moved AliSelector, AliSelectorRL to STEER

[u/mrichter/AliRoot.git] / PWG0 / dNdEta / AlidNdEtaSystematicsSelector.cxx

/* $Id$ */

#include "AlidNdEtaSystematicsSelector.h"

#include <TStyle.h>
#include <TSystem.h>
#include <TCanvas.h>
#include <TVector3.h>
#include <TChain.h>
#include <TFile.h>
#include <TH2F.h>
#include <TH1F.h>
#include <TParticle.h>

#include <AliLog.h>
#include <AliESD.h>
#include <AliStack.h>
#include <AliHeader.h>
#include <AliGenEventHeader.h>
#include <../PYTHIA6/AliGenPythiaEventHeader.h>
#include <../EVGEN/AliGenCocktailEventHeader.h>

#include "esdTrackCuts/AliESDtrackCuts.h"
#include "AliPWG0Helper.h"
#include "AliPWG0depHelper.h"
#include "dNdEta/AlidNdEtaCorrection.h"

ClassImp(AlidNdEtaSystematicsSelector)

AlidNdEtaSystematicsSelector::AlidNdEtaSystematicsSelector() :
  AliSelectorRL(),
  fSecondaries(0),
  fSigmaVertex(0),
  fEsdTrackCuts(0),
  fPIDParticles(0),
  fPIDTracks(0)
{
  //
  // Constructor. Initialization of pointers
  //

  for (Int_t i=0; i<4; ++i)
    fdNdEtaCorrectionSpecies[i] = 0;

  for (Int_t i=0; i<3; ++i) {
    fdNdEtaCorrectionVertexReco[i] = 0;
    fdNdEtaCorrectionTriggerBias[i] = 0;
  }
}

AlidNdEtaSystematicsSelector::~AlidNdEtaSystematicsSelector()
{
  //
  // Destructor
  //
}

void AlidNdEtaSystematicsSelector::Begin(TTree* tree)
{
  // Begin function

  AliSelectorRL::Begin(tree);

  ReadUserObjects(tree);
}

void AlidNdEtaSystematicsSelector::ReadUserObjects(TTree* tree)
{
  // read the user objects, called from slavebegin and begin

  if (!fEsdTrackCuts && fInput)
    fEsdTrackCuts = dynamic_cast<AliESDtrackCuts*> (fInput->FindObject("AliESDtrackCuts"));

  if (!fEsdTrackCuts && tree)
    fEsdTrackCuts = dynamic_cast<AliESDtrackCuts*> (tree->GetUserInfo()->FindObject("AliESDtrackCuts"));

  if (!fEsdTrackCuts)
     AliDebug(AliLog::kError, "ERROR: Could not read EsdTrackCuts from input list.");
}

void AlidNdEtaSystematicsSelector::SlaveBegin(TTree* tree)
{
  // The SlaveBegin() function is called after the Begin() function.
  // When running with PROOF SlaveBegin() is called on each slave server.
  // The tree argument is deprecated (on PROOF 0 is passed).

  AliSelector::SlaveBegin(tree);

  ReadUserObjects(tree);

  TString option(GetOption());

  printf("Running AlidNdEtaSystematicsSelector with options %s\n", option.Data());

  if (option.Contains("secondaries"))
  {
    fSecondaries = new TH2F("fSecondaries", "fSecondaries;Case;N", 8, 0.5, 8.5, 2001, -0.5, 2000.5);
    fSecondaries->GetXaxis()->SetBinLabel(1, "All Primaries");
    fSecondaries->GetXaxis()->SetBinLabel(2, "All Secondaries");
    fSecondaries->GetXaxis()->SetBinLabel(3, "Primaries pT > 0.3 GeV/c");
    fSecondaries->GetXaxis()->SetBinLabel(4, "Secondaries pT > 0.3 GeV/c");
    fSecondaries->GetXaxis()->SetBinLabel(5, "Tracks from Primaries");
    fSecondaries->GetXaxis()->SetBinLabel(6, "Tracks from Secondaries");
    fSecondaries->GetXaxis()->SetBinLabel(7, "Accepted Tracks from Primaries");
    fSecondaries->GetXaxis()->SetBinLabel(8, "Accepted Tracks from Secondaries");
  }

  if (option.Contains("particle-composition"))
  {
    for (Int_t i=0; i<4; ++i)
    {
      TString name;
      name.Form("correction_%d", i);
      fdNdEtaCorrectionSpecies[i] = new AlidNdEtaCorrection(name, name);
    }
  }

  if (option.Contains("sigma-vertex"))
  {
    fSigmaVertex = new TH1F("fSigmaVertex", "fSigmaVertex;Nsigma2vertex;NacceptedTracks", 50, 0.05, 5.05);
    printf("WARNING: sigma-vertex analysis enabled. This will produce weird results in the AliESDtrackCuts histograms\n");
  }

  if (option.Contains("vertexreco")) {
    fdNdEtaCorrectionVertexReco[0] = new AlidNdEtaCorrection("vertexRecoND", "vertexRecoND");
    fdNdEtaCorrectionVertexReco[1] = new AlidNdEtaCorrection("vertexRecoSD", "vertexRecoSD");
    fdNdEtaCorrectionVertexReco[2] = new AlidNdEtaCorrection("vertexRecoDD", "vertexRecoDD");
  }

  if (option.Contains("triggerbias")) {
    fdNdEtaCorrectionTriggerBias[0] = new AlidNdEtaCorrection("triggerBiasND", "triggerBiasND");
    fdNdEtaCorrectionTriggerBias[1] = new AlidNdEtaCorrection("triggerBiasSD", "triggerBiasSD");
    fdNdEtaCorrectionTriggerBias[2] = new AlidNdEtaCorrection("triggerBiasDD", "triggerBiasDD");
  }


  fPIDParticles = new TH1F("pid_particles", "PID of generated primary particles", 10001, -5000.5, 5000.5);
  fPIDTracks = new TH1F("pid_tracks", "MC PID of reconstructed tracks", 10001, -5000.5, 5000.5);
}

Bool_t AlidNdEtaSystematicsSelector::Process(Long64_t entry)
{
  // The Process() function is called for each entry in the tree (or possibly
  // keyed object in the case of PROOF) to be processed. The entry argument
  // specifies which entry in the currently loaded tree is to be processed.
  // It can be passed to either TTree::GetEntry() or TBranch::GetEntry()
  // to read either all or the required parts of the data. When processing
  // keyed objects with PROOF, the object is already loaded and is available
  // via the fObject pointer.
  //
  // This function should contain the "body" of the analysis. It can contain
  // simple or elaborate selection criteria, run algorithms on the data
  // of the event and typically fill histograms.

  // WARNING when a selector is used with a TChain, you must use
  //  the pointer to the current TTree to call GetEntry(entry).
  //  The entry is always the local entry number in the current tree.
  //  Assuming that fTree is the pointer to the TChain being processed,
  //  use fTree->GetTree()->GetEntry(entry).

  if (AliSelectorRL::Process(entry) == kFALSE)
    return kFALSE;

  // Check prerequisites
  if (!fESD)
  {
    AliDebug(AliLog::kError, "ESD branch not available");
    return kFALSE;
  }

  if (!fEsdTrackCuts)
  {
    AliDebug(AliLog::kError, "fESDTrackCuts not available");
    return kFALSE;
  }

  AliStack* stack = GetStack();
  if (!stack)
  {
    AliDebug(AliLog::kError, "Stack not available");
    return kFALSE;
  }

  TObjArray* list = fEsdTrackCuts->GetAcceptedTracks(fESD);

  if (fdNdEtaCorrectionSpecies[0])
    FillCorrectionMaps(list);

  if (fSecondaries)
    FillSecondaries();

  if (fSigmaVertex)
    FillSigmaVertex();

  // stuff for vertex reconstruction correction systematics
  Bool_t vertexRecoStudy  = kFALSE;
  Bool_t triggerBiasStudy = kFALSE;
  if (fdNdEtaCorrectionVertexReco[0]) vertexRecoStudy = kTRUE;
  if (fdNdEtaCorrectionTriggerBias[0]) triggerBiasStudy = kTRUE;

  if (vertexRecoStudy || triggerBiasStudy) {
    AliHeader* header = GetHeader();
    if (!header) {
      AliDebug(AliLog::kError, "Header not available");
      return kFALSE;
    }

    // getting process information
    Int_t processtype = AliPWG0depHelper::GetPythiaEventProcessType(header);

    AliDebug(AliLog::kInfo, Form("Pythia process type %d.",processtype));

    // can only read pythia headers, either directly or from cocktalil header
    AliGenEventHeader* genHeader = (AliGenEventHeader*)(header->GenEventHeader());
    
    if (!genHeader) {
      AliDebug(AliLog::kError, "Gen header not available");
      return kFALSE;
    }

    // get the MC vertex
    TArrayF vtxMC(3);
    genHeader->PrimaryVertex(vtxMC);

    Int_t nGoodTracks = list->GetEntries();

    Bool_t eventTriggered = AliPWG0Helper::IsEventTriggered(fESD);
    Bool_t vertexReconstructed = AliPWG0Helper::IsVertexReconstructed(fESD);

    // non diffractive
    if (processtype!=92 && processtype!=93 && processtype!=94) { 
      if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[0]->FillEventAll(vtxMC[2], nGoodTracks);

      if (eventTriggered) {
        if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[0]->FillEventWithTrigger(vtxMC[2], nGoodTracks);
        if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[0]->FillEventWithTrigger(vtxMC[2], nGoodTracks);

        if (vertexReconstructed)
          if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[0]->FillEventWithTriggerWithReconstructedVertex(vtxMC[2], nGoodTracks);
      }
    }

    // single diffractive
    if (processtype==92 || processtype==93) { 
      if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[1]->FillEventAll(vtxMC[2], nGoodTracks);

      if (eventTriggered) {
        if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[1]->FillEventWithTrigger(vtxMC[2], nGoodTracks);
        if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[1]->FillEventWithTrigger(vtxMC[2], nGoodTracks);

        if (vertexReconstructed)
          if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[1]->FillEventWithTriggerWithReconstructedVertex(vtxMC[2], nGoodTracks);
      }
    }

    // double diffractive
    if (processtype==94) { 
      if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[2]->FillEventAll(vtxMC[2], nGoodTracks);

      if (eventTriggered) {
        if (triggerBiasStudy) fdNdEtaCorrectionTriggerBias[2]->FillEventWithTrigger(vtxMC[2], nGoodTracks);
        if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[2]->FillEventWithTrigger(vtxMC[2], nGoodTracks);

        if (vertexReconstructed)
          if (vertexRecoStudy) fdNdEtaCorrectionVertexReco[2]->FillEventWithTriggerWithReconstructedVertex(vtxMC[2], nGoodTracks);
      }
    }
  }

  delete list;
  list = 0;

  return kTRUE;
}

void AlidNdEtaSystematicsSelector::FillCorrectionMaps(TObjArray* listOfTracks)
{
  // fills the correction maps for different particle species

  AliStack* stack = GetStack();
  AliHeader* header = GetHeader();

  Bool_t vertexReconstructed = AliPWG0Helper::IsVertexReconstructed(fESD);
  Bool_t eventTriggered = AliPWG0Helper::IsEventTriggered(fESD);

  // get the MC vertex
  AliGenEventHeader* genHeader = header->GenEventHeader();

  TArrayF vtxMC(3);
  genHeader->PrimaryVertex(vtxMC);

  // loop over mc particles
  Int_t nPrim  = stack->GetNprimary();

  for (Int_t iMc = 0; iMc < nPrim; ++iMc)
  {
    TParticle* particle = stack->Particle(iMc);

    if (!particle)
    {
      AliDebug(AliLog::kError, Form("UNEXPECTED: particle with label %d not found in stack (mc loop).", iMc));
      continue;
    }

    if (AliPWG0Helper::IsPrimaryCharged(particle, nPrim) == kFALSE)
      continue;

    Float_t eta = particle->Eta();
    Float_t pt = particle->Pt();

    Int_t id = -1;
    switch (TMath::Abs(particle->GetPdgCode()))
    {
      case 211: id = 0; break;
      case 321: id = 1; break;
      case 2212: id = 2; break;
      case 11:
        {
          /*if (pt < 0.1 && particle->GetMother(0) > -1)
          {
            TParticle* mother = stack->Particle(particle->GetMother(0));
            printf("Mother pdg code is %d\n", mother->GetPdgCode());
          } */
          //particle->Dump();
          //if (particle->GetUniqueID() == 1)

          //printf("Found illegal particle mc id = %d file = %s event = %d\n", iMc,  fTree->GetCurrentFile()->GetName(), fTree->GetTree()->GetReadEntry());
        }
      default: id = 3; break;
    }

    if (vertexReconstructed)
    {
      fdNdEtaCorrectionSpecies[id]->FillParticle(vtxMC[2], eta, pt);
      //if (pt < 0.1)
        fPIDParticles->Fill(particle->GetPdgCode());
    }

    //fdNdEtaCorrectionSpecies[id]->FillParticleAllEvents(eta, pt);
    //if (eventTriggered)
    // fdNdEtaCorrectionSpecies[id]->FillParticleWhenEventTriggered(eta, pt);
  }// end of mc particle

  // loop over esd tracks
  TIterator* iter = listOfTracks->MakeIterator();
  TObject* obj = 0;
  while ((obj = iter->Next()) != 0)
  {
    AliESDtrack* esdTrack = dynamic_cast<AliESDtrack*> (obj);
    if (!esdTrack)
      continue;

    // using the properties of the mc particle
    Int_t label = TMath::Abs(esdTrack->GetLabel());
    TParticle* particle = stack->Particle(label);
    if (!particle)
    {
      AliDebug(AliLog::kError, Form("UNEXPECTED: particle with label %d not found in stack (track loop).", label));
      continue;
    }

    TParticle* mother = particle;
    // find primary particle that created this particle
    while (label >= nPrim)
    {
      //printf("Particle %d (pdg %d) is not a primary. Let's check its mother %d\n", label, mother->GetPdgCode(), mother->GetMother(0));

      if (mother->GetMother(0) == -1)
      {
        AliDebug(AliLog::kError, Form("UNEXPECTED: Could not find mother of secondary particle %d.", label));
        mother = 0;
        break;
      }

      label = mother->GetMother(0);

      mother = stack->Particle(label);
      if (!mother)
      {
        AliDebug(AliLog::kError, Form("UNEXPECTED: particle with label %d not found in stack (find mother loop).", label));
        break;
      }
    }

    if (!mother)
      continue;

    //printf("We continue with particle %d (pdg %d)\n", label, mother->GetPdgCode());

    Int_t id = -1;
    switch (TMath::Abs(mother->GetPdgCode()))
    {
      case 211:  id = 0; break;
      case 321:  id = 1; break;
      case 2212: id = 2; break;
      default:   id = 3; break;
    }

    if (vertexReconstructed)
    {
      fdNdEtaCorrectionSpecies[id]->FillParticleWhenMeasuredTrack(vtxMC[2], particle->Eta(), particle->Pt());
      //if (particle->Pt() < 0.1)
        fPIDTracks->Fill(particle->GetPdgCode());
    }
  } // end of track loop

  Int_t nGoodTracks = listOfTracks->GetEntries();

  for (Int_t i=0; i<4; ++i)
  {
    fdNdEtaCorrectionSpecies[i]->FillEventAll(vtxMC[2], nGoodTracks);
    if (eventTriggered)
    {
      fdNdEtaCorrectionSpecies[i]->FillEventWithTrigger(vtxMC[2], nGoodTracks);
      if (vertexReconstructed)
        fdNdEtaCorrectionSpecies[i]->FillEventWithTriggerWithReconstructedVertex(vtxMC[2], nGoodTracks);
    }
  }

  delete iter;
  iter = 0;
}

void AlidNdEtaSystematicsSelector::FillSecondaries()
{
  // fills the secondary histograms

  AliStack* stack = GetStack();

  Int_t particlesPrimaries = 0;
  Int_t particlesSecondaries = 0;
  Int_t particlesPrimariesPtCut = 0;
  Int_t particlesSecondariesPtCut = 0;

  for (Int_t iParticle = 0; iParticle < stack->GetNtrack(); iParticle++)
  {
    TParticle* particle = stack->Particle(iParticle);
    if (!particle)
    {
      AliDebug(AliLog::kError, Form("UNEXPECTED: particle with label %d not found in stack (particle loop).", iParticle));
      continue;
    }

    if (TMath::Abs(particle->Eta()) > 0.9)
      continue;

    Bool_t isPrimary = kFALSE;
    if (iParticle < stack->GetNprimary())
    {
      if (AliPWG0Helper::IsPrimaryCharged(particle, stack->GetNprimary()) == kFALSE)
        continue;

      isPrimary = kTRUE;
    }

    if (isPrimary)
      particlesPrimaries++;
    else
      particlesSecondaries++;

    if (particle->Pt() < 0.3)
      continue;

    if (isPrimary)
      particlesPrimariesPtCut++;
    else
      particlesSecondariesPtCut++;
  }

  fSecondaries->Fill(1, particlesPrimaries);
  fSecondaries->Fill(2, particlesSecondaries);
  fSecondaries->Fill(3, particlesPrimariesPtCut);
  fSecondaries->Fill(4, particlesSecondariesPtCut);

  Int_t allTracksPrimaries = 0;
  Int_t allTracksSecondaries = 0;
  Int_t acceptedTracksPrimaries = 0;
  Int_t acceptedTracksSecondaries = 0;

  for (Int_t iTrack = 0; iTrack < fESD->GetNumberOfTracks(); iTrack++)
  {
    AliESDtrack* esdTrack = fESD->GetTrack(iTrack);
    if (!esdTrack)
    {
      AliDebug(AliLog::kError, Form("UNEXPECTED: Could not get track %d.", iTrack));
      continue;
    }

    Int_t label = TMath::Abs(esdTrack->GetLabel());
    TParticle* particle = stack->Particle(label);
    if (!particle)
    {
      AliDebug(AliLog::kError, Form("UNEXPECTED: particle with label %d not found in stack (track loop).", label));
      continue;
    }

   if (label < stack->GetNprimary())
      allTracksPrimaries++;
    else
      allTracksSecondaries++;

    if (!fEsdTrackCuts->AcceptTrack(esdTrack))
      continue;

    if (label < stack->GetNprimary())
      acceptedTracksPrimaries++;
    else
      acceptedTracksSecondaries++;
  }

  fSecondaries->Fill(5, allTracksPrimaries);
  fSecondaries->Fill(6, allTracksSecondaries);
  fSecondaries->Fill(7, acceptedTracksPrimaries);
  fSecondaries->Fill(8, acceptedTracksSecondaries);

  //printf("P = %d, S = %d, P_pt = %d, S_pt = %d, T_P = %d, T_S = %d, T_P_acc = %d, T_S_acc = %d\n", particlesPrimaries, particlesSecondaries, particlesPrimariesPtCut, particlesSecondariesPtCut, allTracksPrimaries, allTracksSecondaries, acceptedTracksPrimaries, acceptedTracksSecondaries);
}

void AlidNdEtaSystematicsSelector::FillSigmaVertex()
{
  // fills the fSigmaVertex histogram

  // save the old value
  Float_t oldSigmaVertex = fEsdTrackCuts->GetMinNsigmaToVertex();

  // set to maximum
  fEsdTrackCuts->SetMinNsigmaToVertex(5);

  TObjArray* list = fEsdTrackCuts->GetAcceptedTracks(fESD);

  TIterator* iter = list->MakeIterator();
  TObject* obj = 0;
  while ((obj = iter->Next()) != 0)
  {
    AliESDtrack* esdTrack = dynamic_cast<AliESDtrack*> (obj);
    if (!esdTrack)
      continue;

    Float_t sigma2Vertex = fEsdTrackCuts->GetSigmaToVertex(esdTrack);

    for (Double_t nSigma = 0.1; nSigma < 5.05; nSigma += 0.1)
    {
      if (sigma2Vertex < nSigma)
        fSigmaVertex->Fill(nSigma);
    }
  }

  delete iter;
  iter = 0;

  delete list;
  list = 0;

  // set back the old value
  fEsdTrackCuts->SetMinNsigmaToVertex(oldSigmaVertex);
}

void AlidNdEtaSystematicsSelector::SlaveTerminate()
{
  // The SlaveTerminate() function is called after all entries or objects
  // have been processed. When running with PROOF SlaveTerminate() is called
  // on each slave server.

  AliSelector::SlaveTerminate();

  // Add the histograms to the output on each slave server
  if (!fOutput)
  {
    AliDebug(AliLog::kError, Form("ERROR: Output list not initialized."));
    return;
  }

  if (fSecondaries)
    fOutput->Add(fSecondaries);

  for (Int_t i=0; i<4; ++i)
    if (fdNdEtaCorrectionSpecies[i])
      fOutput->Add(fdNdEtaCorrectionSpecies[i]);

  if (fSigmaVertex)
    fOutput->Add(fSigmaVertex);

  for (Int_t i=0; i<3; ++i) {
    if (fdNdEtaCorrectionVertexReco[i])
      fOutput->Add(fdNdEtaCorrectionVertexReco[i]);
    
    if (fdNdEtaCorrectionTriggerBias[i])
      fOutput->Add(fdNdEtaCorrectionTriggerBias[i]);
  }
  
}

void AlidNdEtaSystematicsSelector::Terminate()
{
  // The Terminate() function is the last function to be called during
  // a query. It always runs on the client, it can be used to present
  // the results graphically or save the results to file.

  AliSelector::Terminate();

  fSecondaries = dynamic_cast<TH2F*> (fOutput->FindObject("fSecondaries"));
  for (Int_t i=0; i<4; ++i)
    fdNdEtaCorrectionSpecies[i] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject(Form("correction_%d", i)));
  fSigmaVertex = dynamic_cast<TH1F*> (fOutput->FindObject("fSigmaVertex"));

  fdNdEtaCorrectionVertexReco[0] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("vertexRecoND"));
  fdNdEtaCorrectionVertexReco[1] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("vertexRecoSD"));
  fdNdEtaCorrectionVertexReco[2] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("vertexRecoDD"));

  fdNdEtaCorrectionTriggerBias[0] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("triggerBiasND"));
  fdNdEtaCorrectionTriggerBias[1] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("triggerBiasSD"));
  fdNdEtaCorrectionTriggerBias[2] = dynamic_cast<AlidNdEtaCorrection*> (fOutput->FindObject("triggerBiasDD"));

  if (fPIDParticles)
  {
    TDatabasePDG* pdgDB = new TDatabasePDG;

    for (Int_t i=0; i <= fPIDParticles->GetNbinsX()+1; ++i)
      if (fPIDParticles->GetBinContent(i) > 0)
        printf("PDG = %d (%s): generated: %d, reconstructed: %d, ratio: %f\n", 
	       (Int_t) fPIDParticles->GetBinCenter(i), 
	       pdgDB->GetParticle((Int_t) fPIDParticles->GetBinCenter(i))->GetName(), 
	       (Int_t) fPIDParticles->GetBinContent(i), 
	       (Int_t) fPIDTracks->GetBinContent(i), 
	       ((fPIDTracks->GetBinContent(i) > 0) ? fPIDParticles->GetBinContent(i) / fPIDTracks->GetBinContent(i) : -1));

    delete pdgDB;
    pdgDB = 0;
  }

  for (Int_t i=0; i<3; ++i) {
    if (fdNdEtaCorrectionVertexReco[i])
      fdNdEtaCorrectionVertexReco[i]->Finish();
    
    if (fdNdEtaCorrectionTriggerBias[i])
      fdNdEtaCorrectionTriggerBias[i]->Finish();
  }

  TFile* fout = TFile::Open("systematics.root", "RECREATE");

  if (fEsdTrackCuts)
    fEsdTrackCuts->SaveHistograms("esd_track_cuts");

  if (fSecondaries)
    fSecondaries->Write();

  if (fSigmaVertex)
    fSigmaVertex->Write();
  
  for (Int_t i=0; i<4; ++i)
    if (fdNdEtaCorrectionSpecies[i])
      fdNdEtaCorrectionSpecies[i]->SaveHistograms();

  for (Int_t i=0; i<3; ++i) {
    if (fdNdEtaCorrectionVertexReco[i])
      fdNdEtaCorrectionVertexReco[i]->SaveHistograms();

    if (fdNdEtaCorrectionTriggerBias[i])
      fdNdEtaCorrectionTriggerBias[i]->SaveHistograms();
  }

  fout->Write();
  fout->Close();

  if (fSecondaries)
  {
    new TCanvas;
    fSecondaries->Draw("COLZ");
  }

  if (fSigmaVertex)
  {
    new TCanvas;
    fSigmaVertex->Draw();
  }
}