0] + (d[0]/(d[0]+d[1]))*(AcordePlane+roof-r[0]-r[1]);
+    z = r[2] + (d[2]/(d[0]+d[1]))*(AcordePlane+roof-r[0]-r[1]);
+  }
+  if (x < -roof) {
+    x = r[0] + (d[0]/(d[1]-d[0]))*(AcordePlane+roof+r[0]-r[1]);              
+    z = r[2] + (d[2]/(d[1]-d[0]))*(AcordePlane+roof+r[0]-r[1]);
+  } 
+
+  fModules->Fill(z, x);
 }
 
+
+
+Long64_t AliTPCcalibCosmic::Merge(TCollection *li) {
+
+  TIterator* iter = li->MakeIterator();
+  AliTPCcalibCosmic* cal = 0;
+
+  while ((cal = (AliTPCcalibCosmic*)iter->Next())) {
+    if (!cal->InheritsFrom(AliTPCcalibCosmic::Class())) {
+      //Error("Merge","Attempt to add object of class %s to a %s", cal->ClassName(), this->ClassName());
+      return -1;
+    }
+    
+    fHistNTracks->Add(cal->GetHistNTracks());
+    fClusters->Add(cal-> GetHistClusters());
+    fModules->Add(cal->GetHistAcorde());
+    fHistPt->Add(cal->GetHistPt());
+    fDeDx->Add(cal->GetHistDeDx());
+    fDeDxMIP->Add(cal->GetHistMIP());
+    Add(cal);
+  }
+  return 0;
+  
+}
+
+
 Bool_t  AliTPCcalibCosmic::IsPair(AliExternalTrackParam *tr0, AliExternalTrackParam *tr1){
   //
   //
@@ -381,7 +753,9 @@ Bool_t  AliTPCcalibCosmic::IsPair(AliExternalTrackParam *tr0, AliExternalTrackPa
   const Double_t *p0 = tr0->GetParameter();
   const Double_t *p1 = tr1->GetParameter();
   if (TMath::Abs(p0[3]+p1[3])>fCutTheta) return kFALSE;
+  if (TMath::Abs(p0[1]-p1[1])>fCutMaxDz) return kFALSE;
   if (TMath::Abs(p0[0]+p1[0])>fCutMaxD)  return kFALSE;
+  
   Double_t d0[3], d1[3];
   tr0->GetDirection(d0);    
   tr1->GetDirection(d1);       
@@ -389,8 +763,57 @@ Bool_t  AliTPCcalibCosmic::IsPair(AliExternalTrackParam *tr0, AliExternalTrackPa
   //
   return kTRUE;  
 }
 
 
+Double_t AliTPCcalibCosmic::CalculateMIPvalue(TH1F * hist) {
+
+  TF1 * funcDoubleGaus = new TF1("funcDoubleGaus", "gaus(0)+gaus(3)",0,1000);
+  funcDoubleGaus->SetParameters(hist->GetEntries()*0.75,hist->GetMean()/1.3,hist->GetMean()*0.10,
+                               hist->GetEntries()*0.25,hist->GetMean()*1.3,hist->GetMean()*0.10);
+  hist->Fit(funcDoubleGaus);
+  Double_t MIPvalue = TMath::Min(funcDoubleGaus->GetParameter(1),funcDoubleGaus->GetParameter(4));
+
+  delete funcDoubleGaus;
+
+  return MIPvalue;
+
+}
+
+
+
+
+void AliTPCcalibCosmic::CalculateBetheParams(TH2F */*hist*/, Double_t * /*initialParam*/) {
+  //
+  // Not implemented yet
+  //
+  return;
+
+}
+
+
+void AliTPCcalibCosmic::BinLogX(THnSparse *h, Int_t axisDim) {
+
+  // Method for the correct logarithmic binning of histograms
+
+  TAxis *axis = h->GetAxis(axisDim);
+  int bins = axis->GetNbins();
+
+  Double_t from = axis->GetXmin();
+  Double_t to = axis->GetXmax();
+  Double_t *new_bins = new Double_t[bins + 1];
+
+  new_bins[0] = from;
+  Double_t factor = pow(to/from, 1./bins);
+
+  for (int i = 1; i <= bins; i++) {
+   new_bins[i] = factor * new_bins[i-1];
+  }
+  axis->Set(bins, new_bins);
+  delete new_bins;
+
+}
+
 
 void AliTPCcalibCosmic::BinLogX(TH1 *h) {
 
@@ -415,48 +838,119 @@ void AliTPCcalibCosmic::BinLogX(TH1 *h) {
 }
 
 
+AliExternalTrackParam *AliTPCcalibCosmic::MakeTrack(const AliExternalTrackParam *track0, const AliExternalTrackParam *track1){
+  //
+  // 
+  //
+  AliExternalTrackParam *par1R= new AliExternalTrackParam(*track1);
+  par1R->Rotate(track0->GetAlpha());
+  par1R->PropagateTo(track0->GetX(),AliTracker::GetBz()); 
+  //
+  //
+  Double_t * param = (Double_t*)par1R->GetParameter();
+  Double_t * covar = (Double_t*)par1R->GetCovariance();
+
+  param[0]*=1;  //OK
+  param[1]*=1;  //OK
+  param[2]*=1;  //?
+  param[3]*=-1; //OK
+  param[4]*=-1; //OK
+  //
+  covar[6] *=-1.; covar[7] *=-1.; covar[8] *=-1.;
+  //covar[10]*=-1.; covar[11]*=-1.; covar[12]*=-1.;
+  covar[13]*=-1.;
+  return par1R;
+}
 
-/*
+AliExternalTrackParam *AliTPCcalibCosmic::MakeCombinedTrack(const AliExternalTrackParam *track0, const AliExternalTrackParam *track1){
+  //
+  // Make combined track
+  //
+  //
+  AliExternalTrackParam * par1T = MakeTrack(track0,track1);
+  AliExternalTrackParam * par0U = new AliExternalTrackParam(*track0);
+  //
+  UpdateTrack(*par0U,*par1T);
+  delete par1T;
+  return par0U;
+}
 
 
-void AliTPCcalibCosmic::dEdxCorrection(){
-  TCut cutT("cutT","abs(Tr1.fP[3]+Tr0.fP[3])<0.03");
-  TCut cutD("cutD","abs(Tr0.fP[0]+Tr1.fP[0])<5");
-  TCut cutPt("cutPt","abs(Tr1.fP[4]+Tr0.fP[4])<0.2&&abs(Tr0.fP[4])+abs(Tr1.fP[4])<10");
-  TCut cutN("cutN","min(Orig0.fTPCncls,Orig1.fTPCncls)>70");
-  TCut cutA=cutT+cutD+cutPt+cutN;
+void AliTPCcalibCosmic::UpdateTrack(AliExternalTrackParam &track1, const AliExternalTrackParam &track2){
+  //
+  // Update track 1 with track 2
+  //
+  //
+  //
+  TMatrixD vecXk(5,1);    // X vector
+  TMatrixD covXk(5,5);    // X covariance 
+  TMatrixD matHk(5,5);    // vector to mesurement
+  TMatrixD measR(5,5);    // measurement error 
+  TMatrixD vecZk(5,1);    // measurement
+  //
+  TMatrixD vecYk(5,1);    // Innovation or measurement residual
+  TMatrixD matHkT(5,5);
+  TMatrixD matSk(5,5);    // Innovation (or residual) covariance
+  TMatrixD matKk(5,5);    // Optimal Kalman gain
+  TMatrixD mat1(5,5);     // update covariance matrix
+  TMatrixD covXk2(5,5);   // 
+  TMatrixD covOut(5,5);
+  //
+  Double_t *param1=(Double_t*) track1.GetParameter();
+  Double_t *covar1=(Double_t*) track1.GetCovariance();
+  Double_t *param2=(Double_t*) track2.GetParameter();
+  Double_t *covar2=(Double_t*) track2.GetCovariance();
+  //
+  // copy data to the matrix
+  for (Int_t ipar=0; ipar<5; ipar++){
+    for (Int_t jpar=0; jpar<5; jpar++){
+      covXk(ipar,jpar) = covar1[track1.GetIndex(ipar, jpar)];
+      measR(ipar,jpar) = covar2[track2.GetIndex(ipar, jpar)];
+      matHk(ipar,jpar)=0;
+      mat1(ipar,jpar)=0;
+    }
+    vecXk(ipar,0) = param1[ipar];
+    vecZk(ipar,0) = param2[ipar];
+    matHk(ipar,ipar)=1;
+    mat1(ipar,ipar)=0;
+  }
+  //
+  //
+  //
+  //
+  //
+  vecYk = vecZk-matHk*vecXk;                 // Innovation or measurement residual
+  matHkT=matHk.T(); matHk.T();
+  matSk = (matHk*(covXk*matHkT))+measR;      // Innovation (or residual) covariance
+  matSk.Invert();
+  matKk = (covXk*matHkT)*matSk;              //  Optimal Kalman gain
+  vecXk += matKk*vecYk;                      //  updated vector 
+  covXk2 = (mat1-(matKk*matHk));
+  covOut =  covXk2*covXk; 
+  //
+  //
+  //
+  // copy from matrix to parameters
+  if (0) {
+    vecXk.Print();
+    vecZk.Print();
+    //
+    measR.Print();
+    covXk.Print();
+    covOut.Print();
+    //
+    track1.Print();
+    track2.Print();
+  }
 
+  for (Int_t ipar=0; ipar<5; ipar++){
+    param1[ipar]= vecXk(ipar,0) ;
+    for (Int_t jpar=0; jpar<5; jpar++){
+      covar1[track1.GetIndex(ipar, jpar)]=covOut(ipar,jpar);
+    }
+  }
+}
 
-  .x ~/rootlogon.C
-   gSystem->Load("libSTAT.so");
 
-  Double_t chi2=0;
-  Int_t    npoints=0;
-  TVectorD fitParam;
-  TMatrixD covMatrix;
-  
-  chain->Draw("Tr0.fP[4]+Tr1.fP[4]","OK"+cutA);
-  
-  TString strFit;
-  strFit+="(Tr0.fP[1]/250)++";
-  strFit+="(Tr0.fP[1]/250)^2++";
-  strFit+="(Tr0.fP[3])++";
-  strFit+="(Tr0.fP[3])^2++";
-
-  TString * ptParam = TStatToolkit::FitPlane(chain,"Tr0.fP[4]+Tr1.fP[4]", strFit.Data(),cutA, chi2,npoints,fitParam,covMatrix) 
-
-strFit+="(Tr0.fP[1]/250)++";
-strFit+="(Tr0.fP[1]/250)^2++";
-strFit+="(Tr0.fP[3])++";
-strFit+="(Tr0.fP[3])^2++";
-strFit+="(Tr0.fP[1]/250)^2*Tr0.fP[3]++";
-strFit+="(Tr0.fP[1]/250)^2*Tr0.fP[3]^2++";
-//
-
-strFit+="sign(Tr0.fP[1])++"
-strFit+="sign(Tr0.fP[1])*(1-abs(Tr0.fP[1]/250))"
-                                           
-TString * thetaParam = TStatToolkit::FitPlane(chain,"Tr0.fP[3]+Tr1.fP[3]", strFit.Data(),cutA, chi2,npoints,fitParam,covMatrix)
-*/