Warning, /analysis/UE_in_pp/plotting/dijet_ue_towers_vs_topoclusters.ipynb is written in an unsupported language. File is not indexed.
0001 {
0002 "cells": [
0003 {
0004 "cell_type": "code",
0005 "execution_count": 1,
0006 "id": "0727af2b-0e8b-44b8-af33-eeeb6ffc8f85",
0007 "metadata": {},
0008 "outputs": [
0009 {
0010 "name": "stdout",
0011 "output_type": "stream",
0012 "text": [
0013 "Welcome to JupyROOT 6.26/06\n"
0014 ]
0015 }
0016 ],
0017 "source": [
0018 "import ROOT\n",
0019 "from ROOT import TCanvas, TFile, TProfile, TNtuple, TH1I, TH1F, TH2F, TH3F, TColor, TEfficiency\n",
0020 "from ROOT import gROOT, gBenchmark, gRandom, gSystem\n",
0021 "import numpy as np\n",
0022 "import pdb"
0023 ]
0024 },
0025 {
0026 "cell_type": "code",
0027 "execution_count": 2,
0028 "id": "09dbc289-1f1f-4b62-9c83-efd18859c012",
0029 "metadata": {},
0030 "outputs": [
0031 {
0032 "name": "stdout",
0033 "output_type": "stream",
0034 "text": [
0035 "/direct/sphenix+u/egm2153/spring_2023\n"
0036 ]
0037 },
0038 {
0039 "data": {
0040 "text/plain": [
0041 "0"
0042 ]
0043 },
0044 "execution_count": 2,
0045 "metadata": {},
0046 "output_type": "execute_result"
0047 },
0048 {
0049 "name": "stdout",
0050 "output_type": "stream",
0051 "text": [
0052 "sPhenixStyle: Applying nominal settings.\n",
0053 "sPhenixStyle: ROOT6 mode\n"
0054 ]
0055 }
0056 ],
0057 "source": [
0058 "%cd /sphenix/u/egm2153/spring_2023\n",
0059 "gROOT.LoadMacro(\"sPhenixStyle.C\");\n",
0060 "gROOT.ProcessLine(\"SetsPhenixStyle()\")"
0061 ]
0062 },
0063 {
0064 "cell_type": "code",
0065 "execution_count": 3,
0066 "id": "34ddc2fe-b709-44e8-ad2c-2800084add08",
0067 "metadata": {},
0068 "outputs": [
0069 {
0070 "name": "stdout",
0071 "output_type": "stream",
0072 "text": [
0073 "/gpfs/mnt/gpfs02/sphenix/user/egm2153/calib_study/JetValidation/analysis\n"
0074 ]
0075 }
0076 ],
0077 "source": [
0078 "%cd /sphenix/user/egm2153/calib_study/JetValidation/analysis"
0079 ]
0080 },
0081 {
0082 "cell_type": "code",
0083 "execution_count": 121,
0084 "id": "67b94a4a-4d0c-49b2-9bd5-3e811fa794b4",
0085 "metadata": {},
0086 "outputs": [],
0087 "source": [
0088 "#f2 = ROOT.TFile.Open(\"pt10cut/dijet_calo_analysis_fullrunlist.root\")\n",
0089 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_data_pt7cut_wAj.root\")\n",
0090 "h_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0091 "h_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0092 "h_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0093 "h_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0094 "h_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0095 "h_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0096 "h_ue_towards.Rebin(2)\n",
0097 "h_ue_transverse.Rebin(2)\n",
0098 "h_ue_away.Rebin(2)\n",
0099 "h_ue_towards.Scale(1.0/h_ue_towards.Integral())\n",
0100 "h_ue_transverse.Scale(1.0/h_ue_transverse.Integral())\n",
0101 "h_ue_away.Scale(1.0/h_ue_away.Integral())\n",
0102 "h_ue_towards.SetDirectory(0)\n",
0103 "h_ue_transverse.SetDirectory(0)\n",
0104 "h_ue_away.SetDirectory(0)\n",
0105 "h_ue_xj_towards.SetDirectory(0)\n",
0106 "h_ue_xj_transverse.SetDirectory(0)\n",
0107 "h_ue_xj_away.SetDirectory(0)\n",
0108 "h_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0109 "h_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0110 "h_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0111 "h_ue_pt_towards.SetDirectory(0)\n",
0112 "h_ue_pt_transverse.SetDirectory(0)\n",
0113 "h_ue_pt_away.SetDirectory(0)"
0114 ]
0115 },
0116 {
0117 "cell_type": "code",
0118 "execution_count": 122,
0119 "id": "0a2d0ac2-c67a-4e70-9fde-08add90aa40b",
0120 "metadata": {},
0121 "outputs": [],
0122 "source": [
0123 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_waveform_simulation_unfolding_pt7cut_wAj.root\")\n",
0124 "h_mc_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0125 "h_mc_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0126 "h_mc_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0127 "h_mc_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0128 "h_mc_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0129 "h_mc_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0130 "h_mc_ue_towards.Rebin(2)\n",
0131 "h_mc_ue_transverse.Rebin(2)\n",
0132 "h_mc_ue_away.Rebin(2)\n",
0133 "h_mc_ue_towards.Scale(1.0/h_mc_ue_towards.Integral())\n",
0134 "h_mc_ue_transverse.Scale(1.0/h_mc_ue_transverse.Integral())\n",
0135 "h_mc_ue_away.Scale(1.0/h_mc_ue_away.Integral())\n",
0136 "h_mc_ue_towards.SetDirectory(0)\n",
0137 "h_mc_ue_transverse.SetDirectory(0)\n",
0138 "h_mc_ue_away.SetDirectory(0)\n",
0139 "h_mc_ue_xj_towards.SetDirectory(0)\n",
0140 "h_mc_ue_xj_transverse.SetDirectory(0)\n",
0141 "h_mc_ue_xj_away.SetDirectory(0)\n",
0142 "h_mc_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0143 "h_mc_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0144 "h_mc_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0145 "h_mc_ue_pt_towards.SetDirectory(0)\n",
0146 "h_mc_ue_pt_transverse.SetDirectory(0)\n",
0147 "h_mc_ue_pt_away.SetDirectory(0)\n",
0148 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_cluster_simulation_unfolding_pt7cut_wAj.root\")\n",
0149 "h_clus_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0150 "h_clus_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0151 "h_clus_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0152 "h_clus_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0153 "h_clus_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0154 "h_clus_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0155 "h_clus_ue_towards.Rebin(2)\n",
0156 "h_clus_ue_transverse.Rebin(2)\n",
0157 "h_clus_ue_away.Rebin(2)\n",
0158 "h_clus_ue_towards.Scale(1.0/h_clus_ue_towards.Integral())\n",
0159 "h_clus_ue_transverse.Scale(1.0/h_clus_ue_transverse.Integral())\n",
0160 "h_clus_ue_away.Scale(1.0/h_clus_ue_away.Integral())\n",
0161 "h_clus_ue_towards.SetDirectory(0)\n",
0162 "h_clus_ue_transverse.SetDirectory(0)\n",
0163 "h_clus_ue_away.SetDirectory(0)\n",
0164 "h_clus_ue_xj_towards.SetDirectory(0)\n",
0165 "h_clus_ue_xj_transverse.SetDirectory(0)\n",
0166 "h_clus_ue_xj_away.SetDirectory(0)\n",
0167 "h_clus_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0168 "h_clus_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0169 "h_clus_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0170 "h_clus_ue_pt_towards.SetDirectory(0)\n",
0171 "h_clus_ue_pt_transverse.SetDirectory(0)\n",
0172 "h_clus_ue_pt_away.SetDirectory(0)\n",
0173 "f2.Close()\n",
0174 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_nozero_simulation_unfolding_pt7cut_wAj.root\")\n",
0175 "h_nz_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0176 "h_nz_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0177 "h_nz_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0178 "h_nz_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0179 "h_nz_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0180 "h_nz_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0181 "h_nz_ue_towards.Rebin(2)\n",
0182 "h_nz_ue_transverse.Rebin(2)\n",
0183 "h_nz_ue_away.Rebin(2)\n",
0184 "h_nz_ue_towards.Scale(1.0/h_nz_ue_towards.Integral())\n",
0185 "h_nz_ue_transverse.Scale(1.0/h_nz_ue_transverse.Integral())\n",
0186 "h_nz_ue_away.Scale(1.0/h_nz_ue_away.Integral())\n",
0187 "h_nz_ue_towards.SetDirectory(0)\n",
0188 "h_nz_ue_transverse.SetDirectory(0)\n",
0189 "h_nz_ue_away.SetDirectory(0)\n",
0190 "h_nz_ue_xj_towards.SetDirectory(0)\n",
0191 "h_nz_ue_xj_transverse.SetDirectory(0)\n",
0192 "h_nz_ue_xj_away.SetDirectory(0)\n",
0193 "h_nz_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0194 "h_nz_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0195 "h_nz_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0196 "h_nz_ue_pt_towards.SetDirectory(0)\n",
0197 "h_nz_ue_pt_transverse.SetDirectory(0)\n",
0198 "h_nz_ue_pt_away.SetDirectory(0)\n",
0199 "f2.Close()\n",
0200 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_detroit_jet10_simulation_unfolding_pt7cut_wAj.root\")\n",
0201 "h_dt_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0202 "h_dt_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0203 "h_dt_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0204 "h_dt_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0205 "h_dt_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0206 "h_dt_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0207 "h_dt_ue_towards.Rebin(2)\n",
0208 "h_dt_ue_transverse.Rebin(2)\n",
0209 "h_dt_ue_away.Rebin(2)\n",
0210 "h_dt_ue_towards.Scale(1.0/h_dt_ue_towards.Integral())\n",
0211 "h_dt_ue_transverse.Scale(1.0/h_dt_ue_transverse.Integral())\n",
0212 "h_dt_ue_away.Scale(1.0/h_dt_ue_away.Integral())\n",
0213 "h_dt_ue_towards.SetDirectory(0)\n",
0214 "h_dt_ue_transverse.SetDirectory(0)\n",
0215 "h_dt_ue_away.SetDirectory(0)\n",
0216 "h_dt_ue_xj_towards.SetDirectory(0)\n",
0217 "h_dt_ue_xj_transverse.SetDirectory(0)\n",
0218 "h_dt_ue_xj_away.SetDirectory(0)\n",
0219 "h_dt_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0220 "h_dt_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0221 "h_dt_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0222 "h_dt_ue_pt_towards.SetDirectory(0)\n",
0223 "h_dt_ue_pt_transverse.SetDirectory(0)\n",
0224 "h_dt_ue_pt_away.SetDirectory(0)\n",
0225 "f2.Close()"
0226 ]
0227 },
0228 {
0229 "cell_type": "code",
0230 "execution_count": 123,
0231 "id": "70fcdbab-c6e4-43b9-8f81-5242ebfd99bd",
0232 "metadata": {},
0233 "outputs": [],
0234 "source": [
0235 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_data_topo_pt7cut_wAj.root\")\n",
0236 "h1_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0237 "h1_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0238 "h1_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0239 "h1_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0240 "h1_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0241 "h1_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0242 "h1_ue_towards.Rebin(2)\n",
0243 "h1_ue_transverse.Rebin(2)\n",
0244 "h1_ue_away.Rebin(2)\n",
0245 "h1_ue_towards.Scale(1.0/h1_ue_towards.Integral())\n",
0246 "h1_ue_transverse.Scale(1.0/h1_ue_transverse.Integral())\n",
0247 "h1_ue_away.Scale(1.0/h1_ue_away.Integral())\n",
0248 "h1_ue_towards.SetDirectory(0)\n",
0249 "h1_ue_transverse.SetDirectory(0)\n",
0250 "h1_ue_away.SetDirectory(0)\n",
0251 "h1_ue_xj_towards.SetDirectory(0)\n",
0252 "h1_ue_xj_transverse.SetDirectory(0)\n",
0253 "h1_ue_xj_away.SetDirectory(0)\n",
0254 "h1_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0255 "h1_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0256 "h1_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0257 "h1_ue_pt_towards.SetDirectory(0)\n",
0258 "h1_ue_pt_transverse.SetDirectory(0)\n",
0259 "h1_ue_pt_away.SetDirectory(0)"
0260 ]
0261 },
0262 {
0263 "cell_type": "code",
0264 "execution_count": 124,
0265 "id": "d7be22c9-788a-4858-81d7-440b5fedbbf4",
0266 "metadata": {},
0267 "outputs": [],
0268 "source": [
0269 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_waveform_topocluster_simulation_unfolding_pt7cut_wAj.root\")\n",
0270 "h1_mc_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0271 "h1_mc_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0272 "h1_mc_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0273 "h1_mc_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0274 "h1_mc_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0275 "h1_mc_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0276 "h1_mc_ue_towards.Rebin(2)\n",
0277 "h1_mc_ue_transverse.Rebin(2)\n",
0278 "h1_mc_ue_away.Rebin(2)\n",
0279 "h1_mc_ue_towards.Scale(1.0/h1_mc_ue_towards.Integral())\n",
0280 "h1_mc_ue_transverse.Scale(1.0/h1_mc_ue_transverse.Integral())\n",
0281 "h1_mc_ue_away.Scale(1.0/h1_mc_ue_away.Integral())\n",
0282 "h1_mc_ue_towards.SetDirectory(0)\n",
0283 "h1_mc_ue_transverse.SetDirectory(0)\n",
0284 "h1_mc_ue_away.SetDirectory(0)\n",
0285 "h1_mc_ue_xj_towards.SetDirectory(0)\n",
0286 "h1_mc_ue_xj_transverse.SetDirectory(0)\n",
0287 "h1_mc_ue_xj_away.SetDirectory(0)\n",
0288 "h1_mc_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0289 "h1_mc_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0290 "h1_mc_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0291 "h1_mc_ue_pt_towards.SetDirectory(0)\n",
0292 "h1_mc_ue_pt_transverse.SetDirectory(0)\n",
0293 "h1_mc_ue_pt_away.SetDirectory(0)\n",
0294 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_cluster_topocluster_simulation_unfolding_pt7cut_wAj.root\")\n",
0295 "h1_clus_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0296 "h1_clus_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0297 "h1_clus_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0298 "h1_clus_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0299 "h1_clus_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0300 "h1_clus_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0301 "h1_clus_ue_towards.Rebin(2)\n",
0302 "h1_clus_ue_transverse.Rebin(2)\n",
0303 "h1_clus_ue_away.Rebin(2)\n",
0304 "h1_clus_ue_towards.Scale(1.0/h1_clus_ue_towards.Integral())\n",
0305 "h1_clus_ue_transverse.Scale(1.0/h1_clus_ue_transverse.Integral())\n",
0306 "h1_clus_ue_away.Scale(1.0/h1_clus_ue_away.Integral())\n",
0307 "h1_clus_ue_towards.SetDirectory(0)\n",
0308 "h1_clus_ue_transverse.SetDirectory(0)\n",
0309 "h1_clus_ue_away.SetDirectory(0)\n",
0310 "h1_clus_ue_xj_towards.SetDirectory(0)\n",
0311 "h1_clus_ue_xj_transverse.SetDirectory(0)\n",
0312 "h1_clus_ue_xj_away.SetDirectory(0)\n",
0313 "h1_clus_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0314 "h1_clus_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0315 "h1_clus_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0316 "h1_clus_ue_pt_towards.SetDirectory(0)\n",
0317 "h1_clus_ue_pt_transverse.SetDirectory(0)\n",
0318 "h1_clus_ue_pt_away.SetDirectory(0)\n",
0319 "f2.Close()\n",
0320 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_nozero_topocluster_simulation_unfolding_pt7cut_wAj.root\")\n",
0321 "h1_nz_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0322 "h1_nz_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0323 "h1_nz_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0324 "h1_nz_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0325 "h1_nz_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0326 "h1_nz_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0327 "h1_nz_ue_towards.Rebin(2)\n",
0328 "h1_nz_ue_transverse.Rebin(2)\n",
0329 "h1_nz_ue_away.Rebin(2)\n",
0330 "h1_nz_ue_towards.Scale(1.0/h1_nz_ue_towards.Integral())\n",
0331 "h1_nz_ue_transverse.Scale(1.0/h1_nz_ue_transverse.Integral())\n",
0332 "h1_nz_ue_away.Scale(1.0/h1_nz_ue_away.Integral())\n",
0333 "h1_nz_ue_towards.SetDirectory(0)\n",
0334 "h1_nz_ue_transverse.SetDirectory(0)\n",
0335 "h1_nz_ue_away.SetDirectory(0)\n",
0336 "h1_nz_ue_xj_towards.SetDirectory(0)\n",
0337 "h1_nz_ue_xj_transverse.SetDirectory(0)\n",
0338 "h1_nz_ue_xj_away.SetDirectory(0)\n",
0339 "h1_nz_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0340 "h1_nz_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0341 "h1_nz_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0342 "h1_nz_ue_pt_towards.SetDirectory(0)\n",
0343 "h1_nz_ue_pt_transverse.SetDirectory(0)\n",
0344 "h1_nz_ue_pt_away.SetDirectory(0)\n",
0345 "f2.Close()\n",
0346 "f2 = ROOT.TFile.Open(\"ue_unfolding/dijet_calo_analysis_detroit_jet10_topocluster_simulation_unfolding_pt7cut_wAj.root\")\n",
0347 "h1_dt_ue_towards = TH1F(f2.Get(\"h_ue_towards\"))\n",
0348 "h1_dt_ue_transverse = TH1F(f2.Get(\"h_ue_transverse\"))\n",
0349 "h1_dt_ue_away = TH1F(f2.Get(\"h_ue_away\"))\n",
0350 "h1_dt_ue_xj_towards = TProfile(f2.Get(\"h_ue_xj_towards\"))\n",
0351 "h1_dt_ue_xj_transverse = TProfile(f2.Get(\"h_ue_xj_transverse\"))\n",
0352 "h1_dt_ue_xj_away = TProfile(f2.Get(\"h_ue_xj_away\"))\n",
0353 "h1_dt_ue_towards.Rebin(2)\n",
0354 "h1_dt_ue_transverse.Rebin(2)\n",
0355 "h1_dt_ue_away.Rebin(2)\n",
0356 "h1_dt_ue_towards.Scale(1.0/h1_dt_ue_towards.Integral())\n",
0357 "h1_dt_ue_transverse.Scale(1.0/h1_dt_ue_transverse.Integral())\n",
0358 "h1_dt_ue_away.Scale(1.0/h1_dt_ue_away.Integral())\n",
0359 "h1_dt_ue_towards.SetDirectory(0)\n",
0360 "h1_dt_ue_transverse.SetDirectory(0)\n",
0361 "h1_dt_ue_away.SetDirectory(0)\n",
0362 "h1_dt_ue_xj_towards.SetDirectory(0)\n",
0363 "h1_dt_ue_xj_transverse.SetDirectory(0)\n",
0364 "h1_dt_ue_xj_away.SetDirectory(0)\n",
0365 "h1_dt_ue_pt_towards = TProfile(f2.Get(\"h_ue_pt_towards\"))\n",
0366 "h1_dt_ue_pt_transverse = TProfile(f2.Get(\"h_ue_pt_transverse\"))\n",
0367 "h1_dt_ue_pt_away = TProfile(f2.Get(\"h_ue_pt_away\"))\n",
0368 "h1_dt_ue_pt_towards.SetDirectory(0)\n",
0369 "h1_dt_ue_pt_transverse.SetDirectory(0)\n",
0370 "h1_dt_ue_pt_away.SetDirectory(0)\n",
0371 "f2.Close()"
0372 ]
0373 },
0374 {
0375 "cell_type": "code",
0376 "execution_count": 128,
0377 "id": "89a03af5-749d-4333-bcda-db32f5938136",
0378 "metadata": {},
0379 "outputs": [
0380 {
0381 "name": "stderr",
0382 "output_type": "stream",
0383 "text": [
0384 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0385 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_towards_towers.png has been created\n"
0386 ]
0387 },
0388 {
0389 "data": {
0390 "image/png": 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\n",
0391 "text/plain": [
0392 "<IPython.core.display.Image object>"
0393 ]
0394 },
0395 "metadata": {},
0396 "output_type": "display_data"
0397 }
0398 ],
0399 "source": [
0400 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0401 "leg = ROOT.TLegend(.55,.65,.92,.92)\n",
0402 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
0403 "leg.AddEntry(h_ue_towards,\"Jet Trig. Data Towers\",\"pl\")\n",
0404 "leg.AddEntry(h_mc_ue_towards,\"Waveform Towers\",\"pl\")\n",
0405 "leg.AddEntry(h_clus_ue_towards,\"Cluster Towers\",\"pl\")\n",
0406 "leg.AddEntry(h_nz_ue_towards,\"No ZS Towers\",\"pl\")\n",
0407 "leg.AddEntry(h_dt_ue_towards,\"Detroit Waveform Towers\",\"pl\")\n",
0408 "h_ue_towards.SetStats(0)\n",
0409 "h_mc_ue_towards.SetStats(0)\n",
0410 "h_clus_ue_towards.SetStats(0)\n",
0411 "h_nz_ue_towards.SetStats(0)\n",
0412 "h_dt_ue_towards.SetStats(0)\n",
0413 "h_mc_ue_towards.SetLineColor(2)\n",
0414 "h_mc_ue_towards.SetMarkerColor(2)\n",
0415 "h_clus_ue_towards.SetLineColor(4)\n",
0416 "h_clus_ue_towards.SetMarkerColor(4)\n",
0417 "h_nz_ue_towards.SetLineColor(6)\n",
0418 "h_nz_ue_towards.SetMarkerColor(6)\n",
0419 "h_dt_ue_towards.SetLineColor(7)\n",
0420 "h_dt_ue_towards.SetMarkerColor(7)\n",
0421 "h_mc_ue_towards.SetMarkerStyle(20)\n",
0422 "h_clus_ue_towards.SetMarkerStyle(20)\n",
0423 "h_nz_ue_towards.SetMarkerStyle(20)\n",
0424 "h_mc_ue_towards.GetXaxis().SetRangeUser(0,20)\n",
0425 "h_mc_ue_towards.Draw()\n",
0426 "h_dt_ue_towards.Draw('same')\n",
0427 "h_clus_ue_towards.Draw('same')\n",
0428 "h_nz_ue_towards.Draw('same')\n",
0429 "h_ue_towards.Draw('same')\n",
0430 "h_mc_ue_towards.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0431 "canvas.SetLogy(1)\n",
0432 "leg.SetTextSize(0.035)\n",
0433 "leg.Draw()\n",
0434 "canvas.Draw()\n",
0435 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_towards_towers.png\")"
0436 ]
0437 },
0438 {
0439 "cell_type": "code",
0440 "execution_count": 131,
0441 "id": "68c380de-7d13-4208-89b8-4a90fafad2a9",
0442 "metadata": {},
0443 "outputs": [
0444 {
0445 "name": "stderr",
0446 "output_type": "stream",
0447 "text": [
0448 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0449 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_transverse_towers.png has been created\n"
0450 ]
0451 },
0452 {
0453 "data": {
0454 "image/png": 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\n",
0455 "text/plain": [
0456 "<IPython.core.display.Image object>"
0457 ]
0458 },
0459 "metadata": {},
0460 "output_type": "display_data"
0461 }
0462 ],
0463 "source": [
0464 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0465 "leg = ROOT.TLegend(.55,.65,.92,.92)\n",
0466 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
0467 "leg.AddEntry(h_ue_transverse,\"Jet Trig. Data Towers\",\"pl\")\n",
0468 "leg.AddEntry(h_mc_ue_transverse,\"Waveform Towers\",\"pl\")\n",
0469 "leg.AddEntry(h_clus_ue_transverse,\"Cluster Towers\",\"pl\")\n",
0470 "leg.AddEntry(h_nz_ue_transverse,\"No ZS Towers\",\"pl\")\n",
0471 "leg.AddEntry(h_dt_ue_transverse,\"Detroit Waveform Towers\",\"pl\")\n",
0472 "h_ue_transverse.SetStats(0)\n",
0473 "h_mc_ue_transverse.SetStats(0)\n",
0474 "h_clus_ue_transverse.SetStats(0)\n",
0475 "h_nz_ue_transverse.SetStats(0)\n",
0476 "h_dt_ue_transverse.SetStats(0)\n",
0477 "h_mc_ue_transverse.SetLineColor(2)\n",
0478 "h_mc_ue_transverse.SetMarkerColor(2)\n",
0479 "h_clus_ue_transverse.SetLineColor(4)\n",
0480 "h_clus_ue_transverse.SetMarkerColor(4)\n",
0481 "h_nz_ue_transverse.SetLineColor(6)\n",
0482 "h_nz_ue_transverse.SetMarkerColor(6)\n",
0483 "h_dt_ue_transverse.SetLineColor(7)\n",
0484 "h_dt_ue_transverse.SetMarkerColor(7)\n",
0485 "h_mc_ue_transverse.SetMarkerStyle(20)\n",
0486 "h_clus_ue_transverse.SetMarkerStyle(20)\n",
0487 "h_nz_ue_transverse.SetMarkerStyle(20)\n",
0488 "h_mc_ue_transverse.GetXaxis().SetRangeUser(-3,13)\n",
0489 "h_mc_ue_transverse.Draw()\n",
0490 "h_dt_ue_transverse.Draw('same')\n",
0491 "h_clus_ue_transverse.Draw('same')\n",
0492 "h_nz_ue_transverse.Draw('same')\n",
0493 "h_ue_transverse.Draw('same')\n",
0494 "h_mc_ue_transverse.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0495 "canvas.SetLogy(1)\n",
0496 "leg.SetTextSize(0.035)\n",
0497 "leg.Draw()\n",
0498 "canvas.Draw()\n",
0499 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_transverse_towers.png\")"
0500 ]
0501 },
0502 {
0503 "cell_type": "code",
0504 "execution_count": 134,
0505 "id": "19ff26eb-e474-4eec-9441-ba385b1ef79d",
0506 "metadata": {},
0507 "outputs": [
0508 {
0509 "name": "stderr",
0510 "output_type": "stream",
0511 "text": [
0512 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0513 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_away_towers.png has been created\n"
0514 ]
0515 },
0516 {
0517 "data": {
0518 "image/png": 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\n",
0519 "text/plain": [
0520 "<IPython.core.display.Image object>"
0521 ]
0522 },
0523 "metadata": {},
0524 "output_type": "display_data"
0525 }
0526 ],
0527 "source": [
0528 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0529 "leg = ROOT.TLegend(.55,.65,.92,.92)\n",
0530 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
0531 "leg.AddEntry(h_ue_away,\"Jet Trig. Data Towers\",\"pl\")\n",
0532 "leg.AddEntry(h_mc_ue_away,\"Waveform Towers\",\"pl\")\n",
0533 "leg.AddEntry(h_clus_ue_away,\"Cluster Towers\",\"pl\")\n",
0534 "leg.AddEntry(h_nz_ue_away,\"No ZS Towers\",\"pl\")\n",
0535 "leg.AddEntry(h_dt_ue_away,\"Detroit Waveform Towers\",\"pl\")\n",
0536 "h_ue_away.SetStats(0)\n",
0537 "h_mc_ue_away.SetStats(0)\n",
0538 "h_clus_ue_away.SetStats(0)\n",
0539 "h_nz_ue_away.SetStats(0)\n",
0540 "h_dt_ue_away.SetStats(0)\n",
0541 "h_mc_ue_away.SetLineColor(2)\n",
0542 "h_mc_ue_away.SetMarkerColor(2)\n",
0543 "h_clus_ue_away.SetLineColor(4)\n",
0544 "h_clus_ue_away.SetMarkerColor(4)\n",
0545 "h_nz_ue_away.SetLineColor(6)\n",
0546 "h_nz_ue_away.SetMarkerColor(6)\n",
0547 "h_dt_ue_away.SetLineColor(7)\n",
0548 "h_dt_ue_away.SetMarkerColor(7)\n",
0549 "h_mc_ue_away.SetMarkerStyle(20)\n",
0550 "h_clus_ue_away.SetMarkerStyle(20)\n",
0551 "h_nz_ue_away.SetMarkerStyle(20)\n",
0552 "h_mc_ue_away.GetXaxis().SetRangeUser(-1,20)\n",
0553 "h_mc_ue_away.Draw()\n",
0554 "h_dt_ue_away.Draw('same')\n",
0555 "h_clus_ue_away.Draw('same')\n",
0556 "h_nz_ue_away.Draw('same')\n",
0557 "h_ue_away.Draw('same')\n",
0558 "h_mc_ue_away.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0559 "canvas.SetLogy(1)\n",
0560 "leg.SetTextSize(0.035)\n",
0561 "leg.Draw()\n",
0562 "canvas.Draw()\n",
0563 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_away_towers.png\")"
0564 ]
0565 },
0566 {
0567 "cell_type": "code",
0568 "execution_count": 138,
0569 "id": "e1652732-373f-46ce-8e1e-dede7f8e6872",
0570 "metadata": {},
0571 "outputs": [
0572 {
0573 "name": "stderr",
0574 "output_type": "stream",
0575 "text": [
0576 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0577 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_towards_topoclusters.png has been created\n"
0578 ]
0579 },
0580 {
0581 "data": {
0582 "image/png": 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\n",
0583 "text/plain": [
0584 "<IPython.core.display.Image object>"
0585 ]
0586 },
0587 "metadata": {},
0588 "output_type": "display_data"
0589 }
0590 ],
0591 "source": [
0592 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0593 "leg = ROOT.TLegend(.47,.65,.92,.92)\n",
0594 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
0595 "leg.AddEntry(h1_ue_towards,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
0596 "leg.AddEntry(h1_mc_ue_towards,\"Waveform Topoclusters\",\"pl\")\n",
0597 "leg.AddEntry(h1_clus_ue_towards,\"Cluster Topoclusters\",\"pl\")\n",
0598 "leg.AddEntry(h1_nz_ue_towards,\"No ZS Topoclusters\",\"pl\")\n",
0599 "leg.AddEntry(h1_dt_ue_towards,\"Detroit Waveform Topoclusters\",\"pl\")\n",
0600 "h1_ue_towards.SetStats(0)\n",
0601 "h1_mc_ue_towards.SetStats(0)\n",
0602 "h1_clus_ue_towards.SetStats(0)\n",
0603 "h1_nz_ue_towards.SetStats(0)\n",
0604 "h1_dt_ue_towards.SetStats(0)\n",
0605 "h1_mc_ue_towards.SetLineColor(2)\n",
0606 "h1_mc_ue_towards.SetMarkerColor(2)\n",
0607 "h1_clus_ue_towards.SetLineColor(4)\n",
0608 "h1_clus_ue_towards.SetMarkerColor(4)\n",
0609 "h1_nz_ue_towards.SetLineColor(6)\n",
0610 "h1_nz_ue_towards.SetMarkerColor(6)\n",
0611 "h1_dt_ue_towards.SetLineColor(7)\n",
0612 "h1_dt_ue_towards.SetMarkerColor(7)\n",
0613 "h1_mc_ue_towards.SetMarkerStyle(20)\n",
0614 "h1_clus_ue_towards.SetMarkerStyle(20)\n",
0615 "h1_nz_ue_towards.SetMarkerStyle(20)\n",
0616 "h1_mc_ue_towards.GetXaxis().SetRangeUser(0,20)\n",
0617 "h1_mc_ue_towards.Draw()\n",
0618 "h1_dt_ue_towards.Draw('same')\n",
0619 "h1_clus_ue_towards.Draw('same')\n",
0620 "h1_nz_ue_towards.Draw('same')\n",
0621 "h1_ue_towards.Draw('same')\n",
0622 "h1_mc_ue_towards.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0623 "canvas.SetLogy(1)\n",
0624 "leg.SetTextSize(0.035)\n",
0625 "leg.Draw()\n",
0626 "canvas.Draw()\n",
0627 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_towards_topoclusters.png\")"
0628 ]
0629 },
0630 {
0631 "cell_type": "code",
0632 "execution_count": 145,
0633 "id": "7fc56f96-3f55-4a5f-9bd7-a5f39e8b73cf",
0634 "metadata": {},
0635 "outputs": [
0636 {
0637 "name": "stderr",
0638 "output_type": "stream",
0639 "text": [
0640 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0641 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_transverse_topoclusters.png has been created\n"
0642 ]
0643 },
0644 {
0645 "data": {
0646 "image/png": 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\n",
0647 "text/plain": [
0648 "<IPython.core.display.Image object>"
0649 ]
0650 },
0651 "metadata": {},
0652 "output_type": "display_data"
0653 }
0654 ],
0655 "source": [
0656 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0657 "leg = ROOT.TLegend(.47,.65,.92,.92)\n",
0658 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
0659 "leg.AddEntry(h1_ue_transverse,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
0660 "leg.AddEntry(h1_mc_ue_transverse,\"Waveform Topoclusters\",\"pl\")\n",
0661 "leg.AddEntry(h1_clus_ue_transverse,\"Cluster Topoclusters\",\"pl\")\n",
0662 "leg.AddEntry(h1_nz_ue_transverse,\"No ZS Topoclusters\",\"pl\")\n",
0663 "leg.AddEntry(h1_dt_ue_transverse,\"Detroit Waveform Topoclusters\",\"pl\")\n",
0664 "h1_ue_transverse.SetStats(0)\n",
0665 "h1_mc_ue_transverse.SetStats(0)\n",
0666 "h1_clus_ue_transverse.SetStats(0)\n",
0667 "h1_nz_ue_transverse.SetStats(0)\n",
0668 "h1_dt_ue_transverse.SetStats(0)\n",
0669 "h1_mc_ue_transverse.SetLineColor(2)\n",
0670 "h1_mc_ue_transverse.SetMarkerColor(2)\n",
0671 "h1_clus_ue_transverse.SetLineColor(4)\n",
0672 "h1_clus_ue_transverse.SetMarkerColor(4)\n",
0673 "h1_nz_ue_transverse.SetLineColor(6)\n",
0674 "h1_nz_ue_transverse.SetMarkerColor(6)\n",
0675 "h1_dt_ue_transverse.SetLineColor(7)\n",
0676 "h1_dt_ue_transverse.SetMarkerColor(7)\n",
0677 "h1_mc_ue_transverse.SetMarkerStyle(20)\n",
0678 "h1_clus_ue_transverse.SetMarkerStyle(20)\n",
0679 "h1_nz_ue_transverse.SetMarkerStyle(20)\n",
0680 "h1_mc_ue_transverse.GetXaxis().SetRangeUser(-3,13)\n",
0681 "h1_mc_ue_transverse.Draw()\n",
0682 "h1_dt_ue_transverse.Draw('same')\n",
0683 "h1_clus_ue_transverse.Draw('same')\n",
0684 "h1_nz_ue_transverse.Draw('same')\n",
0685 "h1_ue_transverse.Draw('same')\n",
0686 "h1_mc_ue_transverse.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0687 "canvas.SetLogy(1)\n",
0688 "leg.SetTextSize(0.035)\n",
0689 "leg.Draw()\n",
0690 "canvas.Draw()\n",
0691 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_transverse_topoclusters.png\")"
0692 ]
0693 },
0694 {
0695 "cell_type": "code",
0696 "execution_count": 144,
0697 "id": "70f5b37a-ef73-4250-ae60-ea951311f775",
0698 "metadata": {},
0699 "outputs": [
0700 {
0701 "name": "stderr",
0702 "output_type": "stream",
0703 "text": [
0704 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0705 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_away_topoclusters.png has been created\n"
0706 ]
0707 },
0708 {
0709 "data": {
0710 "image/png": 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\n",
0711 "text/plain": [
0712 "<IPython.core.display.Image object>"
0713 ]
0714 },
0715 "metadata": {},
0716 "output_type": "display_data"
0717 }
0718 ],
0719 "source": [
0720 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0721 "leg = ROOT.TLegend(.47,.65,.92,.92)\n",
0722 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
0723 "leg.AddEntry(h1_ue_away,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
0724 "leg.AddEntry(h1_mc_ue_away,\"Waveform Topoclusters\",\"pl\")\n",
0725 "leg.AddEntry(h1_clus_ue_away,\"Cluster Topoclusters\",\"pl\")\n",
0726 "leg.AddEntry(h1_nz_ue_away,\"No ZS Topoclusters\",\"pl\")\n",
0727 "leg.AddEntry(h1_dt_ue_away,\"Detroit Waveform Topoclusters\",\"pl\")\n",
0728 "h1_ue_away.SetStats(0)\n",
0729 "h1_mc_ue_away.SetStats(0)\n",
0730 "h1_clus_ue_away.SetStats(0)\n",
0731 "h1_nz_ue_away.SetStats(0)\n",
0732 "h1_dt_ue_away.SetStats(0)\n",
0733 "h1_mc_ue_away.SetLineColor(2)\n",
0734 "h1_mc_ue_away.SetMarkerColor(2)\n",
0735 "h1_clus_ue_away.SetLineColor(4)\n",
0736 "h1_clus_ue_away.SetMarkerColor(4)\n",
0737 "h1_nz_ue_away.SetLineColor(6)\n",
0738 "h1_nz_ue_away.SetMarkerColor(6)\n",
0739 "h1_dt_ue_away.SetLineColor(7)\n",
0740 "h1_dt_ue_away.SetMarkerColor(7)\n",
0741 "h1_mc_ue_away.SetMarkerStyle(20)\n",
0742 "h1_clus_ue_away.SetMarkerStyle(20)\n",
0743 "h1_nz_ue_away.SetMarkerStyle(20)\n",
0744 "h1_mc_ue_away.GetXaxis().SetRangeUser(-1,20)\n",
0745 "h1_mc_ue_away.Draw()\n",
0746 "h1_dt_ue_away.Draw('same')\n",
0747 "h1_clus_ue_away.Draw('same')\n",
0748 "h1_nz_ue_away.Draw('same')\n",
0749 "h1_ue_away.Draw('same')\n",
0750 "h1_mc_ue_away.SetXTitle(\"#SigmaE_{T}/#delta#eta#delta#phi [GeV]\") \n",
0751 "canvas.SetLogy(1)\n",
0752 "leg.SetTextSize(0.035)\n",
0753 "leg.Draw()\n",
0754 "canvas.Draw()\n",
0755 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_away_topoclusters.png\")"
0756 ]
0757 },
0758 {
0759 "cell_type": "code",
0760 "execution_count": 106,
0761 "id": "75c4b3e9-4bdc-44b9-9fae-aa5f528f1167",
0762 "metadata": {},
0763 "outputs": [
0764 {
0765 "name": "stderr",
0766 "output_type": "stream",
0767 "text": [
0768 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0769 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_towards_towers.png has been created\n"
0770 ]
0771 },
0772 {
0773 "data": {
0774 "image/png": 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\n",
0775 "text/plain": [
0776 "<IPython.core.display.Image object>"
0777 ]
0778 },
0779 "metadata": {},
0780 "output_type": "display_data"
0781 }
0782 ],
0783 "source": [
0784 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0785 "leg = ROOT.TLegend(.48,.64,.92,.92)\n",
0786 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
0787 "leg.AddEntry(h_ue_xj_towards,\"Jet Trig. Data Towers\",\"pl\")\n",
0788 "leg.AddEntry(h_mc_ue_xj_towards,\"Waveform Towers\",\"pl\")\n",
0789 "leg.AddEntry(h_clus_ue_xj_towards,\"Cluster Towers\",\"pl\")\n",
0790 "leg.AddEntry(h_nz_ue_xj_towards,\"No ZS Towers\",\"pl\")\n",
0791 "leg.AddEntry(h_dt_ue_xj_towards,\"Detroit Waveform Towers\",\"pl\")\n",
0792 "h_mc_ue_xj_towards.SetStats(0)\n",
0793 "h_clus_ue_xj_towards.SetStats(0)\n",
0794 "h_nz_ue_xj_towards.SetStats(0)\n",
0795 "h_ue_xj_towards.SetStats(0)\n",
0796 "h_dt_ue_xj_towards.SetStats(0)\n",
0797 "h_mc_ue_xj_towards.SetLineColor(2)\n",
0798 "h_mc_ue_xj_towards.SetMarkerColor(2)\n",
0799 "h_clus_ue_xj_towards.SetLineColor(4)\n",
0800 "h_clus_ue_xj_towards.SetMarkerColor(4)\n",
0801 "h_nz_ue_xj_towards.SetLineColor(6)\n",
0802 "h_nz_ue_xj_towards.SetMarkerColor(6)\n",
0803 "h_ue_xj_towards.SetLineColor(1)\n",
0804 "h_ue_xj_towards.SetMarkerColor(1)\n",
0805 "h_dt_ue_xj_towards.SetLineColor(7)\n",
0806 "h_dt_ue_xj_towards.SetMarkerColor(7)\n",
0807 "h_mc_ue_xj_towards.SetMarkerStyle(20)\n",
0808 "h_clus_ue_xj_towards.SetMarkerStyle(20)\n",
0809 "h_nz_ue_xj_towards.SetMarkerStyle(20)\n",
0810 "h_ue_xj_towards.SetMarkerStyle(20)\n",
0811 "h_dt_ue_xj_towards.SetMarkerStyle(20)\n",
0812 "h_mc_ue_xj_towards.GetYaxis().SetRangeUser(3.5,9)\n",
0813 "h_mc_ue_xj_towards.Draw()\n",
0814 "h_ue_xj_towards.Draw('same')\n",
0815 "h_clus_ue_xj_towards.Draw('same')\n",
0816 "h_nz_ue_xj_towards.Draw('same')\n",
0817 "h_dt_ue_xj_towards.Draw('same')\n",
0818 "h_mc_ue_xj_towards.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
0819 "h_mc_ue_xj_towards.SetXTitle(\"x_{j}\")\n",
0820 "leg.SetTextSize(0.035)\n",
0821 "leg.Draw()\n",
0822 "canvas.Draw()\n",
0823 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_towards_towers.png\")"
0824 ]
0825 },
0826 {
0827 "cell_type": "code",
0828 "execution_count": 107,
0829 "id": "32f7ef25-ceb5-49be-9cfc-80a4b266637d",
0830 "metadata": {},
0831 "outputs": [
0832 {
0833 "name": "stderr",
0834 "output_type": "stream",
0835 "text": [
0836 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0837 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_towards_topoclusters.png has been created\n"
0838 ]
0839 },
0840 {
0841 "data": {
0842 "image/png": 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\n",
0843 "text/plain": [
0844 "<IPython.core.display.Image object>"
0845 ]
0846 },
0847 "metadata": {},
0848 "output_type": "display_data"
0849 }
0850 ],
0851 "source": [
0852 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0853 "leg = ROOT.TLegend(.48,.64,.92,.92)\n",
0854 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
0855 "leg.AddEntry(h1_ue_xj_towards,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
0856 "leg.AddEntry(h1_mc_ue_xj_towards,\"Waveform Topoclusters\",\"pl\")\n",
0857 "leg.AddEntry(h1_clus_ue_xj_towards,\"Cluster Topoclusters\",\"pl\")\n",
0858 "leg.AddEntry(h1_nz_ue_xj_towards,\"No ZS Topoclusters\",\"pl\")\n",
0859 "leg.AddEntry(h1_dt_ue_xj_towards,\"Detroit Waveform Topoclusters\",\"pl\")\n",
0860 "h1_mc_ue_xj_towards.SetStats(0)\n",
0861 "h1_clus_ue_xj_towards.SetStats(0)\n",
0862 "h1_nz_ue_xj_towards.SetStats(0)\n",
0863 "h1_ue_xj_towards.SetStats(0)\n",
0864 "h1_dt_ue_xj_towards.SetStats(0)\n",
0865 "h1_mc_ue_xj_towards.SetLineColor(2)\n",
0866 "h1_mc_ue_xj_towards.SetMarkerColor(2)\n",
0867 "h1_clus_ue_xj_towards.SetLineColor(4)\n",
0868 "h1_clus_ue_xj_towards.SetMarkerColor(4)\n",
0869 "h1_nz_ue_xj_towards.SetLineColor(6)\n",
0870 "h1_nz_ue_xj_towards.SetMarkerColor(6)\n",
0871 "h1_ue_xj_towards.SetLineColor(1)\n",
0872 "h1_ue_xj_towards.SetMarkerColor(1)\n",
0873 "h1_dt_ue_xj_towards.SetLineColor(7)\n",
0874 "h1_dt_ue_xj_towards.SetMarkerColor(7)\n",
0875 "h1_mc_ue_xj_towards.SetMarkerStyle(20)\n",
0876 "h1_clus_ue_xj_towards.SetMarkerStyle(20)\n",
0877 "h1_nz_ue_xj_towards.SetMarkerStyle(20)\n",
0878 "h1_ue_xj_towards.SetMarkerStyle(20)\n",
0879 "h1_dt_ue_xj_towards.SetMarkerStyle(20)\n",
0880 "h1_mc_ue_xj_towards.GetYaxis().SetRangeUser(3,9)\n",
0881 "h1_mc_ue_xj_towards.Draw()\n",
0882 "h1_ue_xj_towards.Draw('same')\n",
0883 "h1_clus_ue_xj_towards.Draw('same')\n",
0884 "h1_nz_ue_xj_towards.Draw('same')\n",
0885 "h1_dt_ue_xj_towards.Draw('same')\n",
0886 "h1_mc_ue_xj_towards.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
0887 "h1_mc_ue_xj_towards.SetXTitle(\"x_{j}\")\n",
0888 "leg.SetTextSize(0.035)\n",
0889 "leg.Draw()\n",
0890 "canvas.Draw()\n",
0891 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_towards_topoclusters.png\")"
0892 ]
0893 },
0894 {
0895 "cell_type": "code",
0896 "execution_count": 108,
0897 "id": "472eddb0-1ded-47ae-9710-279b69e0477a",
0898 "metadata": {},
0899 "outputs": [
0900 {
0901 "name": "stderr",
0902 "output_type": "stream",
0903 "text": [
0904 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0905 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_transverse_towers.png has been created\n"
0906 ]
0907 },
0908 {
0909 "data": {
0910 "image/png": 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\n",
0911 "text/plain": [
0912 "<IPython.core.display.Image object>"
0913 ]
0914 },
0915 "metadata": {},
0916 "output_type": "display_data"
0917 }
0918 ],
0919 "source": [
0920 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0921 "leg = ROOT.TLegend(.48,.56,.92,.84)\n",
0922 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
0923 "leg.AddEntry(h_ue_xj_transverse,\"Jet Trig. Data Towers\",\"pl\")\n",
0924 "leg.AddEntry(h_mc_ue_xj_transverse,\"Waveform Towers\",\"pl\")\n",
0925 "leg.AddEntry(h_clus_ue_xj_transverse,\"Cluster Towers\",\"pl\")\n",
0926 "leg.AddEntry(h_nz_ue_xj_transverse,\"No ZS Towers\",\"pl\")\n",
0927 "leg.AddEntry(h_dt_ue_xj_transverse,\"Detroit Waveform Towers\",\"pl\")\n",
0928 "h_mc_ue_xj_transverse.SetStats(0)\n",
0929 "h_clus_ue_xj_transverse.SetStats(0)\n",
0930 "h_nz_ue_xj_transverse.SetStats(0)\n",
0931 "h_ue_xj_transverse.SetStats(0)\n",
0932 "h_dt_ue_xj_transverse.SetStats(0)\n",
0933 "h_mc_ue_xj_transverse.SetLineColor(2)\n",
0934 "h_mc_ue_xj_transverse.SetMarkerColor(2)\n",
0935 "h_clus_ue_xj_transverse.SetLineColor(4)\n",
0936 "h_clus_ue_xj_transverse.SetMarkerColor(4)\n",
0937 "h_nz_ue_xj_transverse.SetLineColor(6)\n",
0938 "h_nz_ue_xj_transverse.SetMarkerColor(6)\n",
0939 "h_ue_xj_transverse.SetLineColor(1)\n",
0940 "h_ue_xj_transverse.SetMarkerColor(1)\n",
0941 "h_dt_ue_xj_transverse.SetLineColor(7)\n",
0942 "h_dt_ue_xj_transverse.SetMarkerColor(7)\n",
0943 "h_mc_ue_xj_transverse.SetMarkerStyle(20)\n",
0944 "h_clus_ue_xj_transverse.SetMarkerStyle(20)\n",
0945 "h_nz_ue_xj_transverse.SetMarkerStyle(20)\n",
0946 "h_ue_xj_transverse.SetMarkerStyle(20)\n",
0947 "h_dt_ue_xj_transverse.SetMarkerStyle(20)\n",
0948 "h_mc_ue_xj_transverse.GetYaxis().SetRangeUser(0,2.7)\n",
0949 "h_mc_ue_xj_transverse.Draw()\n",
0950 "h_ue_xj_transverse.Draw('same')\n",
0951 "h_clus_ue_xj_transverse.Draw('same')\n",
0952 "h_nz_ue_xj_transverse.Draw('same')\n",
0953 "h_dt_ue_xj_transverse.Draw('same')\n",
0954 "h_mc_ue_xj_transverse.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
0955 "h_mc_ue_xj_transverse.SetXTitle(\"x_{j}\")\n",
0956 "leg.SetTextSize(0.035)\n",
0957 "leg.Draw()\n",
0958 "canvas.Draw()\n",
0959 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_transverse_towers.png\")"
0960 ]
0961 },
0962 {
0963 "cell_type": "code",
0964 "execution_count": 109,
0965 "id": "fbf3c6eb-7ad9-46e1-a48e-a482727d798a",
0966 "metadata": {},
0967 "outputs": [
0968 {
0969 "name": "stderr",
0970 "output_type": "stream",
0971 "text": [
0972 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
0973 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_transverse_topoclusters.png has been created\n"
0974 ]
0975 },
0976 {
0977 "data": {
0978 "image/png": 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\n",
0979 "text/plain": [
0980 "<IPython.core.display.Image object>"
0981 ]
0982 },
0983 "metadata": {},
0984 "output_type": "display_data"
0985 }
0986 ],
0987 "source": [
0988 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
0989 "leg = ROOT.TLegend(.48,.56,.92,.84)\n",
0990 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
0991 "leg.AddEntry(h1_ue_xj_transverse,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
0992 "leg.AddEntry(h1_mc_ue_xj_transverse,\"Waveform Topoclusters\",\"pl\")\n",
0993 "leg.AddEntry(h1_clus_ue_xj_transverse,\"Cluster Topoclusters\",\"pl\")\n",
0994 "leg.AddEntry(h1_nz_ue_xj_transverse,\"No ZS Topoclusters\",\"pl\")\n",
0995 "leg.AddEntry(h1_dt_ue_xj_transverse,\"Detroit Waveform Topoclusters\",\"pl\")\n",
0996 "h1_mc_ue_xj_transverse.SetStats(0)\n",
0997 "h1_clus_ue_xj_transverse.SetStats(0)\n",
0998 "h1_nz_ue_xj_transverse.SetStats(0)\n",
0999 "h1_ue_xj_transverse.SetStats(0)\n",
1000 "h1_dt_ue_xj_transverse.SetStats(0)\n",
1001 "h1_mc_ue_xj_transverse.SetLineColor(2)\n",
1002 "h1_mc_ue_xj_transverse.SetMarkerColor(2)\n",
1003 "h1_clus_ue_xj_transverse.SetLineColor(4)\n",
1004 "h1_clus_ue_xj_transverse.SetMarkerColor(4)\n",
1005 "h1_nz_ue_xj_transverse.SetLineColor(6)\n",
1006 "h1_nz_ue_xj_transverse.SetMarkerColor(6)\n",
1007 "h1_ue_xj_transverse.SetLineColor(1)\n",
1008 "h1_ue_xj_transverse.SetMarkerColor(1)\n",
1009 "h1_dt_ue_xj_transverse.SetLineColor(7)\n",
1010 "h1_dt_ue_xj_transverse.SetMarkerColor(7)\n",
1011 "h1_mc_ue_xj_transverse.SetMarkerStyle(20)\n",
1012 "h1_clus_ue_xj_transverse.SetMarkerStyle(20)\n",
1013 "h1_nz_ue_xj_transverse.SetMarkerStyle(20)\n",
1014 "h1_ue_xj_transverse.SetMarkerStyle(20)\n",
1015 "h1_dt_ue_xj_transverse.SetMarkerStyle(20)\n",
1016 "h1_mc_ue_xj_transverse.GetYaxis().SetRangeUser(0,2.7)\n",
1017 "h1_mc_ue_xj_transverse.Draw()\n",
1018 "h1_ue_xj_transverse.Draw('same')\n",
1019 "h1_clus_ue_xj_transverse.Draw('same')\n",
1020 "h1_nz_ue_xj_transverse.Draw('same')\n",
1021 "h1_dt_ue_xj_transverse.Draw('same')\n",
1022 "h1_mc_ue_xj_transverse.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1023 "h1_mc_ue_xj_transverse.SetXTitle(\"x_{j}\")\n",
1024 "leg.SetTextSize(0.035)\n",
1025 "leg.Draw()\n",
1026 "canvas.Draw()\n",
1027 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_transverse_topoclusters.png\")"
1028 ]
1029 },
1030 {
1031 "cell_type": "code",
1032 "execution_count": 110,
1033 "id": "39dec2f7-3556-45b3-be50-3fb518c8a7ad",
1034 "metadata": {},
1035 "outputs": [
1036 {
1037 "name": "stderr",
1038 "output_type": "stream",
1039 "text": [
1040 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1041 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_away_towers.png has been created\n"
1042 ]
1043 },
1044 {
1045 "data": {
1046 "image/png": 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\n",
1047 "text/plain": [
1048 "<IPython.core.display.Image object>"
1049 ]
1050 },
1051 "metadata": {},
1052 "output_type": "display_data"
1053 }
1054 ],
1055 "source": [
1056 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1057 "leg = ROOT.TLegend(.48,.64,.92,.92)\n",
1058 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
1059 "leg.AddEntry(h_ue_xj_away,\"Jet Trig. Data Towers\",\"pl\")\n",
1060 "leg.AddEntry(h_mc_ue_xj_away,\"Waveform Towers\",\"pl\")\n",
1061 "leg.AddEntry(h_clus_ue_xj_away,\"Cluster Towers\",\"pl\")\n",
1062 "leg.AddEntry(h_nz_ue_xj_away,\"No ZS Towers\",\"pl\")\n",
1063 "leg.AddEntry(h_dt_ue_xj_away,\"Detroit Waveform Towers\",\"pl\")\n",
1064 "h_mc_ue_xj_away.SetStats(0)\n",
1065 "h_clus_ue_xj_away.SetStats(0)\n",
1066 "h_nz_ue_xj_away.SetStats(0)\n",
1067 "h_ue_xj_away.SetStats(0)\n",
1068 "h_dt_ue_xj_away.SetStats(0)\n",
1069 "h_mc_ue_xj_away.SetLineColor(2)\n",
1070 "h_mc_ue_xj_away.SetMarkerColor(2)\n",
1071 "h_clus_ue_xj_away.SetLineColor(4)\n",
1072 "h_clus_ue_xj_away.SetMarkerColor(4)\n",
1073 "h_nz_ue_xj_away.SetLineColor(6)\n",
1074 "h_nz_ue_xj_away.SetMarkerColor(6)\n",
1075 "h_ue_xj_away.SetLineColor(1)\n",
1076 "h_ue_xj_away.SetMarkerColor(1)\n",
1077 "h_dt_ue_xj_away.SetLineColor(7)\n",
1078 "h_dt_ue_xj_away.SetMarkerColor(7)\n",
1079 "h_mc_ue_xj_away.SetMarkerStyle(20)\n",
1080 "h_clus_ue_xj_away.SetMarkerStyle(20)\n",
1081 "h_nz_ue_xj_away.SetMarkerStyle(20)\n",
1082 "h_ue_xj_away.SetMarkerStyle(20)\n",
1083 "h_dt_ue_xj_away.SetMarkerStyle(20)\n",
1084 "h_mc_ue_xj_away.GetYaxis().SetRangeUser(2,10)\n",
1085 "h_mc_ue_xj_away.Draw()\n",
1086 "h_ue_xj_away.Draw('same')\n",
1087 "h_clus_ue_xj_away.Draw('same')\n",
1088 "h_nz_ue_xj_away.Draw('same')\n",
1089 "h_dt_ue_xj_away.Draw('same')\n",
1090 "h_mc_ue_xj_away.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1091 "h_mc_ue_xj_away.SetXTitle(\"x_{j}\")\n",
1092 "leg.SetTextSize(0.035)\n",
1093 "leg.Draw()\n",
1094 "canvas.Draw()\n",
1095 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_away_towers.png\")"
1096 ]
1097 },
1098 {
1099 "cell_type": "code",
1100 "execution_count": 111,
1101 "id": "7c6f6328-cd8a-4b16-90f7-4b12f2ed15e6",
1102 "metadata": {},
1103 "outputs": [
1104 {
1105 "name": "stderr",
1106 "output_type": "stream",
1107 "text": [
1108 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1109 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_away_topoclusters.png has been created\n"
1110 ]
1111 },
1112 {
1113 "data": {
1114 "image/png": 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\n",
1115 "text/plain": [
1116 "<IPython.core.display.Image object>"
1117 ]
1118 },
1119 "metadata": {},
1120 "output_type": "display_data"
1121 }
1122 ],
1123 "source": [
1124 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1125 "leg = ROOT.TLegend(.48,.64,.92,.92)\n",
1126 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
1127 "leg.AddEntry(h1_ue_xj_away,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
1128 "leg.AddEntry(h1_mc_ue_xj_away,\"Waveform Topoclusters\",\"pl\")\n",
1129 "leg.AddEntry(h1_clus_ue_xj_away,\"Cluster Topoclusters\",\"pl\")\n",
1130 "leg.AddEntry(h1_nz_ue_xj_away,\"No ZS Topoclusters\",\"pl\")\n",
1131 "leg.AddEntry(h1_dt_ue_xj_away,\"Detroit Waveform Topoclusters\",\"pl\")\n",
1132 "h1_mc_ue_xj_away.SetStats(0)\n",
1133 "h1_clus_ue_xj_away.SetStats(0)\n",
1134 "h1_nz_ue_xj_away.SetStats(0)\n",
1135 "h1_ue_xj_away.SetStats(0)\n",
1136 "h1_dt_ue_xj_away.SetStats(0)\n",
1137 "h1_mc_ue_xj_away.SetLineColor(2)\n",
1138 "h1_mc_ue_xj_away.SetMarkerColor(2)\n",
1139 "h1_clus_ue_xj_away.SetLineColor(4)\n",
1140 "h1_clus_ue_xj_away.SetMarkerColor(4)\n",
1141 "h1_nz_ue_xj_away.SetLineColor(6)\n",
1142 "h1_nz_ue_xj_away.SetMarkerColor(6)\n",
1143 "h1_ue_xj_away.SetLineColor(1)\n",
1144 "h1_ue_xj_away.SetMarkerColor(1)\n",
1145 "h1_dt_ue_xj_away.SetLineColor(7)\n",
1146 "h1_dt_ue_xj_away.SetMarkerColor(7)\n",
1147 "h1_mc_ue_xj_away.SetMarkerStyle(20)\n",
1148 "h1_clus_ue_xj_away.SetMarkerStyle(20)\n",
1149 "h1_nz_ue_xj_away.SetMarkerStyle(20)\n",
1150 "h1_ue_xj_away.SetMarkerStyle(20)\n",
1151 "h1_dt_ue_xj_away.SetMarkerStyle(20)\n",
1152 "h1_mc_ue_xj_away.GetYaxis().SetRangeUser(2,10)\n",
1153 "h1_mc_ue_xj_away.Draw()\n",
1154 "h1_ue_xj_away.Draw('same')\n",
1155 "h1_clus_ue_xj_away.Draw('same')\n",
1156 "h1_nz_ue_xj_away.Draw('same')\n",
1157 "h1_dt_ue_xj_away.Draw('same')\n",
1158 "h1_mc_ue_xj_away.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1159 "h1_mc_ue_xj_away.SetXTitle(\"x_{j}\")\n",
1160 "leg.SetTextSize(0.035)\n",
1161 "leg.Draw()\n",
1162 "canvas.Draw()\n",
1163 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_xj_away_topoclusters.png\")"
1164 ]
1165 },
1166 {
1167 "cell_type": "code",
1168 "execution_count": 112,
1169 "id": "d62f8dce-6c59-4c42-8e25-c493f35e6263",
1170 "metadata": {},
1171 "outputs": [
1172 {
1173 "name": "stderr",
1174 "output_type": "stream",
1175 "text": [
1176 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1177 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_towards_towers.png has been created\n"
1178 ]
1179 },
1180 {
1181 "data": {
1182 "image/png": 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\n",
1183 "text/plain": [
1184 "<IPython.core.display.Image object>"
1185 ]
1186 },
1187 "metadata": {},
1188 "output_type": "display_data"
1189 }
1190 ],
1191 "source": [
1192 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1193 "leg = ROOT.TLegend(.17,.65,.5,.92)\n",
1194 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
1195 "leg.AddEntry(h_ue_pt_towards,\"Jet Trig. Data Towers\",\"pl\")\n",
1196 "leg.AddEntry(h_mc_ue_pt_towards,\"Waveform Towers\",\"pl\")\n",
1197 "leg.AddEntry(h_clus_ue_pt_towards,\"Cluster Towers\",\"pl\")\n",
1198 "leg.AddEntry(h_nz_ue_pt_towards,\"No ZS Towers\",\"pl\")\n",
1199 "leg.AddEntry(h_dt_ue_pt_towards,\"Detroit Waveform Towers\",\"pl\")\n",
1200 "h_mc_ue_pt_towards.SetStats(0)\n",
1201 "h_clus_ue_pt_towards.SetStats(0)\n",
1202 "h_nz_ue_pt_towards.SetStats(0)\n",
1203 "h_ue_pt_towards.SetStats(0)\n",
1204 "h_dt_ue_pt_towards.SetStats(0)\n",
1205 "h_mc_ue_pt_towards.SetLineColor(2)\n",
1206 "h_mc_ue_pt_towards.SetMarkerColor(2)\n",
1207 "h_clus_ue_pt_towards.SetLineColor(4)\n",
1208 "h_clus_ue_pt_towards.SetMarkerColor(4)\n",
1209 "h_nz_ue_pt_towards.SetLineColor(6)\n",
1210 "h_nz_ue_pt_towards.SetMarkerColor(6)\n",
1211 "h_ue_pt_towards.SetLineColor(1)\n",
1212 "h_ue_pt_towards.SetMarkerColor(1)\n",
1213 "h_dt_ue_pt_towards.SetLineColor(7)\n",
1214 "h_dt_ue_pt_towards.SetMarkerColor(7)\n",
1215 "h_mc_ue_pt_towards.SetMarkerStyle(20)\n",
1216 "h_clus_ue_pt_towards.SetMarkerStyle(20)\n",
1217 "h_nz_ue_pt_towards.SetMarkerStyle(20)\n",
1218 "h_ue_pt_towards.SetMarkerStyle(20)\n",
1219 "h_dt_ue_pt_towards.SetMarkerStyle(20)\n",
1220 "h_mc_ue_pt_towards.GetXaxis().SetRangeUser(10,50)\n",
1221 "h_mc_ue_pt_towards.GetYaxis().SetRangeUser(3,14)\n",
1222 "h_mc_ue_pt_towards.Draw()\n",
1223 "h_ue_pt_towards.Draw('same')\n",
1224 "h_clus_ue_pt_towards.Draw('same')\n",
1225 "h_nz_ue_pt_towards.Draw('same')\n",
1226 "h_dt_ue_pt_towards.Draw('same')\n",
1227 "h_mc_ue_pt_towards.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1228 "h_mc_ue_pt_towards.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1229 "leg.SetTextSize(0.035)\n",
1230 "leg.Draw()\n",
1231 "canvas.Draw()\n",
1232 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_towards_towers.png\")"
1233 ]
1234 },
1235 {
1236 "cell_type": "code",
1237 "execution_count": 113,
1238 "id": "8706ceed-0d04-48da-b017-bde095ad1543",
1239 "metadata": {},
1240 "outputs": [
1241 {
1242 "name": "stderr",
1243 "output_type": "stream",
1244 "text": [
1245 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1246 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_towards_topoclusters.png has been created\n"
1247 ]
1248 },
1249 {
1250 "data": {
1251 "image/png": 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\n",
1252 "text/plain": [
1253 "<IPython.core.display.Image object>"
1254 ]
1255 },
1256 "metadata": {},
1257 "output_type": "display_data"
1258 }
1259 ],
1260 "source": [
1261 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1262 "leg = ROOT.TLegend(.17,.65,.5,.92)\n",
1263 "leg.AddEntry(\"\",\"#bf{Towards Region}\",\"\")\n",
1264 "leg.AddEntry(h1_ue_pt_towards,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
1265 "leg.AddEntry(h1_mc_ue_pt_towards,\"Waveform Topoclusters\",\"pl\")\n",
1266 "leg.AddEntry(h1_clus_ue_pt_towards,\"Cluster Topoclusters\",\"pl\")\n",
1267 "leg.AddEntry(h1_nz_ue_pt_towards,\"No ZS Topoclusters\",\"pl\")\n",
1268 "leg.AddEntry(h1_dt_ue_pt_towards,\"Detroit Waveform Topoclusters\",\"pl\")\n",
1269 "h1_mc_ue_pt_towards.SetStats(0)\n",
1270 "h1_clus_ue_pt_towards.SetStats(0)\n",
1271 "h1_nz_ue_pt_towards.SetStats(0)\n",
1272 "h1_ue_pt_towards.SetStats(0)\n",
1273 "h1_dt_ue_pt_towards.SetStats(0)\n",
1274 "h1_mc_ue_pt_towards.SetLineColor(2)\n",
1275 "h1_mc_ue_pt_towards.SetMarkerColor(2)\n",
1276 "h1_clus_ue_pt_towards.SetLineColor(4)\n",
1277 "h1_clus_ue_pt_towards.SetMarkerColor(4)\n",
1278 "h1_nz_ue_pt_towards.SetLineColor(6)\n",
1279 "h1_nz_ue_pt_towards.SetMarkerColor(6)\n",
1280 "h1_ue_pt_towards.SetLineColor(1)\n",
1281 "h1_ue_pt_towards.SetMarkerColor(1)\n",
1282 "h1_dt_ue_pt_towards.SetLineColor(7)\n",
1283 "h1_dt_ue_pt_towards.SetMarkerColor(7)\n",
1284 "h1_mc_ue_pt_towards.SetMarkerStyle(20)\n",
1285 "h1_clus_ue_pt_towards.SetMarkerStyle(20)\n",
1286 "h1_nz_ue_pt_towards.SetMarkerStyle(20)\n",
1287 "h1_ue_pt_towards.SetMarkerStyle(20)\n",
1288 "h1_dt_ue_pt_towards.SetMarkerStyle(20)\n",
1289 "h1_mc_ue_pt_towards.GetXaxis().SetRangeUser(10,50)\n",
1290 "h1_mc_ue_pt_towards.GetYaxis().SetRangeUser(3,14)\n",
1291 "h1_mc_ue_pt_towards.Draw()\n",
1292 "h1_ue_pt_towards.Draw('same')\n",
1293 "h1_clus_ue_pt_towards.Draw('same')\n",
1294 "h1_nz_ue_pt_towards.Draw('same')\n",
1295 "h1_dt_ue_pt_towards.Draw('same')\n",
1296 "h1_mc_ue_pt_towards.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1297 "h1_mc_ue_pt_towards.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1298 "leg.SetTextSize(0.035)\n",
1299 "leg.Draw()\n",
1300 "canvas.Draw()\n",
1301 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_towards_topoclusters.png\")"
1302 ]
1303 },
1304 {
1305 "cell_type": "code",
1306 "execution_count": 114,
1307 "id": "a49d3c71-9e4a-42d6-bc58-32ebaa6beac0",
1308 "metadata": {},
1309 "outputs": [
1310 {
1311 "name": "stderr",
1312 "output_type": "stream",
1313 "text": [
1314 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1315 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_transverse_towers.png has been created\n"
1316 ]
1317 },
1318 {
1319 "data": {
1320 "image/png": 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\n",
1321 "text/plain": [
1322 "<IPython.core.display.Image object>"
1323 ]
1324 },
1325 "metadata": {},
1326 "output_type": "display_data"
1327 }
1328 ],
1329 "source": [
1330 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1331 "leg = ROOT.TLegend(.17,.55,.5,.82)\n",
1332 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
1333 "leg.AddEntry(h_ue_pt_transverse,\"Jet Trig. Data Towers\",\"pl\")\n",
1334 "leg.AddEntry(h_mc_ue_pt_transverse,\"Waveform Towers\",\"pl\")\n",
1335 "leg.AddEntry(h_clus_ue_pt_transverse,\"Cluster Towers\",\"pl\")\n",
1336 "leg.AddEntry(h_nz_ue_pt_transverse,\"No ZS Towers\",\"pl\")\n",
1337 "leg.AddEntry(h_dt_ue_pt_transverse,\"Detroit Waveform Towers\",\"pl\")\n",
1338 "h_mc_ue_pt_transverse.SetStats(0)\n",
1339 "h_clus_ue_pt_transverse.SetStats(0)\n",
1340 "h_nz_ue_pt_transverse.SetStats(0)\n",
1341 "h_ue_pt_transverse.SetStats(0)\n",
1342 "h_dt_ue_pt_transverse.SetStats(0)\n",
1343 "h_mc_ue_pt_transverse.SetLineColor(2)\n",
1344 "h_mc_ue_pt_transverse.SetMarkerColor(2)\n",
1345 "h_clus_ue_pt_transverse.SetLineColor(4)\n",
1346 "h_clus_ue_pt_transverse.SetMarkerColor(4)\n",
1347 "h_nz_ue_pt_transverse.SetLineColor(6)\n",
1348 "h_nz_ue_pt_transverse.SetMarkerColor(6)\n",
1349 "h_ue_pt_transverse.SetLineColor(1)\n",
1350 "h_ue_pt_transverse.SetMarkerColor(1)\n",
1351 "h_dt_ue_pt_transverse.SetLineColor(7)\n",
1352 "h_dt_ue_pt_transverse.SetMarkerColor(7)\n",
1353 "h_mc_ue_pt_transverse.SetMarkerStyle(20)\n",
1354 "h_clus_ue_pt_transverse.SetMarkerStyle(20)\n",
1355 "h_nz_ue_pt_transverse.SetMarkerStyle(20)\n",
1356 "h_ue_pt_transverse.SetMarkerStyle(20)\n",
1357 "h_dt_ue_pt_transverse.SetMarkerStyle(20)\n",
1358 "h_mc_ue_pt_transverse.GetXaxis().SetRangeUser(10,50)\n",
1359 "h_mc_ue_pt_transverse.GetYaxis().SetRangeUser(0.3,2.7)\n",
1360 "h_mc_ue_pt_transverse.Draw()\n",
1361 "h_ue_pt_transverse.Draw('same')\n",
1362 "h_clus_ue_pt_transverse.Draw('same')\n",
1363 "h_nz_ue_pt_transverse.Draw('same')\n",
1364 "h_dt_ue_pt_transverse.Draw('same')\n",
1365 "h_mc_ue_pt_transverse.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1366 "h_mc_ue_pt_transverse.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1367 "leg.SetTextSize(0.035)\n",
1368 "leg.Draw()\n",
1369 "canvas.Draw()\n",
1370 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_transverse_towers.png\")"
1371 ]
1372 },
1373 {
1374 "cell_type": "code",
1375 "execution_count": 115,
1376 "id": "86cd0114-6282-48ee-a498-643949efc5df",
1377 "metadata": {},
1378 "outputs": [
1379 {
1380 "name": "stderr",
1381 "output_type": "stream",
1382 "text": [
1383 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1384 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_transverse_topoclusters.png has been created\n"
1385 ]
1386 },
1387 {
1388 "data": {
1389 "image/png": 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\n",
1390 "text/plain": [
1391 "<IPython.core.display.Image object>"
1392 ]
1393 },
1394 "metadata": {},
1395 "output_type": "display_data"
1396 }
1397 ],
1398 "source": [
1399 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1400 "leg = ROOT.TLegend(.17,.55,.5,.82)\n",
1401 "leg.AddEntry(\"\",\"#bf{Transverse Region}\",\"\")\n",
1402 "leg.AddEntry(h1_ue_pt_transverse,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
1403 "leg.AddEntry(h1_mc_ue_pt_transverse,\"Waveform Topoclusters\",\"pl\")\n",
1404 "leg.AddEntry(h1_clus_ue_pt_transverse,\"Cluster Topoclusters\",\"pl\")\n",
1405 "leg.AddEntry(h1_nz_ue_pt_transverse,\"No ZS Topoclusters\",\"pl\")\n",
1406 "leg.AddEntry(h1_dt_ue_pt_transverse,\"Detroit Waveform Topoclusters\",\"pl\")\n",
1407 "h1_mc_ue_pt_transverse.SetStats(0)\n",
1408 "h1_clus_ue_pt_transverse.SetStats(0)\n",
1409 "h1_nz_ue_pt_transverse.SetStats(0)\n",
1410 "h1_ue_pt_transverse.SetStats(0)\n",
1411 "h1_dt_ue_pt_transverse.SetStats(0)\n",
1412 "h1_mc_ue_pt_transverse.SetLineColor(2)\n",
1413 "h1_mc_ue_pt_transverse.SetMarkerColor(2)\n",
1414 "h1_clus_ue_pt_transverse.SetLineColor(4)\n",
1415 "h1_clus_ue_pt_transverse.SetMarkerColor(4)\n",
1416 "h1_nz_ue_pt_transverse.SetLineColor(6)\n",
1417 "h1_nz_ue_pt_transverse.SetMarkerColor(6)\n",
1418 "h1_ue_pt_transverse.SetLineColor(1)\n",
1419 "h1_ue_pt_transverse.SetMarkerColor(1)\n",
1420 "h1_dt_ue_pt_transverse.SetLineColor(7)\n",
1421 "h1_dt_ue_pt_transverse.SetMarkerColor(7)\n",
1422 "h1_mc_ue_pt_transverse.SetMarkerStyle(20)\n",
1423 "h1_clus_ue_pt_transverse.SetMarkerStyle(20)\n",
1424 "h1_nz_ue_pt_transverse.SetMarkerStyle(20)\n",
1425 "h1_ue_pt_transverse.SetMarkerStyle(20)\n",
1426 "h1_dt_ue_pt_transverse.SetMarkerStyle(20)\n",
1427 "h1_mc_ue_pt_transverse.GetXaxis().SetRangeUser(10,50)\n",
1428 "h1_mc_ue_pt_transverse.GetYaxis().SetRangeUser(0.3,2.7)\n",
1429 "h1_mc_ue_pt_transverse.Draw()\n",
1430 "h1_ue_pt_transverse.Draw('same')\n",
1431 "h1_clus_ue_pt_transverse.Draw('same')\n",
1432 "h1_nz_ue_pt_transverse.Draw('same')\n",
1433 "h1_dt_ue_pt_transverse.Draw('same')\n",
1434 "h1_mc_ue_pt_transverse.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1435 "h1_mc_ue_pt_transverse.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1436 "leg.SetTextSize(0.035)\n",
1437 "leg.Draw()\n",
1438 "canvas.Draw()\n",
1439 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_transverse_topoclusters.png\")"
1440 ]
1441 },
1442 {
1443 "cell_type": "code",
1444 "execution_count": 116,
1445 "id": "18d540fc-e8dc-4c36-9498-f0ae9595df9b",
1446 "metadata": {},
1447 "outputs": [
1448 {
1449 "name": "stderr",
1450 "output_type": "stream",
1451 "text": [
1452 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1453 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_away_towers.png has been created\n"
1454 ]
1455 },
1456 {
1457 "data": {
1458 "image/png": 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\n",
1459 "text/plain": [
1460 "<IPython.core.display.Image object>"
1461 ]
1462 },
1463 "metadata": {},
1464 "output_type": "display_data"
1465 }
1466 ],
1467 "source": [
1468 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1469 "leg = ROOT.TLegend(.17,.65,.5,.92)\n",
1470 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
1471 "leg.AddEntry(h_ue_pt_away,\"Jet Trig. Data Towers\",\"pl\")\n",
1472 "leg.AddEntry(h_mc_ue_pt_away,\"Waveform Towers\",\"pl\")\n",
1473 "leg.AddEntry(h_clus_ue_pt_away,\"Cluster Towers\",\"pl\")\n",
1474 "leg.AddEntry(h_nz_ue_pt_away,\"No ZS Towers\",\"pl\")\n",
1475 "leg.AddEntry(h_dt_ue_pt_away,\"Detroit Waveform Towers\",\"pl\")\n",
1476 "h_mc_ue_pt_away.SetStats(0)\n",
1477 "h_clus_ue_pt_away.SetStats(0)\n",
1478 "h_nz_ue_pt_away.SetStats(0)\n",
1479 "h_ue_pt_away.SetStats(0)\n",
1480 "h_dt_ue_pt_away.SetStats(0)\n",
1481 "h_mc_ue_pt_away.SetLineColor(2)\n",
1482 "h_mc_ue_pt_away.SetMarkerColor(2)\n",
1483 "h_clus_ue_pt_away.SetLineColor(4)\n",
1484 "h_clus_ue_pt_away.SetMarkerColor(4)\n",
1485 "h_nz_ue_pt_away.SetLineColor(6)\n",
1486 "h_nz_ue_pt_away.SetMarkerColor(6)\n",
1487 "h_ue_pt_away.SetLineColor(1)\n",
1488 "h_ue_pt_away.SetMarkerColor(1)\n",
1489 "h_dt_ue_pt_away.SetLineColor(7)\n",
1490 "h_dt_ue_pt_away.SetMarkerColor(7)\n",
1491 "h_mc_ue_pt_away.SetMarkerStyle(20)\n",
1492 "h_clus_ue_pt_away.SetMarkerStyle(20)\n",
1493 "h_nz_ue_pt_away.SetMarkerStyle(20)\n",
1494 "h_ue_pt_away.SetMarkerStyle(20)\n",
1495 "h_dt_ue_pt_away.SetMarkerStyle(20)\n",
1496 "h_mc_ue_pt_away.GetXaxis().SetRangeUser(10,50)\n",
1497 "h_mc_ue_pt_away.GetYaxis().SetRangeUser(2.5,13)\n",
1498 "h_mc_ue_pt_away.Draw()\n",
1499 "h_ue_pt_away.Draw('same')\n",
1500 "h_clus_ue_pt_away.Draw('same')\n",
1501 "h_nz_ue_pt_away.Draw('same')\n",
1502 "h_dt_ue_pt_away.Draw('same')\n",
1503 "h_mc_ue_pt_away.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1504 "h_mc_ue_pt_away.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1505 "leg.SetTextSize(0.035)\n",
1506 "leg.Draw()\n",
1507 "canvas.Draw()\n",
1508 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_away_towers.png\")"
1509 ]
1510 },
1511 {
1512 "cell_type": "code",
1513 "execution_count": 117,
1514 "id": "81a27968-596f-47ce-9d47-af2b3c22e024",
1515 "metadata": {},
1516 "outputs": [
1517 {
1518 "name": "stderr",
1519 "output_type": "stream",
1520 "text": [
1521 "Warning in <TCanvas::Constructor>: Deleting canvas with same name: canvas\n",
1522 "Info in <TCanvas::Print>: png file /sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_away_topoclusters.png has been created\n"
1523 ]
1524 },
1525 {
1526 "data": {
1527 "image/png": 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\n",
1528 "text/plain": [
1529 "<IPython.core.display.Image object>"
1530 ]
1531 },
1532 "metadata": {},
1533 "output_type": "display_data"
1534 }
1535 ],
1536 "source": [
1537 "canvas = ROOT.TCanvas(\"canvas\",\"\",600,500)\n",
1538 "leg = ROOT.TLegend(.17,.65,.5,.92)\n",
1539 "leg.AddEntry(\"\",\"#bf{Away Region}\",\"\")\n",
1540 "leg.AddEntry(h1_ue_pt_away,\"Jet Trig. Data Topoclusters\",\"pl\")\n",
1541 "leg.AddEntry(h1_mc_ue_pt_away,\"Waveform Topoclusters\",\"pl\")\n",
1542 "leg.AddEntry(h1_clus_ue_pt_away,\"Cluster Topoclusters\",\"pl\")\n",
1543 "leg.AddEntry(h1_nz_ue_pt_away,\"No ZS Topoclusters\",\"pl\")\n",
1544 "leg.AddEntry(h1_dt_ue_pt_away,\"Detroit Waveform Topoclusters\",\"pl\")\n",
1545 "h1_mc_ue_pt_away.SetStats(0)\n",
1546 "h1_clus_ue_pt_away.SetStats(0)\n",
1547 "h1_nz_ue_pt_away.SetStats(0)\n",
1548 "h1_ue_pt_away.SetStats(0)\n",
1549 "h1_dt_ue_pt_away.SetStats(0)\n",
1550 "h1_mc_ue_pt_away.SetLineColor(2)\n",
1551 "h1_mc_ue_pt_away.SetMarkerColor(2)\n",
1552 "h1_clus_ue_pt_away.SetLineColor(4)\n",
1553 "h1_clus_ue_pt_away.SetMarkerColor(4)\n",
1554 "h1_nz_ue_pt_away.SetLineColor(6)\n",
1555 "h1_nz_ue_pt_away.SetMarkerColor(6)\n",
1556 "h1_ue_pt_away.SetLineColor(1)\n",
1557 "h1_ue_pt_away.SetMarkerColor(1)\n",
1558 "h1_dt_ue_pt_away.SetLineColor(7)\n",
1559 "h1_dt_ue_pt_away.SetMarkerColor(7)\n",
1560 "h1_mc_ue_pt_away.SetMarkerStyle(20)\n",
1561 "h1_clus_ue_pt_away.SetMarkerStyle(20)\n",
1562 "h1_nz_ue_pt_away.SetMarkerStyle(20)\n",
1563 "h1_ue_pt_away.SetMarkerStyle(20)\n",
1564 "h1_dt_ue_pt_away.SetMarkerStyle(20)\n",
1565 "h1_mc_ue_pt_away.GetXaxis().SetRangeUser(10,50)\n",
1566 "h1_mc_ue_pt_away.GetYaxis().SetRangeUser(2.5,13)\n",
1567 "h1_mc_ue_pt_away.Draw()\n",
1568 "h1_ue_pt_away.Draw('same')\n",
1569 "h1_clus_ue_pt_away.Draw('same')\n",
1570 "h1_nz_ue_pt_away.Draw('same')\n",
1571 "h1_dt_ue_pt_away.Draw('same')\n",
1572 "h1_mc_ue_pt_away.SetYTitle(\"<#SigmaE_{T}/#delta#eta#delta#phi> [GeV]\") \n",
1573 "h1_mc_ue_pt_away.SetXTitle(\"p_{T}^{lead} [GeV]\")\n",
1574 "leg.SetTextSize(0.035)\n",
1575 "leg.Draw()\n",
1576 "canvas.Draw()\n",
1577 "canvas.SaveAs(\"/sphenix/u/egm2153/fall_2024/plots_10_15/h_ue_pt_away_topoclusters.png\")"
1578 ]
1579 },
1580 {
1581 "cell_type": "code",
1582 "execution_count": null,
1583 "id": "791b5f47-a6a5-4b08-842f-c7fd5e93bdb4",
1584 "metadata": {},
1585 "outputs": [],
1586 "source": []
1587 },
1588 {
1589 "cell_type": "code",
1590 "execution_count": null,
1591 "id": "59ae0a66-34d4-4a5c-9bce-4748fe721315",
1592 "metadata": {},
1593 "outputs": [],
1594 "source": []
1595 },
1596 {
1597 "cell_type": "code",
1598 "execution_count": null,
1599 "id": "8c520f5b-0c28-4f01-8e34-13a6d9a1ad40",
1600 "metadata": {},
1601 "outputs": [],
1602 "source": []
1603 }
1604 ],
1605 "metadata": {
1606 "kernelspec": {
1607 "display_name": "Python (sPHENIX)",
1608 "language": "python",
1609 "name": "sphenix-env"
1610 },
1611 "language_info": {
1612 "codemirror_mode": {
1613 "name": "ipython",
1614 "version": 3
1615 },
1616 "file_extension": ".py",
1617 "mimetype": "text/x-python",
1618 "name": "python",
1619 "nbconvert_exporter": "python",
1620 "pygments_lexer": "ipython3",
1621 "version": "3.10.8"
1622 }
1623 },
1624 "nbformat": 4,
1625 "nbformat_minor": 5
1626 }