diff --git a/benchmarks/barrel_ecal/scripts/emcal_barrel_pi0_analysis.cxx b/benchmarks/barrel_ecal/scripts/emcal_barrel_pi0_analysis.cxx
index 83be1e2bdaabe716119311ce3b780e931e39a69c..0c302ee555997fed56b5e37e0fb19666e399c4c2 100644
--- a/benchmarks/barrel_ecal/scripts/emcal_barrel_pi0_analysis.cxx
+++ b/benchmarks/barrel_ecal/scripts/emcal_barrel_pi0_analysis.cxx
@@ -29,9 +29,11 @@ using ROOT::RDataFrame;
 using namespace ROOT::VecOps;
 using json = nlohmann::json;
 
-void emcal_barrel_pi0_analysis(const char* input_fname = "sim_output/sim_emcal_barrel_pi0.root")
+void emcal_barrel_pi0_analysis(
+                                const char* input_fname = "sim_output/sim_emcal_barrel_pi0.root"
+                                //const char* input_fname = "../sim_output/sim_emcal_barrel_uniform_pi0.root"
+                                )
 {
-  //input_fname = "../sim_output/sim_emcal_barrel_pi0.root";
   // Setting for graphs
   gROOT->SetStyle("Plain");
   gStyle->SetOptFit(1);
@@ -97,33 +99,28 @@ void emcal_barrel_pi0_analysis(const char* input_fname = "sim_output/sim_emcal_b
   };
 
   // Define variables
-  auto d1 = d0.Define("Ethr",   Ethr,       {"mcparticles"})
-              .Define("nhits",  nhits,      {"EcalBarrelHits"})
-              .Define("EsimImg", Esim,      {"EcalBarrelHits"})
-              .Define("EsimScFi", Esim,      {"EcalBarrelScFiHits"})
-              .Define("Esim", "EsimImg+EsimScFi")
-              .Define("fsam",   fsam,       {"Esim","Ethr"})
-              .Define("pid",    getpid,     {"mcparticles"})
-              .Define("dau",    getdau,     {"mcparticles"})
-              .Define("dE",     eResol,     {"Esim","Ethr"})
-              .Define("dE_rel", eResol_rel, {"Esim","Ethr"})
+  auto d1 = d0.Define("Ethr",       Ethr,          {"mcparticles"})
+              .Define("nhits",      nhits,         {"EcalBarrelHits"})
+              .Define("EsimImg",    Esim,          {"EcalBarrelHits"})
+              .Define("EsimScFi",   Esim,          {"EcalBarrelScFiHits"})
+              .Define("Esim",                      "EsimImg+EsimScFi")
+              .Define("fsam",       fsam,          {"Esim","Ethr"})
+              .Define("pid",        getpid,        {"mcparticles"})
+              .Define("dau",        getdau,        {"mcparticles"})
+              .Define("dE",         eResol,        {"Esim","Ethr"})
+              .Define("dE_rel",     eResol_rel,    {"Esim","Ethr"})
               ;
 
   // Define Histograms
-  auto hEthr  = d1.Histo1D({"hEthr",  "Thrown Energy; Thrown Energy [GeV]; Events",        100,  0.0,    7.5}, "Ethr");
-  auto hNhits = d1.Histo1D({"hNhits", "Number of hits per events; Number of hits; Events", 100,  0.0, 2000.0}, "nhits");
-  auto hEsim  = d1.Histo1D({"hEsim",  "Energy Deposit; Energy Deposit [GeV]; Events",      100,  0.0,    2.0}, "Esim");
-  auto hfsam  = d1.Histo1D({"hfsam",  "Sampling Fraction; Sampling Fraction; Events",      150,  0.0,    0.15}, "fsam");
-  auto hpid   = d1.Histo1D({"hpid",   "PID; PID; Count",                                   100,  -220,   220}, "pid");
-  auto hdau   = d1.Histo1D({"hdau",   "Number of Daughters; Number of Daughters; Count",   10,   0,      10},  "dau");
+  auto hEthr    = d1.Histo1D({"hEthr",  "Thrown Energy; Thrown Energy [GeV]; Events",        100,  0.0,    7.5}, "Ethr");
+  auto hNhits   = d1.Histo1D({"hNhits", "Number of hits per events; Number of hits; Events", 100,  0.0, 2000.0}, "nhits");
+  auto hEsim    = d1.Histo1D({"hEsim",  "Energy Deposit; Energy Deposit [GeV]; Events",      100,  0.0,    2.0}, "Esim");
+  auto hfsam    = d1.Histo1D({"hfsam",  "Sampling Fraction; Sampling Fraction; Events",      150,  0.0,    0.15}, "fsam");
+  auto hpid     = d1.Histo1D({"hpid",   "PID; PID; Count",                                   100,  -220,   220}, "pid");
+  auto hdau     = d1.Histo1D({"hdau",   "Number of Daughters; Number of Daughters; Count",   10,   0,      10},  "dau");
+  auto hdE_rel  = d1.Histo1D({"hdE_rel",  "dE Relative; dE Relative; Events", 100, -3.0, 3.0}, "dE_rel");
 
-  // put this line above GetMean below so it can be lazily evaluated with the histgorams.
-  auto nevents_thrown = d1.Count();
-
-  const double meanE     = hEthr->GetMean(); 
-
-  // Event Counts
-  std::cout << "Number of Thrown Events: " << (*nevents_thrown) << "\n";
+  const double meanE  = hEthr->GetMean(); 
 
   // Draw Histograms
   TCanvas *c1 = new TCanvas("c1", "c1", 700, 500);
@@ -138,105 +135,89 @@ void emcal_barrel_pi0_analysis(const char* input_fname = "sim_output/sim_emcal_b
 
   fmt::print("1\n");
 
-  //TCanvas *c2 = new TCanvas("c2", "c2", 700, 500);
-  //c2->SetLogy(1);
-  //h1 = hNhits->DrawCopy();
-  //h1->GetYaxis()->SetTitleOffset(1.4);
-  //h1->SetLineWidth(2);
-  //h1->SetLineColor(kBlue);
-  //c2->SaveAs("results/emcal_barrel_pi0_nhits.png");
-  //c2->SaveAs("results/emcal_barrel_pi0_nhits.pdf");
-
-  //TCanvas *c3 = new TCanvas("c3", "c3", 700, 500);
-  //c3->SetLogy(1);
-  //h1 = hEsim->DrawCopy();
-  //h1->GetYaxis()->SetTitleOffset(1.4);
-  //h1->SetLineWidth(2);
-  //h1->SetLineColor(kBlue);
-  //c3->SaveAs("results/emcal_barrel_pi0_Esim.png"); 
-  //c3->SaveAs("results/emcal_barrel_pi0_Esim.pdf");
-
-  //TCanvas *c4 = new TCanvas("c4", "c4", 700, 500);
-  //c4->SetLogy(1);
-  //h1 = hfsam->DrawCopy();
-  //h1->GetYaxis()->SetTitleOffset(1.4);
-  //h1->SetLineWidth(2);
-  //h1->SetLineColor(kBlue);
-  //h1->Fit("gaus","","",0.005,0.1);
-  //h1->GetFunction("gaus")->SetLineWidth(2);
-  //h1->GetFunction("gaus")->SetLineColor(kRed);
-  //c4->SaveAs("results/emcal_barrel_pi0_fsam.png");
-  //c4->SaveAs("results/emcal_barrel_pi0_fsam.pdf");
-
-  //TCanvas *c5 = new TCanvas("c5", "c5", 700, 500);
-  //c5->SetLogy(1);
-  //h1 = hpid->DrawCopy();
-  //h1->GetYaxis()->SetTitleOffset(1.4);
-  //h1->SetLineWidth(2);
-  //h1->SetLineColor(kBlue);
-  //c5->SaveAs("results/emcal_barrel_pi0_pid.png");
-  //c5->SaveAs("results/emcal_barrel_pi0_pid.pdf");
-
-  //TCanvas *c6 = new TCanvas("c6", "c6", 700, 500);
-  //c5->SetLogy(1);
-  //h1 = hdau->DrawCopy();
-  //h1->GetYaxis()->SetTitleOffset(1.4);
-  //h1->SetLineWidth(2);
-  //h1->SetLineColor(kBlue);
-  //c6->SaveAs("results/emcal_barrel_pi0_dau.png");
-  //c6->SaveAs("results/emcal_barrel_pi0_dau.pdf");
-
-  //// Energy Resolution Calculation
-  //std::string test_tag = "Barrel_emcal_pi0";// TODO: Change test_tag to something else
-  //std:string detEle    = "Barrel_emcal";
-
-  //// Energy resolution in the barrel region (-1 < eta < 1)
-  //// Taken from : Initial considerations for EMCal of the EIC detector by A. Bazilevsky
-  //// sigma_E / E = 12% / E^0.5 convoluted with 2%
-  //// sigma_E / E = [ (0.12/E^0.5)^2 + 0.02^2]^0.5, with E in [GeV]
-  //
-  //double resolutionTarget = TMath::Sqrt(0.12 * 0.12 / meanE + 0.02 * 0.02);
+  TCanvas *c2 = new TCanvas("c2", "c2", 700, 500);
+  c2->SetLogy(1);
+  h1 = hNhits->DrawCopy();
+  h1->GetYaxis()->SetTitleOffset(1.4);
+  h1->SetLineWidth(2);
+  h1->SetLineColor(kBlue);
+  c2->SaveAs("results/emcal_barrel_pi0_nhits.png");
+  c2->SaveAs("results/emcal_barrel_pi0_nhits.pdf");
+
+  TCanvas *c3 = new TCanvas("c3", "c3", 700, 500);
+  c3->SetLogy(1);
+  h1 = hEsim->DrawCopy();
+  h1->GetYaxis()->SetTitleOffset(1.4);
+  h1->SetLineWidth(2);
+  h1->SetLineColor(kBlue);
+  c3->SaveAs("results/emcal_barrel_pi0_Esim.png"); 
+  c3->SaveAs("results/emcal_barrel_pi0_Esim.pdf");
 
-  //common_bench::Test pi0_energy_resolution{
-  // {{"name", fmt::format("{}_energy_resolution", test_tag)},
-  // {"title", "Pi0 Energy resolution"},
-  // {"description",
-  //  fmt::format("Pi0 energy resolution for {}, estimated using a Gaussian fit.", detEle)},
-  // {"quantity", "resolution (in %)"},
-  // {"target", std::to_string(resolutionTarget)}}
-  //};
+  TCanvas *c4 = new TCanvas("c4", "c4", 700, 500);
+  c4->SetLogy(1);
+  h1 = hfsam->DrawCopy();
+  h1->GetYaxis()->SetTitleOffset(1.4);
+  h1->SetLineWidth(2);
+  h1->SetLineColor(kBlue);
+  h1->Fit("gaus","","",0.005,0.1);
+  h1->GetFunction("gaus")->SetLineWidth(2);
+  h1->GetFunction("gaus")->SetLineColor(kRed);
+  c4->SaveAs("results/emcal_barrel_pi0_fsam.png");
+  c4->SaveAs("results/emcal_barrel_pi0_fsam.pdf");
+
+  TCanvas *cdE_rel = new TCanvas("cdE_rel", "cdE_rel", 700, 500);
+  h1 = hdE_rel->DrawCopy();
+  h1->GetYaxis()->SetTitleOffset(1.4);
+  h1->SetLineWidth(2);
+  h1->SetLineColor(kBlue);
+  cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.png");
+  cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.pdf");
+
+  h1->Delete();
+
+  // Energy Resolution Calculation
+  std::string test_tag = "Barrel_emcal_pi0";// TODO: Change test_tag to something else
+  std:string detEle    = "Barrel_emcal";
+
+  // Energy resolution in the barrel region (-1 < eta < 1)
+  // Taken from : Initial considerations for EMCal of the EIC detector by A. Bazilevsky
+  // sigma_E / E = 12% / E^0.5 convoluted with 2%
+  // sigma_E / E = [ (0.12/E^0.5)^2 + 0.02^2]^0.5, with E in [GeV]
+  //
+  double resolutionTarget = TMath::Sqrt(0.12 * 0.12 / meanE + 0.02 * 0.02);
+
+  common_bench::Test pi0_energy_resolution{
+   {{"name", fmt::format("{}_energy_resolution", test_tag)},
+   {"title", "Pi0 Energy resolution"},
+   {"description",
+    fmt::format("Pi0 energy resolution for {}, estimated using a Gaussian fit.", detEle)},
+   {"quantity", "resolution (in %)"},
+   {"target", std::to_string(resolutionTarget)}}
+  };
 
   //// Histograms and Fitting
-  //auto hdE          = d1.Histo1D({"hdE",      "dE; dE[GeV]; Events",              100, -3.0, 3.0}, "dE");
-  //auto hdE_rel      = d1.Histo1D({"hdE_rel",  "dE Relative; dE Relative; Events", 100, -3.0, 3.0}, "dE_rel");
-  //auto hdEcopy      = hdE->DrawCopy();
-  //hdEcopy->Fit("gaus", "", "", -3.0,  3.0);
-  //double* res       = hdEcopy->GetFunction("gaus")->GetParameters();
-  //double sigmaOverE = res[2] / meanE;
+  auto hdE          = d1.Histo1D({"hdE",      "dE; dE[GeV]; Events",              100, -3.0, 3.0}, "dE");
+  auto h2           = hdE->DrawCopy();
+  h2->Fit("gaus", "", "", -3.0,  3.0);
+  double* res       = h2->GetFunction("gaus")->GetParameters();
+  double sigmaOverE = res[2] / meanE;
+  auto tf = h2->GetFunction("gaus");
 
   //// Pass/Fail
-  //sigmaOverE <= resolutionTarget ? pi0_energy_resolution.pass(sigmaOverE) : pi0_energy_resolution.fail(sigmaOverE);
-  //std::printf("Energy Resolution is %f\n", res[2]);
+  sigmaOverE <= resolutionTarget ? pi0_energy_resolution.pass(sigmaOverE) : pi0_energy_resolution.fail(sigmaOverE);
+  common_bench::write_test({pi0_energy_resolution}, fmt::format("results/{}_pi0.json", detEle));
+  std::printf("Energy Resolution is %f\n", res[2]);
 
   //// Energy Resolution Histogram Plotting
-  //auto *cdE = new TCanvas("cdE", "cdE", 700, 500);
-  //cdE->SetLogy(1);
-  //h1 = hdEcopy->DrawCopy();
-  //hdEcopy->GetYaxis()->SetTitleOffset(1.4);
-  //hdEcopy->SetLineWidth(2);
-  //hdEcopy->SetLineColor(kBlue);
-  //hdEcopy->GetFunction("gaus")->SetLineWidth(2);
-  //hdEcopy->GetFunction("gaus")->SetLineColor(kRed);
-  //cdE->SaveAs("results/emcal_barrel_pi0_dE.png");
-  //cdE->SaveAs("results/emcal_barrel_pi0_dE.pdf");
-
-  //auto *cdE_rel = new TCanvas("cdE_rel", "cdE_rel", 700, 500);
-  //h1 = hdE_rel->DrawCopy();
-  //hdE_rel->GetYaxis()->SetTitleOffset(1.4);
-  //hdE_rel->SetLineWidth(2);
-  //hdE_rel->SetLineColor(kBlue);
-  //cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.png");
-  //cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.pdf");
-
-  //common_bench::write_test({pi0_energy_resolution}, fmt::format("results/{}_pi0.json", detEle));
+  auto *cdE = new TCanvas("cdE", "cdE", 700, 500);
+  cdE->SetLogy(1);
+  //auto h3 = hdE->DrawCopy();
+  h2->GetYaxis()->SetTitleOffset(1.4);
+  h2->SetLineWidth(2);
+  h2->SetLineColor(kBlue);
+  tf->SetLineWidth(2);
+  tf->SetLineColor(kRed);
+  tf->DrawClone("same");
+  cdE->SaveAs("results/emcal_barrel_pi0_dE.png");
+  cdE->SaveAs("results/emcal_barrel_pi0_dE.pdf");
 }