From d6e72f1cc7754e7f426167c2a94645ce2530199c Mon Sep 17 00:00:00 2001
From: James Szalkie <jamesszalkie122@gmail.com>
Date: Fri, 17 Jul 2026 16:10:00 -0400
Subject: [PATCH] punch-through study

---
 Armory/AnasenG4/build/AnasenG4                |   Bin 457824 -> 461880 bytes
 .../AnasenG4.dir/compiler_depend.internal     |    32 +-
 .../AnasenG4.dir/compiler_depend.make         |    60 +-
 .../src/ActionInitialization.cc.o             |   Bin 9808 -> 9808 bytes
 .../src/BeamReactionSteppingAction.cc.o       |   Bin 79000 -> 67448 bytes
 .../src/DetectorSensitiveDetector.cc.o        |   Bin 53864 -> 59296 bytes
 .../AnasenG4.dir/src/HitOutputManager.cc.o    |   Bin 28600 -> 29704 bytes
 .../src/PrimaryGeneratorAction.cc.o           |   Bin 28800 -> 28744 bytes
 .../AnasenG4.dir/src/ReactionGenerator.cc.o   |   Bin 179744 -> 179744 bytes
 Armory/AnasenG4/include/BeamConfig.hh         |    17 +
 .../include/BeamReactionSteppingAction.hh     |     4 -
 Armory/AnasenG4/include/HitOutputManager.hh   |     3 +
 .../include/PrimaryGeneratorAction.hh         |     1 -
 Armory/AnasenG4/run.mac                       |     3 +-
 .../src/BeamReactionSteppingAction.cc         |    12 +-
 .../AnasenG4/src/DetectorSensitiveDetector.cc |     6 +
 Armory/AnasenG4/src/HitOutputManager.cc       |    24 +-
 Armory/AnasenG4/src/PrimaryGeneratorAction.cc |    12 +-
 Armory/AnasenG4/src/ReactionGenerator.cc      |    11 +-
 Armory/ClassAnasen.h                          |     3 +-
 ELoss/HeLoss/E_vs_x_Al-27.dat                 | 20000 ++++++++--------
 ELoss/PCEnergyAnalysis.py                     |   778 +-
 .../PCEnergyAnalysis.cpython-310.pyc          |   Bin 35368 -> 47191 bytes
 23 files changed, 10714 insertions(+), 10252 deletions(-)
 create mode 100644 Armory/AnasenG4/include/BeamConfig.hh

diff --git a/Armory/AnasenG4/build/AnasenG4 b/Armory/AnasenG4/build/AnasenG4
index 3ee12e2b8542e71c41a61851d296e5880dce454e..3bc4a4d80f3f819699d57c0628f422207469f803 100755
GIT binary patch
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delta 6041
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diff --git a/Armory/AnasenG4/build/CMakeFiles/AnasenG4.dir/src/PrimaryGeneratorAction.cc.o b/Armory/AnasenG4/build/CMakeFiles/AnasenG4.dir/src/PrimaryGeneratorAction.cc.o
index 18d35fc1f008c66499c2f13b4a10d29b4e89e4d0..dabc7192505d3b83e221024f65dc74346a1f667f 100644
GIT binary patch
delta 4492
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delta 4505
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diff --git a/Armory/AnasenG4/build/CMakeFiles/AnasenG4.dir/src/ReactionGenerator.cc.o b/Armory/AnasenG4/build/CMakeFiles/AnasenG4.dir/src/ReactionGenerator.cc.o
index 1017e498005a58c619c6114ffbc36effb479bec7..314381068206fd5ae8a20332096af0b9d561ad17 100644
GIT binary patch
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diff --git a/Armory/AnasenG4/include/BeamConfig.hh b/Armory/AnasenG4/include/BeamConfig.hh
new file mode 100644
index 0000000..1c623f1
--- /dev/null
+++ b/Armory/AnasenG4/include/BeamConfig.hh
@@ -0,0 +1,17 @@
+#ifndef BeamConfig_h
+#define BeamConfig_h 1
+
+#include "globals.hh"
+#include "G4SystemOfUnits.hh"
+
+namespace BeamConfig {
+inline constexpr G4int kAtomicNumber = 13;
+inline constexpr G4int kAtomicMass = 27;
+inline constexpr G4double kRadius = 5.0 * mm;
+inline constexpr G4double kStartZ = -190.0 * mm;
+inline constexpr G4double kTotalBeamEnergy = 72.0 * MeV;
+inline constexpr G4double kEnergyPerU = kTotalBeamEnergy / kAtomicMass; // Approximately 2.67 MeV/u for 27Al
+inline constexpr char kTargetVolumeName[] = "Target";
+}  // namespace BeamConfig
+
+#endif
diff --git a/Armory/AnasenG4/include/BeamReactionSteppingAction.hh b/Armory/AnasenG4/include/BeamReactionSteppingAction.hh
index 50c91d9..b89d726 100644
--- a/Armory/AnasenG4/include/BeamReactionSteppingAction.hh
+++ b/Armory/AnasenG4/include/BeamReactionSteppingAction.hh
@@ -2,7 +2,6 @@
 #define BeamReactionSteppingAction_h 1
 
 #include "G4UserSteppingAction.hh"
-#include "G4String.hh"
 
 class G4Step;
 class ReactionGenerator;
@@ -17,9 +16,6 @@ class BeamReactionSteppingAction : public G4UserSteppingAction
 
   private:
     ReactionGenerator* fReaction;
-    G4String fTargetVolumeName;
-    G4int fBeamZ;
-    G4int fBeamA;
 };
 
 #endif
diff --git a/Armory/AnasenG4/include/HitOutputManager.hh b/Armory/AnasenG4/include/HitOutputManager.hh
index 099ad2c..350ec46 100644
--- a/Armory/AnasenG4/include/HitOutputManager.hh
+++ b/Armory/AnasenG4/include/HitOutputManager.hh
@@ -25,6 +25,7 @@ class HitOutputManager
                    const std::string& particleType,
                    double kineticEnergy,
                    double energyDeposit,
+                   double wireDeltaESinTheta,
                    const std::string& detectorType,
                    int detectorId,
                    int anodeId,
@@ -54,6 +55,7 @@ class HitOutputManager
     int fCathodeId;
     double fKineticEnergy;
     double fEnergyDeposit;
+    double fWireDeltaESinTheta;
     double fAnodeEnergy;
     double fCathodeEnergy;
     double fWireDeltaE;
@@ -69,6 +71,7 @@ class HitOutputManager
     TH1D* fKineticEnergyHist;
     TH1D* fEnergyDepositHist;
     TH1D* fWireDeltaEHist;
+    TH2D* fWireDeltaESinThetaVsDetEHist;
     TH1D* fHitZHist;
     TH1D* fVertexZHist;
     TH1D* fDetectorIdHist;
diff --git a/Armory/AnasenG4/include/PrimaryGeneratorAction.hh b/Armory/AnasenG4/include/PrimaryGeneratorAction.hh
index b0cd665..5955dab 100644
--- a/Armory/AnasenG4/include/PrimaryGeneratorAction.hh
+++ b/Armory/AnasenG4/include/PrimaryGeneratorAction.hh
@@ -19,7 +19,6 @@ class PrimaryGeneratorAction : public G4VUserPrimaryGeneratorAction
     G4ParticleGun* fParticleGun;
     G4double fBeamRadius;
     G4double fBeamStartZ;
-    G4double fBeamEnergyPerU;
 };
 
 #endif
diff --git a/Armory/AnasenG4/run.mac b/Armory/AnasenG4/run.mac
index c3780d2..73e9453 100644
--- a/Armory/AnasenG4/run.mac
+++ b/Armory/AnasenG4/run.mac
@@ -10,4 +10,5 @@
 /vis/filtering/trajectories/particleFilter-0/add e+
 /vis/filtering/trajectories/particleFilter-0/invert true
 
-/run/beamOn 1000
+/run/beamOn 1000000
+#/run/beamOn 1000
diff --git a/Armory/AnasenG4/src/BeamReactionSteppingAction.cc b/Armory/AnasenG4/src/BeamReactionSteppingAction.cc
index 3c53ff2..d4e84a3 100644
--- a/Armory/AnasenG4/src/BeamReactionSteppingAction.cc
+++ b/Armory/AnasenG4/src/BeamReactionSteppingAction.cc
@@ -1,5 +1,7 @@
 #include "BeamReactionSteppingAction.hh"
 
+#include "BeamConfig.hh"
+
 #include "ReactionGenerator.hh"
 #include "WireTrackingManager.hh"
 
@@ -18,10 +20,7 @@
 
 BeamReactionSteppingAction::BeamReactionSteppingAction()
 : G4UserSteppingAction(),
-  fReaction(new ReactionGenerator()),
-  fTargetVolumeName("Target"),
-  fBeamZ(13),
-  fBeamA(27)
+  fReaction(new ReactionGenerator())
 {}
 
 BeamReactionSteppingAction::~BeamReactionSteppingAction()
@@ -43,7 +42,8 @@ void BeamReactionSteppingAction::UserSteppingAction(const G4Step* step)
     return;
   }
 
-  if (particle->GetAtomicNumber() != fBeamZ || particle->GetAtomicMass() != fBeamA) {
+  if (particle->GetAtomicNumber() != BeamConfig::kAtomicNumber ||
+      particle->GetAtomicMass() != BeamConfig::kAtomicMass) {
     return;
   }
 
@@ -52,7 +52,7 @@ void BeamReactionSteppingAction::UserSteppingAction(const G4Step* step)
     return;
   }
 
-  if (prePoint->GetPhysicalVolume()->GetName() != fTargetVolumeName) {
+  if (prePoint->GetPhysicalVolume()->GetName() != BeamConfig::kTargetVolumeName) {
     return;
   }
 
diff --git a/Armory/AnasenG4/src/DetectorSensitiveDetector.cc b/Armory/AnasenG4/src/DetectorSensitiveDetector.cc
index cc200d6..724d1da 100644
--- a/Armory/AnasenG4/src/DetectorSensitiveDetector.cc
+++ b/Armory/AnasenG4/src/DetectorSensitiveDetector.cc
@@ -10,6 +10,7 @@
 #include "G4VPhysicalVolume.hh"
 #include "G4StepPoint.hh"
 
+#include <cmath>
 #include <string>
 
 namespace {
@@ -81,10 +82,15 @@ G4bool DetectorSensitiveDetector::ProcessHits(G4Step* step, G4TouchableHistory*)
     wireInfo = WireTrackingManager::Instance().InferFromTrackGeometry(step->GetTrack(), preStepPoint);
   }
 
+  const G4ThreeVector trackDirection = step->GetTrack()->GetMomentumDirection();
+  const double sinThetaZ = std::sin(trackDirection.theta());
+  const double wireDeltaESinTheta = wireInfo.deltaE * sinThetaZ;
+
   HitOutputManager::Instance().RecordHit(currentEvent->GetEventID(),
                                          particleName,
                                          kineticEnergy,
                                          energyDeposit,
+                                         wireDeltaESinTheta,
                                          detectorType,
                                          volume->GetCopyNo(),
                                          wireInfo.anodeId,
diff --git a/Armory/AnasenG4/src/HitOutputManager.cc b/Armory/AnasenG4/src/HitOutputManager.cc
index 6e3170a..480b414 100644
--- a/Armory/AnasenG4/src/HitOutputManager.cc
+++ b/Armory/AnasenG4/src/HitOutputManager.cc
@@ -28,6 +28,7 @@ HitOutputManager::HitOutputManager()
   fCathodeId(-1),
   fKineticEnergy(0.0),
   fEnergyDeposit(0.0),
+  fWireDeltaESinTheta(0.0),
   fAnodeEnergy(0.0),
   fCathodeEnergy(0.0),
   fWireDeltaE(0.0),
@@ -40,6 +41,7 @@ HitOutputManager::HitOutputManager()
   fKineticEnergyHist(nullptr),
   fEnergyDepositHist(nullptr),
   fWireDeltaEHist(nullptr),
+  fWireDeltaESinThetaVsDetEHist(nullptr),
   fHitZHist(nullptr),
   fVertexZHist(nullptr),
   fDetectorIdHist(nullptr),
@@ -65,6 +67,7 @@ void HitOutputManager::Open()
   fTree->Branch("particleType", fParticleType, "particleType/C");
   fTree->Branch("kineticEnergy", &fKineticEnergy, "kineticEnergy/D");
   fTree->Branch("energyDeposit", &fEnergyDeposit, "energyDeposit/D");
+  fTree->Branch("wireDeltaESinTheta", &fWireDeltaESinTheta, "wireDeltaESinTheta/D");
   fTree->Branch("detectorType", fDetectorType, "detectorType/C");
   fTree->Branch("detectorID", &fDetectorId, "detectorID/I");
   fTree->Branch("anodeID", &fAnodeId, "anodeID/I");
@@ -83,6 +86,15 @@ void HitOutputManager::Open()
   fKineticEnergyHist = new TH1D("hKineticEnergy", "Hit kinetic energy;Kinetic energy [MeV];Counts", 200, 0.0, 200.0);
   fEnergyDepositHist = new TH1D("hEnergyDeposit", "Step energy deposit;Energy deposit [MeV];Counts", 200, 0.0, 50.0);
   fWireDeltaEHist = new TH1D("hWireDeltaE", "Energy loss between anode and cathode crossings;#DeltaE [MeV];Counts", 200, 0.0, 20.0);
+  fWireDeltaESinThetaVsDetEHist =
+      new TH2D("hWireDeltaESinThetaVsDetE",
+           "PC #DeltaE #times sin(#theta_{z}) vs detector deposited energy;Detector deposited energy [MeV];#DeltaE_{PC} #times sin(#theta_{z}) [MeV]",
+               200,
+               0.0,
+               14.0,
+               200,
+               0.0,
+               20.0);
   fHitZHist = new TH1D("hHitZ", "Hit z position;z [mm];Counts", 200, -200.0, 200.0);
   fVertexZHist = new TH1D("hVertexZ", "Track vertex z position;z_{vertex} [mm];Counts", 200, -250.0, 250.0);
   fDetectorIdHist = new TH1D("hDetectorID", "Detector ID occupancy;Detector ID;Counts", 64, -0.5, 63.5);
@@ -90,7 +102,7 @@ void HitOutputManager::Open()
   fVertexXYHist = new TH2D("hVertexXY", "Track vertex position;x_{vertex} [mm];y_{vertex} [mm]", 200, -200.0, 200.0, 200, -200.0, 200.0);
 
   fTextFile.open(kTextOutputName, std::ios::out | std::ios::trunc);
-  fTextFile << "eventID,particleType,kineticEnergy,energyDeposit,detectorType,detectorID,anodeID,cathodeID,anodeEnergy,cathodeEnergy,wireDeltaE,volumeName,x,y,z,vertexX,vertexY,vertexZ\n";
+  fTextFile << "eventID,particleType,kineticEnergy,energyDeposit,wireDeltaESinTheta,detectorType,detectorID,anodeID,cathodeID,anodeEnergy,cathodeEnergy,wireDeltaE,volumeName,x,y,z,vertexX,vertexY,vertexZ\n";
 }
 
 void HitOutputManager::Close()
@@ -109,6 +121,9 @@ void HitOutputManager::Close()
     if (fWireDeltaEHist != nullptr) {
       fWireDeltaEHist->Write("", TObject::kOverwrite);
     }
+    if (fWireDeltaESinThetaVsDetEHist != nullptr) {
+      fWireDeltaESinThetaVsDetEHist->Write("", TObject::kOverwrite);
+    }
     if (fHitZHist != nullptr) {
       fHitZHist->Write("", TObject::kOverwrite);
     }
@@ -131,6 +146,7 @@ void HitOutputManager::Close()
     fKineticEnergyHist = nullptr;
     fEnergyDepositHist = nullptr;
     fWireDeltaEHist = nullptr;
+    fWireDeltaESinThetaVsDetEHist = nullptr;
     fHitZHist = nullptr;
     fVertexZHist = nullptr;
     fDetectorIdHist = nullptr;
@@ -166,6 +182,7 @@ void HitOutputManager::RecordHit(int eventId,
                                  const std::string& particleType,
                                  double kineticEnergy,
                                  double energyDeposit,
+                                 double wireDeltaESinTheta,
                                  const std::string& detectorType,
                                  int detectorId,
                                  int anodeId,
@@ -189,6 +206,7 @@ void HitOutputManager::RecordHit(int eventId,
   fCathodeId = cathodeId;
   fKineticEnergy = kineticEnergy;
   fEnergyDeposit = energyDeposit;
+  fWireDeltaESinTheta = wireDeltaESinTheta;
   fAnodeEnergy = anodeEnergy;
   fCathodeEnergy = cathodeEnergy;
   fWireDeltaE = wireDeltaE;
@@ -213,6 +231,9 @@ void HitOutputManager::RecordHit(int eventId,
   if (fWireDeltaEHist != nullptr && fAnodeId >= 0 && fCathodeId >= 0) {
     fWireDeltaEHist->Fill(fWireDeltaE);
   }
+  if (fWireDeltaESinThetaVsDetEHist != nullptr && fAnodeId >= 0 && fCathodeId >= 0) {
+    fWireDeltaESinThetaVsDetEHist->Fill(fEnergyDeposit, 100.0 * fWireDeltaESinTheta); //2D histogram programmed
+  }
   if (fHitZHist != nullptr) {
     fHitZHist->Fill(fZ);
   }
@@ -233,6 +254,7 @@ void HitOutputManager::RecordHit(int eventId,
             << fParticleType << ','
             << std::setprecision(12) << fKineticEnergy << ','
             << fEnergyDeposit << ','
+            << fWireDeltaESinTheta << ','
             << fDetectorType << ','
             << fDetectorId << ','
             << fAnodeId << ','
diff --git a/Armory/AnasenG4/src/PrimaryGeneratorAction.cc b/Armory/AnasenG4/src/PrimaryGeneratorAction.cc
index d285c0b..e6b89e6 100644
--- a/Armory/AnasenG4/src/PrimaryGeneratorAction.cc
+++ b/Armory/AnasenG4/src/PrimaryGeneratorAction.cc
@@ -1,4 +1,5 @@
 #include "PrimaryGeneratorAction.hh"
+#include "BeamConfig.hh"
 #include "G4ParticleGun.hh"
 #include "G4ParticleTable.hh"
 #include "G4IonTable.hh"
@@ -14,15 +15,14 @@
 PrimaryGeneratorAction::PrimaryGeneratorAction()
 : G4VUserPrimaryGeneratorAction(),
   fParticleGun(nullptr),
-  fBeamRadius(2.0 * mm),
-  fBeamStartZ(-190.0 * mm),
-  fBeamEnergyPerU(10.0 * MeV)
+  fBeamRadius(BeamConfig::kRadius),
+  fBeamStartZ(BeamConfig::kStartZ)
 {
   G4int nParticle = 1;
   fParticleGun = new G4ParticleGun(nParticle);
   fParticleGun->SetParticleDefinition(G4Proton::ProtonDefinition());
   fParticleGun->SetParticleMomentumDirection(G4ThreeVector(0., 0., 1.));
-  fParticleGun->SetParticleEnergy(2.6 * fBeamEnergyPerU);
+  fParticleGun->SetParticleEnergy(BeamConfig::kTotalBeamEnergy);
 }
 
 PrimaryGeneratorAction::~PrimaryGeneratorAction()
@@ -32,7 +32,7 @@ PrimaryGeneratorAction::~PrimaryGeneratorAction()
 
 void PrimaryGeneratorAction::GeneratePrimaries(G4Event* event)
 {
-  auto* ion = G4IonTable::GetIonTable()->GetIon(13, 27, 0.0);
+  auto* ion = G4IonTable::GetIonTable()->GetIon(BeamConfig::kAtomicNumber, BeamConfig::kAtomicMass, 0.0);
   if (ion) {
     fParticleGun->SetParticleDefinition(ion);
   }
@@ -45,6 +45,6 @@ void PrimaryGeneratorAction::GeneratePrimaries(G4Event* event)
 
   fParticleGun->SetParticlePosition(G4ThreeVector(x, y, z));
   fParticleGun->SetParticleMomentumDirection(G4ThreeVector(0., 0., 1.));
-  fParticleGun->SetParticleEnergy(2.6 * fBeamEnergyPerU);
+  fParticleGun->SetParticleEnergy(BeamConfig::kTotalBeamEnergy);
   fParticleGun->GeneratePrimaryVertex(event);
 }
diff --git a/Armory/AnasenG4/src/ReactionGenerator.cc b/Armory/AnasenG4/src/ReactionGenerator.cc
index 6c55d12..c2b7d8e 100644
--- a/Armory/AnasenG4/src/ReactionGenerator.cc
+++ b/Armory/AnasenG4/src/ReactionGenerator.cc
@@ -1,4 +1,5 @@
 #include "ReactionGenerator.hh"
+#include "BeamConfig.hh"
 #include "ClassTransfer.h"
 #include "G4SystemOfUnits.hh"
 #include "TRandom.h"
@@ -13,23 +14,23 @@ struct ReactionGenerator::Impl {
 
 ReactionGenerator::ReactionGenerator()
 : fImpl(nullptr),
-  fEffectiveSigma(5e3 * barn) //originally 5e6
+  fEffectiveSigma(5e5 * barn) //originally 5e6
 {
   // Ensure the isotope mass table is found when running from the AnasenG4 folder.
   massData = "/home/jamesszalkie/anasen/Armory/mass20.txt";
   fImpl = new Impl();
 
   // p-channel: 27Al + 4He -> p + 30Si
-  fImpl->transferP.SetA(27, 13, 0);
+  fImpl->transferP.SetA(BeamConfig::kAtomicMass, BeamConfig::kAtomicNumber, 0);
   fImpl->transferP.Seta(4, 2);
   fImpl->transferP.Setb(1, 1);
   fImpl->transferP.SetB(30, 14, 0);
 
   // alpha-channel: 27Al + 4He -> alpha + 27Al
-  fImpl->transferAlpha.SetA(27, 13, 0);
+  fImpl->transferAlpha.SetA(BeamConfig::kAtomicMass, BeamConfig::kAtomicNumber, 0);
   fImpl->transferAlpha.Seta(4, 2);
   fImpl->transferAlpha.Setb(4, 2);
-  fImpl->transferAlpha.SetB(27, 13, 0);
+  fImpl->transferAlpha.SetB(BeamConfig::kAtomicMass, BeamConfig::kAtomicNumber, 0);
 }
 
 ReactionGenerator::~ReactionGenerator()
@@ -51,7 +52,7 @@ ReactionOutput ReactionGenerator::SampleEvent(double beamKineticEnergy, const G4
   }
   const double phiCM = gRandom->Rndm() * 2.0 * M_PI;
 
-  const double beamEnergyPerU = beamKineticEnergy / (27.0 * MeV);
+  const double beamEnergyPerU = beamKineticEnergy / (BeamConfig::kAtomicMass * MeV);
   const double beamThetaDeg = beamDirection.theta() / deg;
   const double beamPhiDeg = beamDirection.phi() / deg;
 
diff --git a/Armory/ClassAnasen.h b/Armory/ClassAnasen.h
index aa86676..a7238e8 100644
--- a/Armory/ClassAnasen.h
+++ b/Armory/ClassAnasen.h
@@ -192,7 +192,8 @@ inline void ANASEN::Construct3DModel(int anodeID1, int anodeID2, int cathodeID1,
                                                     new TGeoRotation("rot1", wirePhi , wireTheta, 0.)));
   }
 
-  TGeoVolume * sx3Det = geom->MakeBox("box", Si, 0.1, sx3->GetWidth()/2, sx3->GetLength()/2);
+  // Half-thickness is 0.5 mm so full Si thickness is 1.0 mm (0.1 cm).
+  TGeoVolume * sx3Det = geom->MakeBox("box", Si, 0.5, sx3->GetWidth()/2, sx3->GetLength()/2);
   sx3Det->SetLineColor(kGreen+3);
 
   for( int i = 0; i < sx3->GetNumDet(); i++){
diff --git a/ELoss/HeLoss/E_vs_x_Al-27.dat b/ELoss/HeLoss/E_vs_x_Al-27.dat
index 89e7169..52661f6 100644
--- a/ELoss/HeLoss/E_vs_x_Al-27.dat
+++ b/ELoss/HeLoss/E_vs_x_Al-27.dat
@@ -1,10001 +1,10001 @@
 Distance_cm	Energy_MeV
-325.17184197567417	0.1
-325.1649116457849	0.10719071907190719
-325.15830802148446	0.11438143814381439
-325.15198706903686	0.12157215721572158
-325.1459120819433	0.12876287628762878
-325.1400521943175	0.13595359535953597
-325.13438124795744	0.14314431443144315
-325.1288769176913	0.15033503350335034
-325.1235200280734	0.15752575257525753
-325.11829401374524	0.16471647164716474
-325.1131844889844	0.1719071907190719
-325.108178901177	0.17909790979097912
-325.10326624946816	0.1862886288628863
-325.09843685452233	0.1934793479347935
-325.0936821687207	0.20067006700670068
-325.0889946186201	0.20786078607860786
-325.08436747335145	0.21505150515051508
-325.07979473402696	0.22224222422242224
-325.07527104028003	0.22943294329432945
-325.0707915908664	0.23662366236623664
-325.06635207587686	0.24381438143814382
-325.0619486185929	0.251005100510051
-325.0575777253948	0.2581958195819582
-325.0532362424288	0.2653865386538654
-325.04892131797465	0.27257725772577257
-325.0446303696443	0.2797679767976798
-325.0403610556926	0.286958695869587
-325.03611124984224	0.29414941494149416
-325.0318790191259	0.3013401340134013
-325.0276626043262	0.3085308530853086
-325.02346040266355	0.31572157215721575
-325.019270952433	0.3229122912291229
-325.01509291933905	0.3301030103010301
-325.0109250843131	0.33729372937293733
-325.0067663326289	0.3444844484448445
-325.00261764398294	0.35167516751675165
-324.99848622488025	0.3588658865886589
-324.9943769563256	0.3660566056605661
-324.9902882748602	0.37324732473247324
-324.9862187372386	0.3804380438043805
-324.98216700937985	0.38762876287628767
-324.97813185648505	0.39481948194819483
-324.9741121341811	0.402010201020102
-324.97010678056927	0.40920092009200926
-324.96611480907353	0.4163916391639164
-324.9621353019976	0.4235823582358236
-324.95816740471093	0.43077307730773085
-324.9542103203945	0.437963796379638
-324.9502633052853	0.44515451545154516
-324.94632566436644	0.4523452345234523
-324.9423967474556	0.4595359535953596
-324.93847594565085	0.46672667266726675
-324.93456268809723	0.4739173917391739
-324.93065643904083	0.4811081108110812
-324.9267566951433	0.48829882988298834
-324.9228629830295	0.4954895489548955
-324.91897485704715	0.5026802680268027
-324.91509189721666	0.5098709870987099
-324.9112137073546	0.5170617061706171
-324.90733991335327	0.5242524252425242
-324.90347016160274	0.5314431443144315
-324.89960411754174	0.5386338633863387
-324.8957414643263	0.5458245824582458
-324.8918819016049	0.553015301530153
-324.88802514439124	0.5602060206020603
-324.88417092202565	0.5673967396739674
-324.8803189772177	0.5745874587458746
-324.8764690651627	0.5817781778177818
-324.8726209527261	0.588968896889689
-324.86877441768956	0.5961596159615962
-324.86492924805435	0.6033503350335033
-324.86108524139604	0.6105410541054106
-324.85724220426766	0.6177317731773178
-324.8533999516461	0.6249224922492249
-324.8495583064191	0.6321132113211321
-324.8457170989091	0.6393039303930393
-324.84187616643123	0.6464946494649465
-324.8380353528825	0.6536853685368537
-324.83419450836004	0.6608760876087609
-324.8303534888058	0.6680668066806681
-324.826512155676	0.6752575257525752
-324.8226703756328	0.6824482448244824
-324.8188275138321	0.6896389638963897
-324.8149813859697	0.6968296829682968
-324.81113035902746	0.704020402040204
-324.80727439755265	0.7112111211121113
-324.8034134677431	0.7184018401840184
-324.79954753733506	0.7255925592559256
-324.79567657549893	0.7327832783278327
-324.791800552743	0.73997399739974
-324.7879194408242	0.7471647164716472
-324.7840332126654	0.7543554355435543
-324.7801418422786	0.7615461546154616
-324.77624530469427	0.7687368736873688
-324.7723435758951	0.7759275927592759
-324.7684366327552	0.7831183118311831
-324.7645244529833	0.7903090309030903
-324.7606070150705	0.7974997499749975
-324.7566842982411	0.8046904690469047
-324.75275628240774	0.8118811881188119
-324.7488229481292	0.8190719071907191
-324.74488427657144	0.8262626262626263
-324.7409402494714	0.8334533453345334
-324.7369908491035	0.8406440644064407
-324.7330360582481	0.8478347834783478
-324.72907586016265	0.855025502550255
-324.7251102385547	0.8622162216221623
-324.7211391775567	0.8694069406940694
-324.71716266170284	0.8765976597659766
-324.71318067590704	0.8837883788378839
-324.70919320544294	0.890979097909791
-324.7052002359251	0.8981698169816982
-324.70120175329134	0.9053605360536053
-324.6971977437867	0.9125512551255126
-324.693188193948	0.9197419741974198
-324.68917309058975	0.9269326932693269
-324.685152420791	0.9341234123412342
-324.68112617188297	0.9413141314131414
-324.6770943314377	0.9485048504850485
-324.67305688725713	0.9556955695569557
-324.6690138273634	0.9628862886288629
-324.6649651399892	0.9700770077007701
-324.6609108135692	0.9772677267726773
-324.656850836732	0.9844584458445845
-324.6527851982923	0.9916491649164917
-324.6487138872439	0.9988398839883988
-324.64463689275306	1.0060306030603061
-324.6405542041521	1.0132213221322133
-324.63646581093377	1.0204120412041204
-324.63237170274544	1.0276027602760276
-324.6282718693844	1.034793479347935
-324.6241663007925	1.0419841984198421
-324.6200549870522	1.0491749174917493
-324.61593791838175	1.0563656365636565
-324.6118150851316	1.0635563556355636
-324.6076864777803	1.0707470747074708
-324.6035520869313	1.077937793779378
-324.59941190330926	1.0851285128512853
-324.5952659177571	1.0923192319231925
-324.59111412123303	1.0995099509950996
-324.5869565048076	1.1067006700670068
-324.58279305966107	1.113891389138914
-324.5786237770811	1.1210821082108213
-324.57444864846	1.1282728272827285
-324.5702676652928	1.1354635463546356
-324.56608081917494	1.1426542654265428
-324.56188810180015	1.14984498449845
-324.55768950495866	1.1570357035703571
-324.55348501989687	1.1642264226422643
-324.549273798984	1.1714171417141717
-324.5450548633144	1.1786078607860788
-324.5408280893521	1.185798579857986
-324.53659350164054	1.1929892989298931
-324.53235112417025	1.2001800180018003
-324.5281009803925	1.2073707370737075
-324.52384309323276	1.2145614561456146
-324.519577485104	1.221752175217522
-324.51530417791923	1.2289428942894292
-324.5110231931043	1.2361336133613363
-324.50673455160944	1.2433243324332435
-324.5024382739216	1.2505150515051506
-324.4981343800756	1.2577057705770578
-324.4938228896653	1.264896489648965
-324.4895038218545	1.2720872087208723
-324.4851771953876	1.2792779277927795
-324.48084302859974	1.2864686468646866
-324.4765013394269	1.2936593659365938
-324.4721521454156	1.300850085008501
-324.46779546373244	1.3080408040804081
-324.46343131117334	1.3152315231523153
-324.45905970417255	1.3224222422242227
-324.4546806588113	1.3296129612961298
-324.45029419082647	1.336803680368037
-324.4459003156188	1.3439943994399441
-324.44149904826105	1.3511851185118513
-324.43709040350575	1.3583758375837585
-324.432674395793	1.3655665566556656
-324.428251039258	1.372757275727573
-324.42382034773794	1.3799479947994802
-324.41938233477964	1.3871387138713873
-324.41493701364607	1.3943294329432945
-324.41048439732305	1.4015201520152016
-324.40602449852605	1.4087108710871088
-324.4015573297064	1.415901590159016
-324.3970829030575	1.4230923092309233
-324.3926012305209	1.4302830283028305
-324.38811232379214	1.4374737473747377
-324.38361619432675	1.4446644664466448
-324.3791128533454	1.451855185518552
-324.37460231183985	1.4590459045904591
-324.3700845805778	1.4662366236623663
-324.3655596701084	1.4734273427342737
-324.36102759076715	1.4806180618061808
-324.3564883526809	1.487808780878088
-324.3519419657726	1.4949994999499951
-324.34738843976595	1.5021902190219023
-324.34282778419	1.5093809380938095
-324.3382600083835	1.5165716571657166
-324.3336851214994	1.523762376237624
-324.3291031325089	1.5309530953095312
-324.3245140502058	1.5381438143814383
-324.31991788321005	1.5453345334533455
-324.3153146399723	1.5525252525252526
-324.3107043287772	1.5597159715971598
-324.30608695774737	1.566906690669067
-324.3014625348469	1.5740974097409743
-324.29683106788497	1.5812881288128815
-324.2921925645193	1.5884788478847887
-324.2875470322596	1.5956695669566958
-324.28289447847067	1.602860286028603
-324.2782349103756	1.6100510051005101
-324.27356833505917	1.6172417241724173
-324.2688947594706	1.6244324432443247
-324.2642141904266	1.6316231623162318
-324.2595266346146	1.638813881388139
-324.25483209859493	1.6460046004600462
-324.2501305888042	1.6531953195319533
-324.2454221115577	1.6603860386038605
-324.24070667305205	1.6675767576757679
-324.23598427936787	1.674767476747675
-324.23125493647217	1.6819581958195822
-324.2265186502209	1.6891489148914893
-324.2217754263613	1.6963396339633965
-324.21702527053424	1.7035303530353036
-324.2122681882764	1.7107210721072108
-324.20750418502274	1.7179117911791182
-324.20273326610834	1.7251025102510253
-324.1979554367708	1.7322932293229325
-324.1931707021523	1.7394839483948397
-324.18837906730136	1.7466746674667468
-324.183580537175	1.753865386538654
-324.17877511664074	1.7610561056105611
-324.1739628104784	1.7682468246824685
-324.16914362338184	1.7754375437543757
-324.164317559961	1.7826282628262828
-324.1594846247433	1.78981898189819
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diff --git a/ELoss/PCEnergyAnalysis.py b/ELoss/PCEnergyAnalysis.py
index fa06c37..a350149 100644
--- a/ELoss/PCEnergyAnalysis.py
+++ b/ELoss/PCEnergyAnalysis.py
@@ -74,6 +74,15 @@ particles = {
 
 interp_cache = {}
 
+SX3_SI_THICKNESS_CM = 0.1
+QQQ_SI_THICKNESS_CM = 0.1
+SX3_THETA_MIN_DEG = 0.0
+
+
+def get_loss_table_path(medium, particle_label):
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    return os.path.join(script_dir, f"{medium}Loss", f"E_vs_x_{particle_label}.dat")
+
 
 def clear_interpolator_cache():
     """Drop cached energy-loss interpolators and force Python to release memory."""
@@ -97,13 +106,8 @@ def make_E_vs_x(
     Output:
         x [cm], E [MeV]
     """
-
-    # ---------------------------
-    # Physical constants
-    # ---------------------------
     R = 8.3144  # J/mol/K
 
-    # pressure conversion
     p_pa = P_TORR * 133.322
     molar_density = p_pa / (R * TEMP_K)  # mol/m^3
 
@@ -166,7 +170,8 @@ def make_E_vs_x(
         "Energy_MeV": E
     })
 
-    outfile = f"{medium}Loss/E_vs_x_{label}.dat"
+    outfile = get_loss_table_path(medium, label)
+    os.makedirs(os.path.dirname(outfile), exist_ok=True)
     df.to_csv(outfile, sep="\t", index=False)
 
     print(f"[INFO] saved: {outfile}")
@@ -206,7 +211,7 @@ def get_interpolators(particle, medium):
     if cache_key in interp_cache:
         return interp_cache[cache_key]
 
-    filename = f"{medium}Loss/E_vs_x_{particle}.dat"
+    filename = get_loss_table_path(medium, particle)
 
     x, E = load_table(filename)
 
@@ -315,8 +320,18 @@ def calculate_distance_tree2(vz, theta, z_max=34.86):
     return np.abs((z_max - vz) / cos_theta)
 
 
-def calculate_sx3_thickness_path(theta, phi, sx3x, sx3y, thickness_cm=0.1):
-    """Path length through SX3 silicon using incidence angle to detector normal."""
+def calculate_hit_theta(vx, vy, vz, hitx, hity, hitz):
+    """Calculate polar angle from vertex to reconstructed hit position."""
+    dx = hitx - vx
+    dy = hity - vy
+    dz = hitz - vz
+    distance = np.sqrt(dx * dx + dy * dy + dz * dz)
+    distance = np.where(distance > 1e-12, distance, 1e-12)
+    cos_theta = np.clip(dz / distance, -1.0, 1.0)
+    return np.arccos(cos_theta)
+
+
+def calculate_sx3_thickness_path1(theta, phi, sx3x, sx3y, thickness_cm=0.1):
     rxy = np.sqrt(sx3x * sx3x + sx3y * sx3y)
     nx = np.where(rxy > 1e-12, sx3x / rxy, 0.0)
     ny = np.where(rxy > 1e-12, sx3y / rxy, 0.0)
@@ -328,84 +343,177 @@ def calculate_sx3_thickness_path(theta, phi, sx3x, sx3y, thickness_cm=0.1):
     cos_incidence = np.clip(cos_incidence, 1e-4, 1.0)
 
     return thickness_cm / cos_incidence
+"""
+def calculate_sx3_thickness_path2(vx, vy, vz, sx3X, sx3Y, sx3Z, thickness_cm=0.1):
+    dx = (sx3X - vx) / 100
+    dy = (sx3Y - vy) / 100
+    dz = (sx3Z - vz) / 100
+    
+    distance = np.sqrt(dx * dx + dy * dy + dz * dz)
+    distance = np.where(distance > 1e-12, distance, 1e-12)
+    
+    uz = dz / distance
+    sin_incidence = np.abs(uz)
+    sin_incidence = np.clip(sin_incidence, 1e-4, 1.0)
+    
+    return thickness_cm / sin_incidence"""
 
+def calculate_sx3_thickness_path(vx, vy, vz, sx3X, sx3Y, sx3Z, thickness_cm=0.1):
+    dx = (sx3X - vx)
+    dy = (sx3Y - vy)
+    dz = (sx3Z - vz)
+    
+    distance = np.sqrt(dx * dx + dy * dy + dz * dz)
+    radius = np.sqrt(dx * dx + dy * dy)
+    
+    #return thickness_cm
+    return (distance * thickness_cm) / radius
+
+def calculate_qqq_thickness_path(vx, vy, vz, qqqx, qqqy, qqqz, thickness_cm=0.1):
+    """Path length through planar QQQ silicon using hit direction and z-normal."""
+    dx = qqqx - vx
+    dy = qqqy - vy
+    dz = qqqz - vz
+
+    distance = np.sqrt(dx * dx + dy * dy + dz * dz)
+    distance = np.where(distance > 1e-12, distance, 1e-12)
+
+    uz = dz / distance
+    cos_incidence = np.abs(uz)
+    cos_incidence = np.clip(cos_incidence, 1e-4, 1.0)
 
-def calculate_qqq_thickness_path(theta, thickness_cm=0.1, min_abs_cos=0.2):
-    """Path length through planar QQQ silicon using incidence to z-normal."""
-    cos_incidence = np.abs(np.cos(theta))
-    cos_incidence = np.clip(cos_incidence, min_abs_cos, 1.0)
     return thickness_cm / cos_incidence
 
 def load_tree_arrays(tree, treename, max_events=None):
+    if tree is None:
+        raise ValueError(
+            f"Tree '{treename}' is not loaded. Run 'set tree {treename}' "
+            "after loading a ROOT file with 'uproot file <filename>'."
+        )
     branches = tree.keys(recursive=False)
     return tree.arrays(branches, library="np", entry_stop=max_events)
 
 def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
     data = load_tree_arrays(tree, treename, max_events)
 
-    angle_mask = data["thetab"] > 60
-    Ei = data["Tb"]
-    Einan = np.isnan(Ei).sum()
-    print(f"sx3 NaN entries: {Einan}")
-    theta = np.radians(data["thetab"])
-    phi = np.radians(data["phib"])
-    vX = data["vX"]
-    vY = data["vY"]
-    vZ = data["vZ"]
+    initial_energy = data["Tb"]
+    initial_energy_nan_count = np.isnan(initial_energy).sum()
+    print(f"sx3 NaN entries: {initial_energy_nan_count}")
 
-    #if treename == 'tree1':
-    sx3X = data["sx3X"]
-    sx3Y = data["sx3Y"]
-    sx3Z = data["sx3Z"]
-    sx3_valid_mask = ~np.isnan(sx3X) & ~np.isnan(sx3Y) & ~np.isnan(sx3Z)
-    mask = angle_mask & sx3_valid_mask
-    qqqX = data["qqqX"]
-    qqqY = data["qqqY"]
-    qqqZ = data["qqqZ"]
-    qqq_valid_mask = ~np.isnan(qqqX) & ~np.isnan(qqqY) & ~np.isnan(qqqZ) & ~np.isnan(Ei)
-    qqqnan = np.isnan(qqqZ).sum()
-    print(f"qqq NaN entries: {qqqnan}")
-    print(f"Total: {Einan + qqqnan}")
-    mask2 = qqq_valid_mask
+    vertex_x = data["vX"]
+    vertex_y = data["vY"]
+    vertex_z = data["vZ"]
+
+    sx3_theta_rad = np.radians(data["thetab"])
+    sx3_phi_rad = np.radians(data["phib"])
+    sx3_hit_x = data["sx3X"]
+    sx3_hit_y = data["sx3Y"]
+    sx3_hit_z = data["sx3Z"]
+    sx3_angle_mask = data["thetab"] > SX3_THETA_MIN_DEG
+    sx3_valid_mask = ~np.isnan(sx3_hit_x) & ~np.isnan(sx3_hit_y) & ~np.isnan(sx3_hit_z)
+    sx3_event_mask = sx3_angle_mask & sx3_valid_mask
+
+    qqq_hit_x = data["qqqX"]
+    qqq_hit_y = data["qqqY"]
+    qqq_hit_z = data["qqqZ"]
+    qqq_valid_mask = (
+        ~np.isnan(qqq_hit_x)
+        & ~np.isnan(qqq_hit_y)
+        & ~np.isnan(qqq_hit_z)
+        & ~np.isnan(initial_energy)
+    )
+    qqq_nan_count = np.isnan(qqq_hit_z).sum()
+    print(f"qqq NaN entries: {qqq_nan_count}")
+    print(f"Total: {initial_energy_nan_count + qqq_nan_count}")
+    qqq_angle_mask = data["thetab"] > SX3_THETA_MIN_DEG
+    qqq_event_mask = qqq_valid_mask & qqq_angle_mask
     #else:
     #    sx3Z = np.full_like(vZ, z_max) # Assume sx3Z is at z_max for tree2
     #    mask = ~np.isnan(Ei) & ~np.isnan(theta) & ~np.isnan(vZ)
 
-    Eisx3 = Ei[mask]
-    thetaQ = theta[mask2]
-    theta = theta[mask]
-    phi = phi[mask]
-    vXsx3 = vX[mask]
-    vYsx3 = vY[mask]
-    vZsx3 = vZ[mask]
-    Eiqqq = Ei[mask2]
-    vXqqq = vX[mask2]
-    vYqqq = vY[mask2]
-    vZqqq = vZ[mask2]
+    sx3_initial_energy = initial_energy[sx3_event_mask]
+    sx3_theta_rad = sx3_theta_rad[sx3_event_mask]
+    sx3_phi_rad = sx3_phi_rad[sx3_event_mask]
+    sx3_vertex_x = vertex_x[sx3_event_mask]
+    sx3_vertex_y = vertex_y[sx3_event_mask]
+    sx3_vertex_z = vertex_z[sx3_event_mask]
+
+    qqq_initial_energy = initial_energy[qqq_event_mask]
+    qqq_vertex_x = vertex_x[qqq_event_mask]
+    qqq_vertex_y = vertex_y[qqq_event_mask]
+    qqq_vertex_z = vertex_z[qqq_event_mask]
+    
+    #theta = calculate_hit_theta(vX, vY, vZ, sx3X, sx3Y, sx3Z)[mask]
 
     #if treename == 'tree1':
-    sx3X = sx3X[mask]
-    sx3Y = sx3Y[mask]
-    sx3Z = sx3Z[mask]
-    dsx3 = calculate_distance_tree1(vXsx3, vYsx3, vZsx3, sx3X, sx3Y, sx3Z)
-    qqqX = qqqX[mask2]
-    qqqY = qqqY[mask2]
-    qqqZ = qqqZ[mask2]
-    dqqq = calculate_distance_tree1(vXqqq, vYqqq, vZqqq, qqqX, qqqY, 128)
+    sx3_hit_x = sx3_hit_x[sx3_event_mask]
+    sx3_hit_y = sx3_hit_y[sx3_event_mask]
+    sx3_hit_z = sx3_hit_z[sx3_event_mask]
+    sx3_track_distance_cm = calculate_distance_tree1(
+        sx3_vertex_x,
+        sx3_vertex_y,
+        sx3_vertex_z,
+        sx3_hit_x,
+        sx3_hit_y,
+        sx3_hit_z,
+    )
+    qqq_hit_x = qqq_hit_x[qqq_event_mask]
+    qqq_hit_y = qqq_hit_y[qqq_event_mask]
+    qqq_hit_z = qqq_hit_z[qqq_event_mask]
+    qqq_track_distance_cm = calculate_distance_tree1(
+        qqq_vertex_x,
+        qqq_vertex_y,
+        qqq_vertex_z,
+        qqq_hit_x,
+        qqq_hit_y,
+        qqq_hit_z,
+    )
+    qqq_theta_rad = calculate_hit_theta(
+        qqq_vertex_x,
+        qqq_vertex_y,
+        qqq_vertex_z,
+        qqq_hit_x,
+        qqq_hit_y,
+        qqq_hit_z,
+    )
     #else:
     #    dsx3 = calculate_distance_tree2(vZsx3, theta, z_max=z_max)
 
-    sin_theta = np.sin(theta)
-    sin_theta = np.where(sin_theta != 0, sin_theta, 1e-10)
-    sin_theta_q = np.sin(thetaQ)
-    sin_theta_q = np.where(sin_theta_q != 0, sin_theta_q, 1e-10)
+    sx3_sin_theta = np.sin(sx3_theta_rad)
+    sx3_sin_theta = np.where(sx3_sin_theta != 0, sx3_sin_theta, 1e-10)
+    qqq_sin_theta = np.sin(qqq_theta_rad)
+    qqq_sin_theta = np.where(qqq_sin_theta != 0, qqq_sin_theta, 1e-10)
     radii = np.array([3.7, 4.3])
-    dA = (radii[0] - np.sqrt((vXsx3/10)**2 + (vYsx3/10)**2))/ sin_theta
-    dC = (radii[1] - np.sqrt((vXsx3/10)**2 + (vYsx3/10)**2))/ sin_theta
-    dAq = (radii[0] - np.sqrt((vXqqq/10)**2 + (vYqqq/10)**2))/ sin_theta_q
-    dCq = (radii[1] - np.sqrt((vXqqq/10)**2 + (vYqqq/10)**2))/ sin_theta_q
-    lsx3 = calculate_sx3_thickness_path(theta, phi, sx3X, sx3Y, thickness_cm=0.1)
-    lqqq = calculate_qqq_thickness_path(thetaQ, thickness_cm=0.1, min_abs_cos=0.2)
+    sx3_anode_path_cm = (
+        radii[0] - np.sqrt((sx3_vertex_x / 10) ** 2 + (sx3_vertex_y / 10) ** 2)
+    ) / sx3_sin_theta
+    sx3_cathode_path_cm = (
+        radii[1] - np.sqrt((sx3_vertex_x / 10) ** 2 + (sx3_vertex_y / 10) ** 2)
+    ) / sx3_sin_theta
+    qqq_anode_path_cm = (
+        radii[0] - np.sqrt((qqq_vertex_x / 10) ** 2 + (qqq_vertex_y / 10) ** 2)
+    ) / qqq_sin_theta
+    qqq_cathode_path_cm = (
+        radii[1] - np.sqrt((qqq_vertex_x / 10) ** 2 + (qqq_vertex_y / 10) ** 2)
+    ) / qqq_sin_theta
+    sx3_silicon_path_cm = calculate_sx3_thickness_path(
+            sx3_vertex_x,
+            sx3_vertex_y,
+            sx3_vertex_z,
+            sx3_hit_x,
+            sx3_hit_y,
+            sx3_hit_z,
+            SX3_SI_THICKNESS_CM,) * sx3_sin_theta
+    qqq_silicon_path_cm = calculate_qqq_thickness_path(
+            qqq_vertex_x,
+            qqq_vertex_y,
+            qqq_vertex_z,
+            qqq_hit_x,
+            qqq_hit_y,
+            qqq_hit_z,
+            QQQ_SI_THICKNESS_CM,)
+    dA = sx3_anode_path_cm
+    dC = sx3_cathode_path_cm
     
     
     # Filter out unphysical distances (negative or unreasonably small)
@@ -428,33 +536,33 @@ def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
     #print(f"  Retained {np.sum(distance_mask)} / {len(distance_mask)} events after distance filter")
 
     clear_interpolator_cache()
-    EA = energy_loss(particle, "He", Eisx3, dA)
-    EC = energy_loss(particle, "He", Eisx3, dC)
-    EAq = energy_loss(particle, "He", Eiqqq, dAq)
-    ECq = energy_loss(particle, "He", Eiqqq, dCq)
-    Esx3 = energy_loss(particle, "He", Eisx3, dsx3)
-    Eqqq = energy_loss(particle, "He", Eiqqq, dqqq)
+    EA = energy_loss(particle, "He", sx3_initial_energy, sx3_anode_path_cm)
+    EC = energy_loss(particle, "He", sx3_initial_energy, sx3_cathode_path_cm)
+    EAq = energy_loss(particle, "He", qqq_initial_energy, qqq_anode_path_cm)
+    ECq = energy_loss(particle, "He", qqq_initial_energy, qqq_cathode_path_cm)
+    Esx3 = energy_loss(particle, "He", sx3_initial_energy, sx3_track_distance_cm)
+    Eqqq = energy_loss(particle, "He", qqq_initial_energy, qqq_track_distance_cm)
     
 
     clear_interpolator_cache()
-    Efinal = energy_loss(particle, "Si", Esx3, lsx3)
-    EfinalQ = energy_loss(particle, "Si", Eqqq, lqqq)
+    Efinal = energy_loss(particle, "Si", Esx3, sx3_silicon_path_cm)
+    EfinalQ = energy_loss(particle, "Si", Eqqq, qqq_silicon_path_cm)
     Edet = (Esx3 - Efinal)
     EdetQ = Eqqq - EfinalQ
 
     #Edet = np.where(Prange > lsx3, Efinal + Esx3, Esx3)
 
-    Elost = Eisx3 - Esx3
-    Elostqqq = Eiqqq - Eqqq
+    Elost = sx3_initial_energy - Esx3
+    Elostqqq = qqq_initial_energy - Eqqq
     Eprop = EA - EC
     EpropQ = EAq - ECq
 
     return {
         "particle": particle,
-        "Ei": Eisx3,
+        "Ei": sx3_initial_energy,
         "thetabi": data["thetab"],
-        "thetabqqq": data["thetab"][mask2],
-        "sx3Z": sx3Z,
+        "thetabqqq": np.degrees(qqq_theta_rad),
+        "sx3Z": sx3_hit_z,
         "EA": EA,
         "EC": EC,
         "Esx3": Esx3,
@@ -464,16 +572,18 @@ def prepare_tree_data(tree, treename, particle, max_events=None, z_max=34.86):
         "EpropQ": EpropQ,
         "dA": dA,
         "dC": dC,
-        "thetab": np.degrees(theta),
-        "sx3X": sx3X,
-        "sx3Y": sx3Y,
-        "qqqX": qqqX,
-        "qqqY": qqqY,
-        "qqqZ": qqqZ,
+        "thetab": np.degrees(sx3_theta_rad),
+        "sx3X": sx3_hit_x,
+        "sx3Y": sx3_hit_y,
+        "qqqX": qqq_hit_x,
+        "qqqY": qqq_hit_y,
+        "qqqZ": qqq_hit_z,
+        "qqqE": Eqqq,
         "Eqqq": Eqqq,
         "Edet": Edet,
         "Efinal": Efinal,
-        "lsx3": lsx3,
+        "lsx3": sx3_silicon_path_cm,
+        "lqqq": qqq_silicon_path_cm,
         "EdetQ": EdetQ
     }
 
@@ -932,12 +1042,27 @@ class MyInteractiveApp(cmd.Cmd):
         if self.tree is None:
             self.do_set_tree("")
             print(f"Using TTree: {self.tree}")
+            if self.tree is None:
+                print("No tree is loaded. Use 'uproot file <filename>' then 'set tree tree1' or 'set tree tree2'.")
+                return
     
         treename = self.tree.name if hasattr(self.tree, 'name') else "tree1"
 
-        branches = ["Tb", "thetab", "sx3Z", "vX", "vY", "vZ", "sx3X", "sx3Y"]
-        Tb_key = "Tb"
-        theta_key = "thetab"
+        branches = [
+            "Tb",
+            "thetab",
+            "sx3Z",
+            "vX",
+            "vY",
+            "vZ",
+            "sx3X",
+            "sx3Y",
+            "sx3XExit",
+            "sx3YExit",
+            "sx3ZExit",
+        ]
+        initial_energy_key = "Tb"
+        polar_angle_key = "thetab"
 
     
         if max_events:
@@ -952,58 +1077,76 @@ class MyInteractiveApp(cmd.Cmd):
             library="np",
             entry_stop=max_events
         )
-        global Ei
-        Ei = data[Tb_key]
+        initial_energy = data[initial_energy_key]
         global sx3Z
         sx3Z = data["sx3Z"]
+        sx3XExit = data["sx3XExit"] if "sx3XExit" in data else None
+        sx3YExit = data["sx3YExit"] if "sx3YExit" in data else None
+        sx3ZExit = data["sx3ZExit"] if "sx3ZExit" in data else None
     
-        theta = np.radians(data[theta_key])
-        vX = data["vX"]
-        vY = data["vY"]
-        vZ = data["vZ"]
+        polar_angle_rad = np.radians(data[polar_angle_key])
+        vertex_x = data["vX"]
+        vertex_y = data["vY"]
+        vertex_z = data["vZ"]
         
         if treename == 'tree1':
-            sx3X = data["sx3X"]
-            sx3Y = data["sx3Y"]
-            mask = ~np.isnan(sx3X) & ~np.isnan(sx3Y) & ~np.isnan(sx3Z)
+            sx3_hit_x = data["sx3X"]
+            sx3_hit_y = data["sx3Y"]
+            event_mask = ~np.isnan(sx3_hit_x) & ~np.isnan(sx3_hit_y) & ~np.isnan(sx3Z)
         else:
-            mask = ~np.isnan(Ei) & ~np.isnan(theta)
+            event_mask = ~np.isnan(initial_energy) & ~np.isnan(polar_angle_rad)
     
-        Ei = Ei[mask]
-        theta = theta[mask]
-        sx3Z = sx3Z[mask]
-        vZ_masked = vZ[mask]
+        initial_energy = initial_energy[event_mask]
+        polar_angle_rad = polar_angle_rad[event_mask]
+        sx3Z = sx3Z[event_mask]
+        vertex_z_masked = vertex_z[event_mask]
         
-        sin_theta = np.sin(theta)
+        sin_theta = np.sin(polar_angle_rad)
         sin_theta = np.where(sin_theta != 0, sin_theta, 1e-10)
     
         if treename == 'tree1':
-            vX_masked = vX[mask]
-            vY_masked = vY[mask]
-            sx3X_masked = sx3X[mask]
-            sx3Y_masked = sx3Y[mask]
-            dsx3 = calculate_distance_tree1(vX_masked, vY_masked, vZ_masked, sx3X_masked, sx3Y_masked, sx3Z)
+            vertex_x_masked = vertex_x[event_mask]
+            vertex_y_masked = vertex_y[event_mask]
+            sx3_hit_x_masked = sx3_hit_x[event_mask]
+            sx3_hit_y_masked = sx3_hit_y[event_mask]
+            sx3_track_distance_cm = calculate_distance_tree1(
+                vertex_x_masked,
+                vertex_y_masked,
+                vertex_z_masked,
+                sx3_hit_x_masked,
+                sx3_hit_y_masked,
+                sx3Z,
+            )
+            sx3_silicon_path_cm = calculate_sx3_thickness_path(
+                    vertex_x_masked,
+                    vertex_y_masked,
+                    vertex_z_masked,
+                    sx3_hit_x_masked,
+                    sx3_hit_y_masked,
+                    sx3Z,
+                    SX3_SI_THICKNESS_CM,)
         else:
-            dsx3 = calculate_distance_tree2(vZ_masked, theta, z_max=34.86)
+            sx3_track_distance_cm = calculate_distance_tree2(vertex_z_masked, polar_angle_rad, z_max=34.86)
+            sx3_silicon_path_cm = np.full_like(sx3_track_distance_cm, np.nan, dtype=float)
         
         radii = np.array([3.7, 4.2])
-        dA = radii[0] / sin_theta
-        dC = radii[1] / sin_theta
+        anode_path_cm = radii[0] / sin_theta
+        cathode_path_cm = radii[1] / sin_theta
     
         print("Calculating energy losses...")
         global EA
-        EA = energy_loss(particle, "He", Ei, dA)
+        EA = energy_loss(particle, "He", initial_energy, anode_path_cm)
         global EC
-        EC = energy_loss(particle, "He", Ei, dC)
+        EC = energy_loss(particle, "He", initial_energy, cathode_path_cm)
         global Esx3
-        Esx3 = energy_loss(particle, "He", Ei, dsx3)
+        Esx3 = energy_loss(particle, "He", initial_energy, sx3_track_distance_cm)
         global Eprop
         Eprop = EA - EC
         global Elost
-        Elost = Ei - Esx3
+        Elost = initial_energy - Esx3
 
         print("Analysis complete")
-        print(f"Processed events: {len(Ei)}")
+        print(f"Processed events: {len(initial_energy)}")
         print(f"Anode average energy: {np.mean(EA):.3f} MeV")
         print(f"Cathode average energy: {np.mean(EC):.3f} MeV")
         print(f"sx3 average energy: {np.mean(Esx3):.3f} MeV")
@@ -1032,11 +1175,11 @@ class MyInteractiveApp(cmd.Cmd):
         Elost_full = np.full(n_total, np.nan)
 
         # Put values back into valid entries
-        EA_full[mask] = EA
-        EC_full[mask] = EC
-        Esx3_full[mask] = Esx3
-        Eprop_full[mask] = Eprop
-        Elost_full[mask] = Elost
+        EA_full[event_mask] = EA
+        EC_full[event_mask] = EC
+        Esx3_full[event_mask] = Esx3
+        Eprop_full[event_mask] = Eprop
+        Elost_full[event_mask] = Elost
 
         # Add new branches
         all_data["EA"] = EA_full
@@ -1044,6 +1187,10 @@ class MyInteractiveApp(cmd.Cmd):
         all_data["Esx3"] = Esx3_full
         all_data["Eprop"] = Eprop_full
         all_data["Elost"] = Elost_full
+        if treename == 'tree1':
+            lsx3_full = np.full(n_total, np.nan)
+            lsx3_full[event_mask] = sx3_silicon_path_cm
+            all_data["lsx3"] = lsx3_full
         # Write new ROOT file as a classic TTree
         with uproot.recreate(output_filename) as fout:
 
@@ -1072,6 +1219,9 @@ class MyInteractiveApp(cmd.Cmd):
         if self.tree is None:
             self.do_set_tree("")
             print(f"Using TTree: {self.tree}")
+            if self.tree is None:
+                print("No tree is loaded. Use 'uproot file <filename>' then 'set tree tree1' or 'set tree tree2'.")
+                return
 
         treename = self.tree.name if hasattr(self.tree, 'name') else "tree1"
 
@@ -1123,6 +1273,8 @@ class MyInteractiveApp(cmd.Cmd):
         qy = np.asarray(qqqY, dtype=float)
         qz = np.asarray(qqqZ, dtype=float)
         qc = np.asarray(qqqE, dtype=float)
+        sx3_theta_plot_mask = np.isfinite(thetab) & (thetab > SX3_THETA_MIN_DEG)
+        qqq_theta_plot_mask = np.isfinite(thetabqqq) & (thetabqqq > SX3_THETA_MIN_DEG)
         
         if x.size > 0 and False:
         
@@ -1176,7 +1328,7 @@ class MyInteractiveApp(cmd.Cmd):
             plt.savefig(out_file, dpi=300)
             plt.show()
             
-        mask1 = ~np.isnan(Ei) & ~np.isnan(thetab)
+        mask1 = ~np.isnan(Ei) & ~np.isnan(thetab) & sx3_theta_plot_mask
         plt.figure(figsize=(7,6))
         plt.hist2d(np.radians(thetab[mask1]), Ei[mask1], bins=200)
         plt.xlabel("thetab")
@@ -1190,7 +1342,8 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
         
         plt.figure(figsize=(7,6))
-        plt.hist2d(Esx3, Edet,bins=300)
+        mask1 = ~np.isnan(Esx3) & ~np.isnan(Edet) & sx3_theta_plot_mask
+        plt.hist2d(Esx3[mask1], Edet[mask1], bins=300)
         plt.xlabel("Esx3")
         plt.ylabel("Edet")
         plt.title("Esx3 vs Edet")
@@ -1201,7 +1354,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.savefig(f"{base}/Esx3_vs_Edet.png")
         plt.show()
         
-        mask1 = ~np.isnan(qqqE) & ~np.isnan(EdetQ)
+        mask1 = ~np.isnan(qqqE) & ~np.isnan(EdetQ) & qqq_theta_plot_mask
         plt.figure(figsize=(7,6))
         plt.hist2d(qqqE[mask1], EdetQ[mask1], bins=300)
         plt.xlabel("Eqqq")
@@ -1214,7 +1367,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.savefig(f"{base}/Eqqq_vs_Edet.png")
         plt.show()
         
-        mask1 = ~np.isnan(qqqE) & ~np.isnan(thetabqqq)
+        mask1 = ~np.isnan(qqqE) & ~np.isnan(thetabqqq) & qqq_theta_plot_mask
         plt.figure(figsize=(7,6))
         plt.hist2d(qqqE[mask1], (np.sin(np.deg2rad(thetabqqq)) * Elostqqq)[mask1],  bins=200)
         plt.ylabel("Elost x sin(theta)")
@@ -1228,7 +1381,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
 
         
-        mask1 = (Esx3 > 0) & ~np.isnan(thetab)
+        mask1 = (Esx3 > 0) & ~np.isnan(thetab) & sx3_theta_plot_mask
         plt.figure(figsize=(7,6))
         plt.hist2d(thetab[mask1], Esx3[mask1], bins=200)
         plt.xlabel("thetab")
@@ -1241,7 +1394,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.savefig(f"{base}/sx3E_vs_theta.png", dpi=300)
         plt.show()
         
-        mask1 = (qqqE > 0) & ~np.isnan(thetabqqq)
+        mask1 = (qqqE > 0) & ~np.isnan(thetabqqq) & qqq_theta_plot_mask
         plt.figure(figsize=(7,6))
         plt.hist2d(thetabqqq[mask1], qqqE[mask1], bins=200)
         plt.xlabel("thetab")
@@ -1255,7 +1408,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
 
         plt.figure(figsize=(7,5))
-        plt.hist(Elost, bins=200)
+        plt.hist(Elost[sx3_theta_plot_mask], bins=200)
         plt.xlabel("Energy Loss (MeV)")
         plt.ylabel("Counts")
         plt.title(f"{particle} ({treename}) Total Energy Loss Distribution")
@@ -1265,7 +1418,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
         
         plt.figure(figsize=(7,5))
-        plt.hist(Edet, bins=200)
+        plt.hist(Edet[sx3_theta_plot_mask], bins=200)
         plt.xlabel("Energy Deposition (MeV)")
         plt.ylabel("Counts")
         plt.title(f"{particle} ({treename}) TEnergy Deposition in SX3 (MeV)")
@@ -1275,7 +1428,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
                 
         plt.figure(figsize=(7,5))
-        plt.hist(Efinal, bins=200)
+        plt.hist(Efinal[sx3_theta_plot_mask], bins=200)
         plt.xlabel("Final Energy (MeV)")
         plt.ylabel("Counts")
         plt.title(f"{particle} ({treename}) Final Energy after sx3")
@@ -1283,20 +1436,37 @@ class MyInteractiveApp(cmd.Cmd):
         plt.tight_layout()
         plt.savefig(f"{base}/Efinal_hist.png", dpi=300)
         plt.show()
+
+        try:
+            plt.figure(figsize=(7,5))
+            plt.hist(data["lsx3"][sx3_theta_plot_mask], bins=200)
+            plt.xlabel("Distance travelled in sx3")
+            plt.ylabel("Counts")
+            #plt.xlim(0, 2)
+            plt.yscale("log")
+            plt.title(f"{particle} ({treename}) Distance Travelled in sx3")
+            plt.grid(True)
+            plt.tight_layout()
+            plt.savefig(f"{base}/lsx3.png", dpi=300)
+            plt.show()
+        except:
+            print("lsx3 not able to plot")
         
         plt.figure(figsize=(7,5))
-        plt.hist(data["lsx3"], bins=200)
-        plt.xlabel("Distance travelled in sx3")
+        plt.hist(data["lqqq"], bins=200)
+        plt.xlabel("Distance travelled in QQQ")
         plt.ylabel("Counts")
-        plt.title(f"{particle} ({treename}) Distance Travelled in sx3")
+        #plt.xlim(0, 2)
+        plt.yscale("log")
+        plt.title(f"{particle} ({treename}) Distance Travelled in QQQ")
         plt.grid(True)
         plt.tight_layout()
-        plt.savefig(f"{base}/lsx3.png", dpi=300)
+        plt.savefig(f"{base}/lqqq.png", dpi=300)
         plt.show()
         
         plt.figure(figsize=(7,5))
-        plt.hist(Ei, bins=100, histtype='step', label='Vertex Energy')
-        plt.hist(Esx3[Esx3 != 0], bins=100, histtype='step', label='SX3 Energy')
+        plt.hist(Ei[sx3_theta_plot_mask], bins=100, histtype='step', label='Vertex Energy')
+        plt.hist(Esx3[(Esx3 != 0) & sx3_theta_plot_mask], bins=100, histtype='step', label='SX3 Energy')
         plt.xlabel("Energies (MeV)")
         plt.ylabel("Counts")
         plt.title(f"{particle} ({treename}) Vertex and SX3 Energy")
@@ -1308,8 +1478,8 @@ class MyInteractiveApp(cmd.Cmd):
 
             
         plt.figure(figsize=(7,5))
-        plt.hist(dA, bins=100, label='dA', histtype='step')
-        plt.hist(dC, bins=100, label='dC', histtype='step')
+        plt.hist(dA[sx3_theta_plot_mask], bins=100, label='dA', histtype='step')
+        plt.hist(dC[sx3_theta_plot_mask], bins=100, label='dC', histtype='step')
         plt.xlabel("Distance")
         plt.ylabel("Counts")
         plt.title(f"{particle} ({treename}) Anode/ Cathode distance")
@@ -1320,8 +1490,9 @@ class MyInteractiveApp(cmd.Cmd):
         plt.show()
 
         try:
+            mask1 = sx3_theta_plot_mask
             plt.figure(figsize=(7,6))
-            plt.hist2d(sx3Z, Elost, bins=200)
+            plt.hist2d(sx3Z[mask1], Elost[mask1], bins=200)
             plt.ylabel("Energy Loss (MeV)")
             plt.xlabel("SX3 Z")
             plt.title(f"{particle} ({treename}) Energy Loss vs SX3 Position")
@@ -1333,7 +1504,7 @@ class MyInteractiveApp(cmd.Cmd):
             print("Value error")
 
         try:
-            mask = Esx3 > 0
+            mask = (Esx3 > 0) & sx3_theta_plot_mask
             plt.figure(figsize=(7,6))
             plt.hist2d(EA[mask], Esx3[mask], bins=200)
             plt.xlabel("EA (MeV)")
@@ -1347,8 +1518,9 @@ class MyInteractiveApp(cmd.Cmd):
             print("Value error")
 
         try:
+            mask1 = sx3_theta_plot_mask
             plt.figure(figsize=(7,6))
-            plt.hist2d(sx3Z, Eprop, bins=200)
+            plt.hist2d(sx3Z[mask1], Eprop[mask1], bins=200)
             plt.ylabel("EA - EC (MeV)")
             plt.xlabel("SX3 Z")
             plt.title(f"{particle} ({treename}) Energy Propagation Difference vs Position")
@@ -1360,10 +1532,10 @@ class MyInteractiveApp(cmd.Cmd):
             print("Value error")
 
         try:
-            mask1 = ~np.isnan(Esx3) & (Esx3 > 0)
+            mask1 = ~np.isnan(Esx3) & (Esx3 > 0) & sx3_theta_plot_mask
             plt.figure(figsize=(7,6))
-            plt.hist2d(Esx3[mask1], Eprop[mask1] * data["thetab"][mask1], bins=200)
-            plt.ylabel("PCEnergy")
+            plt.hist2d(Esx3[mask1], np.sin(np.deg2rad(data["thetab"][mask1])) * Eprop[mask1], bins=200)
+            plt.ylabel("PCEnergy x sin(theta)")
             plt.xlabel("SX3 Energy (MeV)")
             plt.title(f"{particle} ({treename}) Energy Propagation Difference vs SX3 Energy")
             plt.colorbar(label="Counts")
@@ -1377,10 +1549,10 @@ class MyInteractiveApp(cmd.Cmd):
             
             
         try:
-            mask1 = ~np.isnan(Edet) & (Edet > 0)
+            mask1 = ~np.isnan(Edet) & (Edet > 0) & sx3_theta_plot_mask
             plt.figure(figsize=(7,6))
-            plt.hist2d(Edet[mask1], Eprop[mask1] * data["thetab"][mask1], bins=200)
-            plt.ylabel("PCEnergy")
+            plt.hist2d(Edet[mask1], np.sin(np.deg2rad(data["thetab"][mask1])) * Eprop[mask1], bins=200)
+            plt.ylabel("PCEnergy x sin(theta)")
             plt.xlabel("SX3 Energy Detected (MeV)")
             plt.title(f"{particle} ({treename}) Energy Propagation Difference vs SX3 Energy Detected")
             plt.colorbar(label="Counts")
@@ -1398,6 +1570,7 @@ class MyInteractiveApp(cmd.Cmd):
             & (EdetQ > 0)
             & ~np.isnan(EpropQ)
             & ~np.isnan(thetabqqq)
+            & qqq_theta_plot_mask
         )
         plt.figure(figsize=(7,6))
         plt.hist2d(EdetQ[mask1], (np.sin(np.deg2rad(thetabqqq[mask1])) * EpropQ[mask1]),  bins=200)
@@ -1422,7 +1595,7 @@ class MyInteractiveApp(cmd.Cmd):
                 branch_names.append(str(key))
         branch_names = list(dict.fromkeys(branch_names))
         
-        if branch_names and False:
+        if branch_names and True:
             print(f"Creating histograms for {len(branch_names)} branches...")
             all_branches = self.tree.arrays(branch_names, library="np", entry_stop=max_events)
 
@@ -1449,7 +1622,10 @@ class MyInteractiveApp(cmd.Cmd):
                     continue
         
                 plt.figure(figsize=(7,5))
-                plt.hist(values, bins=100)
+                try:
+                    plt.hist(values, bins=100)
+                except:
+                    plt.hist(values, bins=10)
                 plt.xlabel(branch)
                 plt.ylabel("Counts")
                 plt.title(f"{particle} ({treename}) {branch} distribution")
@@ -1539,10 +1715,19 @@ class MyInteractiveApp(cmd.Cmd):
     
         datasets = []
     
+        script_dir = os.path.dirname(os.path.abspath(__file__))
+        project_root = os.path.abspath(os.path.join(script_dir, ".."))
+        armory_dir = os.path.join(project_root, "Armory")
+
         for file in files:
     
             try:
-                resolved_path = os.path.join("..", "Armory", file)
+                if os.path.isabs(file):
+                    resolved_path = file
+                elif os.path.exists(file):
+                    resolved_path = os.path.abspath(file)
+                else:
+                    resolved_path = os.path.join(armory_dir, file)
                 resolved_particle = infer_particle_from_filename(resolved_path)
                 
                 tree1 = process_file(
@@ -1591,6 +1776,68 @@ class MyInteractiveApp(cmd.Cmd):
         if len(datasets) == 0:
             print("No valid datasets loaded.")
             return
+
+        def finite_values(values):
+            array = np.asarray(values, dtype=float)
+            return array[np.isfinite(array)]
+
+        def finite_pairs(x_values, y_values):
+            x_array = np.asarray(x_values, dtype=float)
+            y_array = np.asarray(y_values, dtype=float)
+            valid_mask = np.isfinite(x_array) & np.isfinite(y_array)
+            return x_array[valid_mask], y_array[valid_mask]
+
+        def save_overlay_histogram(value_getter, xlabel, ylabel, title, output_name):
+            plt.figure(figsize=(8, 6))
+            for data in datasets:
+                values = finite_values(value_getter(data))
+                if values.size == 0:
+                    continue
+                plt.hist(
+                    values,
+                    bins=200,
+                    histtype="step",
+                    linewidth=2,
+                    density=True,
+                    label=data["particle"],
+                )
+
+            plt.xlabel(xlabel)
+            plt.ylabel(ylabel)
+            plt.title(title)
+            plt.legend()
+            plt.grid(True)
+            plt.tight_layout()
+            plt.savefig(f"{outdir}/{output_name}", dpi=300)
+            plt.show()
+
+        def save_overlay_hist2d(x_getter, y_getter, xlabel, ylabel, title, output_name, bins=200):
+            n = len(datasets)
+            fig, axes = plt.subplots(1, n, figsize=(7 * n, 6))
+            if n == 1:
+                axes = [axes]
+
+            for ax, data in zip(axes, datasets):
+                x_values, y_values = finite_pairs(x_getter(data), y_getter(data))
+                if x_values.size == 0 or y_values.size == 0:
+                    continue
+                h = ax.hist2d(x_values, y_values, bins=bins)
+                ax.set_title(f'{data["particle"]}\n{title}')
+                ax.set_xlabel(xlabel)
+                ax.set_ylabel(ylabel)
+                fig.colorbar(h[3], ax=ax, label="Counts")
+
+            plt.tight_layout()
+            plt.savefig(f"{outdir}/{output_name}", dpi=300)
+            plt.show()
+
+        def stack_by_key(key):
+            stacked = []
+            for data in datasets:
+                values = finite_values(data.get(key, []))
+                if values.size > 0:
+                    stacked.append(values)
+            return stacked
     
         plt.figure(figsize=(8, 6))
     
@@ -1618,32 +1865,30 @@ class MyInteractiveApp(cmd.Cmd):
         )
     
         plt.show()
-    
-        plt.figure(figsize=(8, 6))
-    
-        for data in datasets:
-            plt.hist(
-                data["sx3Z"],
-                bins=150,
-                histtype="step",
-                linewidth=2,
-                density=True,
-                label=data["particle"]
-            )
-    
-        plt.xlabel("SX3 Z")
-        plt.ylabel("Normalized Counts")
-        plt.title("SX3 Position Comparison")
-        plt.legend()
-        plt.grid(True)
-        plt.tight_layout()
-    
-        plt.savefig(
-            f"{outdir}/sx3Z_overlay.png",
-            dpi=300
+
+        save_overlay_histogram(
+            lambda data: data["sx3Z"],
+            "SX3 Z",
+            "Normalized Counts",
+            "SX3 Position Comparison",
+            "sx3Z_overlay.png",
+        )
+
+        save_overlay_histogram(
+            lambda data: data["EdetQ"],
+            "QQQ Energy Deposition (MeV)",
+            "Normalized Counts",
+            "QQQ Energy Deposition Comparison",
+            "EdetQ_overlay.png",
+        )
+
+        save_overlay_histogram(
+            lambda data: data["thetabqqq"],
+            "QQQ Theta (deg)",
+            "Normalized Counts",
+            "QQQ Angle Comparison",
+            "thetabqqq_overlay.png",
         )
-    
-        plt.show()
     
         n = len(datasets)
     
@@ -1687,6 +1932,36 @@ class MyInteractiveApp(cmd.Cmd):
     
         plt.show()
 
+        save_overlay_hist2d(
+            lambda data: data.get("qqqE", data.get("Eqqq", [])),
+            lambda data: data["EdetQ"],
+            "QQQ Initial Energy (MeV)",
+            "QQQ Energy Deposition (MeV)",
+            "QQQ Energy Deposition vs Initial Energy",
+            "EdetQ_vs_qqqE_comparison.png",
+            bins=200,
+        )
+
+        save_overlay_hist2d(
+            lambda data: data["thetabqqq"],
+            lambda data: data.get("qqqE", data.get("Eqqq", [])),
+            "QQQ Theta (deg)",
+            "QQQ Initial Energy (MeV)",
+            "QQQ Energy vs Theta",
+            "QQQE_vs_theta_comparison.png",
+            bins=200,
+        )
+
+        save_overlay_hist2d(
+            lambda data: data["qqqZ"],
+            lambda data: data["EdetQ"],
+            "QQQ Z",
+            "QQQ Energy Deposition (MeV)",
+            "QQQ Energy Deposition vs QQQ Position",
+            "EdetQ_vs_qqqZ_comparison.png",
+            bins=200,
+        )
+
         for data in datasets:
             mask = (
                 ~np.isnan(data.get("Edet", [])) &
@@ -1699,11 +1974,11 @@ class MyInteractiveApp(cmd.Cmd):
                 continue
 
             x = np.asarray(data["Edet"])[mask]
-            y = np.asarray(data["Eprop"])[mask] * np.asarray(data["thetab"])[mask]
+            y = np.sin(np.deg2rad(np.asarray(data["thetab"])[mask])) * np.asarray(data["Eprop"])[mask]
 
             plt.figure(figsize=(7, 6))
             plt.hist2d(x, y, bins=200)
-            plt.ylabel("PCEnergy")
+            plt.ylabel("PCEnergy x Sin(theta)")
             plt.xlabel("SX3 Energy Detected (MeV)")
             plt.title(f"{data['particle']} Energy Propagation Difference vs SX3 Energy Detected")
             plt.colorbar(label="Counts")
@@ -1758,12 +2033,38 @@ class MyInteractiveApp(cmd.Cmd):
                 data["Esx3"][mask]
             )
             all_Eprop.append(
-                data["Eprop"][mask]
-                * thetab
+                np.sin(np.deg2rad(thetab))
+                * data["Eprop"][mask]
             )
             all_Edet.append(
                 data["Edet"][mask]
             )
+            
+        all_EQQQ = []
+        all_EpropQQQ = []
+        all_EdetQQQ = []
+        all_thetabQQQ = []
+    
+        for data in datasets:
+            qqq_mask = (
+                ~np.isnan(data["EdetQ"])
+                & (data["EdetQ"] > 0)
+                & ~np.isnan(data["EpropQ"])
+                & ~np.isnan(data["thetabqqq"])
+            )
+            qqq_thetab = data["thetabqqq"][qqq_mask]
+            all_EQQQ.append(
+                np.asarray(data.get("qqqE", data.get("Eqqq", [])))[qqq_mask]
+            )
+            all_EpropQQQ.append(
+                np.sin(np.deg2rad(qqq_thetab)) * data["EpropQ"][qqq_mask]
+            )
+            all_EdetQQQ.append(
+                data["EdetQ"][qqq_mask]
+            )
+            all_thetabQQQ.append(
+                qqq_thetab
+            )
     
         combined_Esx3 = np.concatenate(all_Esx3)
         combined_Eprop = np.concatenate(all_Eprop)
@@ -1784,6 +2085,23 @@ class MyInteractiveApp(cmd.Cmd):
         combined_Esx3 = combined_Esx3[mask]
         combined_Eprop = combined_Eprop[mask]
         combined_Edet = combined_Edet[mask]
+
+        combined_EQQQ = np.concatenate(all_EQQQ)
+        combined_EpropQQQ = np.concatenate(all_EpropQQQ)
+        combined_EdetQQQ = np.concatenate(all_EdetQQQ)
+        combined_thetabQQQ = np.concatenate(all_thetabQQQ)
+
+        qqq_mask = (
+            np.isfinite(combined_EQQQ)
+            & np.isfinite(combined_EpropQQQ)
+            & np.isfinite(combined_EdetQQQ)
+            & np.isfinite(combined_thetabQQQ)
+        )
+
+        combined_EQQQ = combined_EQQQ[qqq_mask]
+        combined_EpropQQQ = combined_EpropQQQ[qqq_mask]
+        combined_EdetQQQ = combined_EdetQQQ[qqq_mask]
+        combined_thetabQQQ = combined_thetabQQQ[qqq_mask]
     
         plt.figure(figsize=(8, 6))
         plt.hist2d(
@@ -1805,8 +2123,7 @@ class MyInteractiveApp(cmd.Cmd):
         plt.hist2d(
             combined_Edet,
             combined_Eprop,
-            bins=200
-        )
+            bins=200)
         plt.xlabel("SX3 Energy Deposition (MeV)")
         plt.ylabel("PCEnergy x Sin(theta)")
         plt.title("PCEnergy vs Energy Deposition in sx3")
@@ -1814,7 +2131,72 @@ class MyInteractiveApp(cmd.Cmd):
         plt.tight_layout()
         plt.savefig(
             f"{outdir}/Eprop_vs_Edet.png",
-            dpi=300
+            dpi=300)
+        plt.show()
+        
+        plt.figure(figsize=(8, 6))
+        plt.hist2d(
+            combined_EdetQQQ,
+            combined_EpropQQQ,
+            bins=200)
+        plt.xlabel("QQQ Energy Deposition (MeV)")
+        plt.ylabel("PCEnergy x Sin(theta)")
+        plt.title("PCEnergy vs Energy Deposition in QQQ")
+        plt.colorbar(label="Counts")
+        plt.tight_layout()
+        plt.savefig(
+            f"{outdir}/Eprop_vs_EdetQ.png",
+            dpi=300)
+        plt.show()
+
+        plt.figure(figsize=(8, 6))
+        plt.hist2d(
+            combined_thetabQQQ,
+            combined_EQQQ,
+            bins=200,
+        )
+        plt.xlabel("QQQ Theta (deg)")
+        plt.ylabel("QQQ Initial Energy (MeV)")
+        plt.title("QQQ Energy vs Theta")
+        plt.colorbar(label="Counts")
+        plt.tight_layout()
+        plt.savefig(
+            f"{outdir}/QQQE_vs_theta.png",
+            dpi=300,
+        )
+        plt.show()
+
+        plt.figure(figsize=(8, 6))
+        plt.hist2d(
+            combined_EQQQ,
+            combined_EdetQQQ,
+            bins=200,
+        )
+        plt.xlabel("QQQ Initial Energy (MeV)")
+        plt.ylabel("QQQ Energy Deposition (MeV)")
+        plt.title("QQQ Energy Deposition vs Initial Energy")
+        plt.colorbar(label="Counts")
+        plt.tight_layout()
+        plt.savefig(
+            f"{outdir}/EdetQ_vs_qqqE.png",
+            dpi=300,
+        )
+        plt.show()
+
+        plt.figure(figsize=(8, 6))
+        plt.hist2d(
+            combined_EQQQ,
+            combined_EpropQQQ,
+            bins=200,
+        )
+        plt.xlabel("QQQ Initial Energy (MeV)")
+        plt.ylabel("PCEnergy x Sin(theta)")
+        plt.title("PCEnergy x Sin(theta) vs QQQ Initial Energy")
+        plt.colorbar(label="Counts")
+        plt.tight_layout()
+        plt.savefig(
+            f"{outdir}/Eprop_vs_QQQE.png",
+            dpi=300,
         )
         plt.show()
     
@@ -1834,21 +2216,45 @@ class MyInteractiveApp(cmd.Cmd):
         plt.xlabel("SX3 Energy (MeV)")
         plt.ylabel("PCEnergy x Sin(theta)")
         #plt.yscale("log")
-    
         cbar = plt.colorbar()
         cbar.set_label("Counts")
-    
         plt.minorticks_on()
         plt.grid(False)
-    
         plt.tight_layout()
-    
         plt.savefig(
             f"{outdir}/ROOT_style_plot.png",
             dpi=300,
             facecolor="white"
         )
     
+        plt.show()
+
+        plt.figure(
+            figsize=(14, 6),
+            facecolor="white"
+        )
+
+        plt.hist2d(
+            combined_EQQQ,
+            combined_EpropQQQ,
+            bins=[500, 500],
+            cmap=yellow_jet,
+            cmin=1
+        )
+
+        plt.xlabel("QQQ Initial Energy (MeV)")
+        plt.ylabel("PCEnergy x Sin(theta)")
+        cbar = plt.colorbar()
+        cbar.set_label("Counts")
+        plt.minorticks_on()
+        plt.grid(False)
+        plt.tight_layout()
+        plt.savefig(
+            f"{outdir}/ROOT_style_plot_QQQ.png",
+            dpi=300,
+            facecolor="white"
+        )
+
         plt.show()
     
         print(
diff --git a/ELoss/__pycache__/PCEnergyAnalysis.cpython-310.pyc b/ELoss/__pycache__/PCEnergyAnalysis.cpython-310.pyc
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