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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import uproot\n",
"import numpy as np\n",
"import sys\n",
"import os\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits import mplot3d\n",
"import itertools\n",
"import awkward as ak\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"file = uproot.open(\"tracking_losses_ntuple_Bd2KstEE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n",
"#file = uproot.open(\"tracking_losses_ntuple_Dst0ToD0EE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n",
"\n",
"#look at particles only from Signal\n",
"allcolumns = file.arrays()\n",
"tracked = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost) & (allcolumns.fromSignal)]\n",
"lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost) & (allcolumns.fromSignal)] \n",
"\n",
"#ak.num(tracked, axis=0)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#lost\n",
"l_eph = lost[\"brem_photons_pe\"]\n",
"ak.nan_to_num(l_eph)\n",
"l_pT = lost[\"pt\"]\n",
"l_sci_x = lost[\"scifi_hit_pos_x\"]\n",
"ak.nan_to_num(l_sci_x)\n",
"\n",
"#found\n",
"f_eph = tracked[\"brem_photons_pe\"]\n",
"ak.nan_to_num(f_eph)\n",
"f_pT = tracked[\"pt\"]\n",
"f_sci_x = tracked[\"scifi_hit_pos_x\"]\n",
"ak.nan_to_num(f_sci_x)\n",
"\n",
"l_sci_x, l_pT = ak.broadcast_arrays(l_sci_x, l_pT)\n",
"f_sci_x, f_pT = ak.broadcast_arrays(f_sci_x, f_pT)\n",
"\n",
"l_sci_x = ak.to_numpy(ak.flatten(l_sci_x))\n",
"l_pT = ak.to_numpy(ak.flatten(l_pT))\n",
"f_sci_x = ak.to_numpy(ak.flatten(f_sci_x))\n",
"f_pT = ak.to_numpy(ak.flatten(f_pT))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"ax0.hist2d(l_sci_x, l_pT, bins=100, cmap=plt.cm.jet)\n",
"ax0.set_xlabel(\"scifi x\")\n",
"ax0.set_ylabel(r\"$p_T$\")\n",
"ax0.set_title(\"lost electron positions in the scifi in regard to their transverse momentum\")\n",
"pcm0 = ax0.pcolormesh([l_sci_x,l_pT])\n",
"plt.colorbar(pcm0,ax=ax0)\n",
"\n",
"ax1.hist2d(f_sci_x, f_pT, bins=100, cmap=plt.cm.jet)\n",
"ax1.set_xlabel(\"scifi x\")\n",
"ax1.set_ylabel(r\"$p_T$\")\n",
"ax1.set_title(\"found electron positions in the scifi in regard to their transverse momentum\")\n",
"pcm1 = ax1.pcolormesh([f_sci_x,f_pT])\n",
"plt.colorbar(pcm1,ax=ax1)\n",
"\n",
"\"\"\"\n",
"B:\n",
"we can see that the lost electrons cover a wider spread in the x direction of the scifi tracker,\n",
"while most of those have low pT \n",
"\n",
"\"\"\"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[4.09e+04], [8.66e+03], [8.07e+04], ..., [5.63e+03], [6.29e+03], [2.26e+03]]\n",
"[4.62e+04, 9.36e+03, 1.34e+05, 5.63e+04, ..., 2.01e+04, 6.94e+03, 7.83e+03]\n",
"8657.132\n",
"9355.866625028413\n"
]
}
],
"source": [
"energy_found = tracked[\"energy\"]\n",
"energy_found = energy_found[tracked[\"brem_photons_pe_length\"]!=0]\n",
"#ak.nan_to_num(energy_found)\n",
"\n",
"e_ph_found = tracked[\"brem_photons_pe\"]\n",
"e_ph_found = e_ph_found[tracked[\"brem_photons_pe_length\"]!=0]\n",
"#ak.nan_to_num(e_ph_found, nan=[0])\n",
"e_ph_found = ak.sum(e_ph_found, axis=-1, keepdims=True)\n",
"print(e_ph_found)\n",
"print(energy_found)\n",
"\n",
"energy_lost = lost[\"energy\"]\n",
"energy_lost = energy_lost[lost[\"brem_photons_pe_length\"]!=0]\n",
"#ak.nan_to_num(energy_lost)\n",
"\n",
"e_ph_lost = lost[\"brem_photons_pe\"]\n",
"e_ph_lost = e_ph_lost[lost[\"brem_photons_pe_length\"]!=0]\n",
"#ak.nan_to_num(e_ph_lost)\n",
"e_ph_lost = ak.sum(e_ph_lost, axis=-1,keepdims=True)\n",
"\n",
"#e_ph_found, energy_found = ak.broadcast_arrays(e_ph_found, energy_found)\n",
"#e_ph_lost, energy_lost = ak.broadcast_arrays(e_ph_lost, energy_lost)\n",
"\n",
"e_ph_found = ak.to_numpy(ak.flatten(e_ph_found))\n",
"energy_found = ak.to_numpy(energy_found)\n",
"\n",
"e_ph_lost = ak.to_numpy(ak.flatten(e_ph_lost))\n",
"energy_lost = ak.to_numpy(energy_lost)\n",
"\n",
"print(e_ph_found[1])\n",
"print(energy_found[1])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"q_e_found = e_ph_found/energy_found\n",
"q_e_lost = e_ph_lost/energy_lost"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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U2+Tl5cnpdLo+KSkp/isQAAD4nW2CyrRp09SvXz+1atXqlNuMGzdOZWVlrk9xcbEfKwQAAP5mi6Gfb7/9Vu+//77mz59/2u0iIyMVGRnpUds8yMy3uL4AAF+yRY/K9OnTlZiYqCuvvNJrbZ54CmtlZaXX2kRtJ67vyU+9BQDAGyzvUampqdH06dOVm5ursDDvlRMaGqr4+HjXu2xiYmJOOUkXnjMMQ5WVlSotLVV8fLxCQ0OtLgkA0AhZHlTef/997d69W3feeafX227ZsqUkucIKvC8+Pt51nQEA8DbLg8rll1/us3kODodDycnJSkxMrPMlfWiY8PBwelIAAD5leVDxh9DQUH5QAQAIQLaYTAsAAFAXggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAtggoAALAty4PKd999p1tvvVUJCQmKiYnROeeco4KCAqvLAgAANhBm5cEPHjyoXr166ZJLLtF7772nxMRE7dixQ/Hx8VaWBQAAbMLSoPL0008rJSVF06dPd61r166ddQUBAABbsXToZ9GiRcrKytL111+vxMREnXvuuZo6deopt6+qqlJ5ebnbBwAANF6WBpWdO3dqypQpSk1N1dKlS3Xvvfdq2LBh+sc//lHn9nl5eXI6na5PSkqKnysGAAD+5DAMw7Dq4BEREcrKytLatWtd64YNG6YNGzbo448/rrV9VVWVqqqqXMvl5eVKSUlRWVmZ4uLi/FIzAAABae34M2+TU49tvKC8vFxOp7Nev9+W9qgkJycrPT3dbV3Xrl21e/fuOrePjIxUXFyc2wcAADRelgaVXr166auvvnJbt23bNrVt29aiigAAgJ1YGlQeeOABrVu3Tv/zP/+jr7/+WrNnz9Zrr72moUOHWlkWAACwCUuDyvnnn68FCxbozTffVGZmpv7yl7/ohRde0MCBA60sCwAA2ISlz1GRpKuuukpXXXWV1WUAAAAbsvwR+gAAAKdCUAEAALZl+dAPAACwibqeteKnZ6ucCj0qAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtggqAADAtsI83eGrr77Sm2++qVWrVumbb75RZWWlWrRooXPPPVd9+/bVddddp8jISF/UCgAAgky9e1SKiorUp08fde/eXR999JHOP/98jRgxQn/5y1906623yjAMPfzww2rVqpWefvppVVVV+bJuAAAQBOrdo3Lttddq1KhRmjt3rpo3b37K7T7++GM9//zzevbZZ/XQQw95pUgAABCc6h1Utm/froiIiDNul52drezsbB09erRBhQEAANR76Kc+IaUh2wMAAJys3j0qL774Yr0bHTZsmKliAAAAfqneQeX55593W963b58qKysVHx8vSTp06JBiYmKUmJhY76Ayfvx4TZgwwW1dUlKS9u7dW9+yAABAI1bvoLJr1y7Xf589e7YmT56sadOmqXPnzpJ+vm15yJAhuueeezwqICMjQ++//75rOTQ01KP9AQBA4+Xxc1Qk6dFHH9W8efNcIUWSOnfurOeff15/+MMfNHDgwPoXEBamli1bmikDAAA0cqaeTFtSUqJjx47VWl9dXa0ffvjBo7a2b9+uVq1aqX379rrpppu0c+fOU25bVVWl8vJytw8AAGi8TAWV3/72txoyZIg2btwowzAkSRs3btQ999yjyy67rN7t9OzZU//4xz+0dOlSTZ06VXv37lVOTo4OHDhQ5/Z5eXlyOp2uT0pKipnyAQBAgHAYJ5KGB/bt26fc3FwtWbJE4eHhkqTjx4+rb9++mjFjhhITE00Vc+TIEXXs2FGjR4/WyJEja31fVVXl9sTb8vJypaSkqKysTHFxcaaOCQBAUFg73tx+OSb3O43y8nI5nc56/X6bmqPSokULLV68WNu2bdOXX34pwzDUtWtXpaWlmSr4hCZNmqhbt27avn17nd9HRkbyHiEAAIKIqaByQrt27WQYhjp27KiwsAY1JennHpOtW7fqoosuanBbAAAg8Jmao1JZWanBgwcrJiZGGRkZ2r17t6SfH/Q2ceLEerfz5z//WStXrtSuXbv0ySef6A9/+IPKy8uVm5trpiwAANDImAoq48aN06effqr8/HxFRUW51l922WWaO3duvdvZs2ePbr75ZnXu3Fm///3vFRERoXXr1qlt27ZmygIAIDisHV/700iZGq9ZuHCh5s6dq1//+tdyOByu9enp6dqxY0e925kzZ46ZwwMAgCBhqkdl3759dd7Zc+TIEbfgAgAA0BCmgsr555+vd99917V8IpxMnTpV2dnZ3qkMAAAEPVNDP3l5ebriiiu0ZcsWHT9+XJMmTdIXX3yhjz/+WCtXrvR2jQAAIEiZ6lHJycnRmjVrVFlZqY4dO2rZsmVKSkrSxx9/rB49eni7RgAAEKRMP/ykW7dumjlzpjdrAQAAcNOgp7SVlpaqtLRUNTU1buvPPvvsBhUFAAAgmQwqBQUFys3N1datW3Xyq4IcDoeqq6u9UhwAAAhupoLKHXfcobS0NE2bNk1JSUnckgwAAHzCVFDZtWuX5s+fr06dOnm7HgAAABdTQeW3v/2tPv30U4IKAAB21Ugeq28qqPz9739Xbm6uNm/erMzMTIWHh7t9P2DAAK8UBwAAgpupoLJ27VqtXr1a7733Xq3vmEwLAAC8xdQD34YNG6ZBgwappKRENTU1bh9CCgAA8BZTQeXAgQN64IEHlJSU5O16AAAAXEwFld///vdasWKFt2sBAABwY2qOSlpamsaNG6fVq1erW7dutSbTDhs2zCvFAQCA4Gb6rp/Y2FitXLmy1tuSHQ4HQQUAAHiFx0HFMAytWLFCiYmJiomJ8UVNAAAAkkzMUTEMQ2lpafruu+98UQ8AAICLx0ElJCREqampOnDggC/qAQAAcDF1189f//pXjRo1Sps3b/Z2PQAAAC6mJtPeeuutqqysVPfu3RUREaHo6Gi373/88UevFAcAAIKbqaDywgsveLkMAADQII3kJYQnMxVUcnNzvV0HAABALaaCiiRVV1dr4cKF2rp1qxwOh9LT0zVgwACFhoZ6sz4AABDETAWVr7/+Wv3799d3332nzp07yzAMbdu2TSkpKXr33XfVsWNHb9cJAACCkOm3J3fs2FHFxcUqLCxUUVGRdu/erfbt2/NUWgAA4DWmelRWrlypdevWqXnz5q51CQkJmjhxonr16uW14gAAQHAz1aMSGRmpioqKWusPHz6siIiIBhcFAAAgmQwqV111le6++2598sknMgxDhmFo3bp1uvfeezVgwABv1wgAAIKUqaDy4osvqmPHjsrOzlZUVJSioqLUq1cvderUSZMmTfJ2jQAAIEiZmqMSHx+vt99+W9u3b9eXX34pwzCUnp6uTp06ebs+AAAQxEw/R0WSUlNTlZqa6q1aAAAA3JgKKtXV1ZoxY4Y++OADlZaWqqamxu37Dz/80CvFAQCA4GZqjsrw4cM1fPhwVVdXKzMzU927d3f7mJGXlyeHw6ERI0aY2h8AADQ+pnpU5syZo3/+85/q37+/V4rYsGGDXnvtNZ199tleaQ8AADQOpnpUIiIivDZx9vDhwxo4cKCmTp2qZs2aeaVNAADQOJgKKg8++KAmTZokwzAaXMDQoUN15ZVX6rLLLmtwWwAAoHExNfSzevVqrVixQu+9954yMjIUHh7u9v38+fPr1c6cOXNUWFioDRs21Gv7qqoqVVVVuZbLy8vrXzQAAAg4pp+j8rvf/a5BBy4uLtbw4cO1bNkyRUVF1WufvLw8TZgwoUHHBQAAgcNheGP8xoSFCxfqd7/7nUJDQ13rqqur5XA4FBISoqqqKrfvpLp7VFJSUlRWVqa4uDi/1Q4AgKXWjvffsXK8f6zy8nI5nc56/X436IFvDfHb3/5Wn3/+udu6O+64Q126dNGYMWNqhRTp55chRkZG+qtEAABgsXoHlSuuuEKPPfaYcnJyTrtdRUWFJk+erNjYWA0dOvSU2zVt2lSZmZlu65o0aaKEhIRa6wEAQHCqd1C5/vrrdcMNN6hp06YaMGCAsrKy1KpVK0VFRengwYPasmWLVq9ercWLF+uqq67SM88848u6AQBAEPBojsrRo0c1b948zZ07V6tWrdKhQ4d+bsThUHp6uvr27ashQ4aoc+fOvqrXjSdjXAAABCx/zkk5WSDNUYmIiNAtt9yiW265RZJUVlam//znP0pISKh1izIAAEBDNWgyrdPplNPp9FYtAAAAbkw9mRYAAMAfCCoAAMC2CCoAAMC2CCoAAMC2TAWV4uJi7dmzx7W8fv16jRgxQq+99prXCgMAADAVVG655RatWLFCkrR371716dNH69ev10MPPaQnnnjCqwUCAIDgZSqobN68WRdccIEk6Z///KcyMzO1du1azZ49WzNmzPBmfQAAIIiZCirHjh1zvRzw/fff14ABAyRJXbp0UUlJifeqAwAAQc1UUMnIyNArr7yiVatWafny5briiiskSd9//70SEhK8WiAAAAhepoLK008/rVdffVW9e/fWzTffrO7du0uSFi1a5BoSAgAAaChTj9Dv3bu39u/fr/LycjVr1sy1/u6771aTJk28VhwAAAhupnpULr30UlVUVLiFFElq3ry5brzxRq8UBgAAYCqo5Ofn6+jRo7XW//TTT1q1alWDiwIAAJA8HPr57LPPXP99y5Yt2rt3r2u5urpaS5YsUevWrb1XHQAACGoeBZVzzjlHDodDDodDl156aa3vo6Oj9dJLL3mtOAAAENw8Ciq7du2SYRjq0KGD1q9frxYtWri+i4iIUGJiokJDQ71eJAAACE4eBZW2bdtKkmpqanxSDAAAwC+Zuj1ZkrZt26b8/HyVlpbWCi6PPfZYgwsDAAAwFVSmTp2qP/7xjzrrrLPUsmVLORwO13cOh4OgAgCAWWvHW12BrZgKKk8++aSeeuopjRkzxtv1AAAAuJh6jsrBgwd1/fXXe7sWAAAAN6aCyvXXX69ly5Z5uxYAAAA3poZ+OnXqpEcffVTr1q1Tt27dFB4e7vb9sGHDvFIcAAAIbg7DMAxPd2rfvv2pG3Q4tHPnzgYVVV/l5eVyOp0qKytTXFycX44JAIBP2W0ybc54rzfpye+3qR6VXbt2mSoMAADAE6bmqAAAAPiDqR6VO++887Tfv/7666aKAQAA+CVTQeXgwYNuy8eOHdPmzZt16NChOl9WCAAAYIapoLJgwYJa62pqanTfffepQ4cODS4KAABA8uIclZCQED3wwAN6/vnnvdUkAAAIcl6dTLtjxw4dP37cm00CAIAgZmroZ+TIkW7LhmGopKRE7777rnJzc71SGAAAgKmgUlRU5LYcEhKiFi1a6Nlnnz3jHUEAAAD1ZSqorFixwisHnzJliqZMmaJvvvlGkpSRkaHHHntM/fr180r7AAAgsJkKKifs27dPX331lRwOh9LS0tSiRQuP9m/Tpo0mTpyoTp06SZJmzpypa665RkVFRcrIyGhIaQAA2NPJj8j3wSPqGxNTk2mPHDmiO++8U8nJybr44ot10UUXqVWrVho8eLAqKyvr3c7VV1+t/v37Ky0tTWlpaXrqqacUGxurdevWmSkLAAA0MqaCysiRI7Vy5Ur9+9//1qFDh3To0CG9/fbbWrlypR588EFThVRXV2vOnDk6cuSIsrOzTbUBAAAaF1NDP2+99ZbmzZun3r17u9b1799f0dHRuuGGGzRlypR6t/X5558rOztbP/30k2JjY7VgwQKlp6fXuW1VVZWqqqpcy+Xl5WbKBwAAAcJUj0plZaWSkpJqrU9MTPRo6EeSOnfurE2bNmndunX64x//qNzcXG3ZsqXObfPy8uR0Ol2flJQUM+UDAIAAYSqoZGdn6/HHH9dPP/3kWvef//xHEyZM8HjYJiIiQp06dVJWVpby8vLUvXt3TZo0qc5tx40bp7KyMtenuLjYTPkAACBAmBr6mTRpkq644gq1adNG3bt3l8Ph0KZNmxQVFaWlS5c2qCDDMNyGd34pMjJSkZGRDWofAAAEDlNBJTMzU9u3b9esWbP05ZdfyjAM3XTTTRo4cKCio6Pr3c5DDz2kfv36KSUlRRUVFZozZ47y8/O1ZMkSM2UBAIBGxvRzVKKjozVkyJAGHfyHH37QoEGDVFJSIqfTqbPPPltLlixRnz59GtQuAABoHEwFlby8PCUlJdV6XP7rr7+uffv2acyYMfVqZ9q0aWYODwAAgoSpybSvvvqqunTpUmt9RkaGXnnllQYXBQAAIJkMKnv37lVycnKt9S1atFBJSUmDiwIAAJBMDv2kpKRozZo1at++vdv6NWvWqFWrVl4pDAAAeM/4ab3PvM3gfF+X4TFTQeWuu+7SiBEjdOzYMV166aWSpA8++ECjR482/Qh9AACAk5kKKqNHj9aPP/6o++67T0ePHpUkRUVFacyYMRo3bpxXCwQAAMHLVFBxOBx6+umn9eijj2rr1q2Kjo5WamoqD2MDAABeZfo5KpIUGxur888/31u1AAAAuDF11w8AAIA/EFQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtEVQAAIBtNegR+gAA4DTWjre6goBHjwoAALAtggoAALAtggoAALAtggoAALAtJtMCABBgxk/r7b48ON+KMvyCHhUAAGBbBBUAAGBbDP0AANAInTw8FKjoUQEAALZFUAEAALZFUAEAALbFHBUAAGysPnNNGst8lLoQVAAAsBIvLjwthn4AAIBtEVQAAIBtMfQDAIC3BPgwTl1zXcbn+L+OX6JHBQAA2JalQSUvL0/nn3++mjZtqsTERF177bX66quvrCwJAADYiKVBZeXKlRo6dKjWrVun5cuX6/jx47r88st15MgRK8sCAAA2YekclSVLlrgtT58+XYmJiSooKNDFF19sUVUAAMAubDWZtqysTJLUvHnzOr+vqqpSVVWVa7m8vNwvdQEAGrm6JsHm1LGugU6erDp+cP4Ztwl2tplMaxiGRo4cqQsvvFCZmZl1bpOXlyen0+n6pKSk+LlKAADgT7YJKn/605/02Wef6c033zzlNuPGjVNZWZnrU1xc7McKAQCAv9li6Of+++/XokWL9NFHH6lNmzan3C4yMlKRkZF+rAwAAFjJ0qBiGIbuv/9+LViwQPn5+Wrfvr2V5QAAAJuxNKgMHTpUs2fP1ttvv62mTZtq7969kiSn06no6GgrSwMAADZg6RyVKVOmqKysTL1791ZycrLrM3fuXCvLAgAANmH50A8AAMCp2GIyLQAAfmWTlwfyzJQzs83tyQAAACcjqAAAANti6AcAgNMYP75+6+Ab9KgAAADbIqgAAADbIqgAAADbIqgAAADbYjItACBw1PX8k5w61qHRoEcFAADYFj0qAAB46OTbk7ld2XcIKgCARonnnzQODP0AAADbokcFAOB9Zie9nryftybKFuf/t/38+u9zopbi3vXY1oN24RGCCgAAv2DmjcZ17TN+cH5DS4EY+gEAADZGUAEAALbF0A8AIOC4DbUs+++68VZUcmpmhpBQGz0qAADAtggqAADAtggqAADAtpijAgAIGifPG+EWYvujRwUAANgWQQUAANgWQz8AAL/xy4sCPXn0PWyPoAIAsD1XmPFy+OBZJ/ZHUAEAnJFfekKAOhBUAABe4RZc/tvzwV01aCgm0wIAANuiRwUAUEsgDuv4ah4LrEVQAQBY6uQhI4aL8EsEFQBogJN7Hsz2RHirHbsdy4y63oyM4EVQAQDYV3G+1RXAYkymBQAAtkWPCgAEObsN/QC/ZGlQ+eijj/TMM8+ooKBAJSUlWrBgga699lorSwIAn2sswaA+58F8EzSUpUM/R44cUffu3fW///u/VpYBAABsytIelX79+qlfv35WlgAAjZrfem+K8/2zD4JOQM1RqaqqUlVVlWu5vLzcwmoANHZ2v40XCAYBFVTy8vI0YcIEq8sA0AgRQgB7CqigMm7cOI0cOdK1XF5erpSUFAsrAuBN9GD8n/q8rbjWNsX5dTzVtY6GTtqnlpTep98H8KOACiqRkZGKjIy0ugwA8EgwBy6goXjgGwAAsC1Le1QOHz6sr7/+2rW8a9cubdq0Sc2bN9evfvUrCysDglN9hhuCWb2eG1KPbRqF4nyrK0CQsDSobNy4UZdccolr+cT8k9zcXM2YMcOiqgA0NkETHnTSA9YkiWl8CHCWBpXevXvLMAwrSwAQYOoz4dbyYFKc777spcmpXjmv4nwvNBKAx0bACqjJtABwMstDCQCfIqgAflLff/nb7RZdu9UDILgQVIAg4c8hElsOx1ipON99meeUAPVGUAEaAYIBgMaKoALALwhOAMwgqAAmWD1vI1h+9Bt0nsX57su+Gm45+Th2U5xvdQW+V5xvdQXwIYIKcBIzP46BOvTirXMFAF8hqKDRsjo88IOOBinOd1+2cgJucb51x0bQI6ggqDXmMNGYzw1A8CCowKesnssBAAhsBBXAQrzkzmaK88+8jZ2egVKcH1jtAiYQVBBU+NEHgMBCUIHpSadmhnXoQQAAeIKgAqDurn47DXEACFoElQBm9btbAADwNYJKI2f1s0S8xWc1F+fXXkdPgv0U57svB/ozRepqg787oE4EFT/gFl0AAMwhqASQYJmI2hjOAQDgHQQVb1o73n05Z3xdW9XJn70u48frjF3Ppt8Bc4Z2TfNVu75SnF97nZ3r9ZbifPflYDhnfynOt7oCwBIhVhcAAABwKvSo2BTDHwAAEFSAMyvOd1+2+3BGcf6Zt7H7OZxJcb77cn3O5+R9AAQEhn4AAIBt0aPSQG5DNMW9NX5w/v8tn5hcW9z75//877/6gm5YpzjffTnQn4Hhz3btrDjfN+2Y+fs4uY1AVJxvdQWALdGjAgAAbIseFQ8EXU8IAAAWI6jAM8X59jlOfbax86TR4nz3ZbMTQoPhHAEELYKKl42f1tvqEgAAaDSYowIAAGyLHhV/Ks6vvc5X3fZ1HcsuivOtrqBhivN9s19d3/tqqKQ++5hp14o2ATRq9KgAAADbokfFasX5nu9z8r+yzbRRH75q15+K8/2zj68U51tdAQBYih4VAABgWwQVAABgWwz9BKLi/MBqFwAAkywPKpMnT9YzzzyjkpISZWRk6IUXXtBFF11kdVmSeBItAABWs3ToZ+7cuRoxYoQefvhhFRUV6aKLLlK/fv20e/duK8sCAAA2YWlQee655zR48GDddddd6tq1q1544QWlpKRoypQpVpYFAABswrKhn6NHj6qgoEBjx451W3/55Zdr7dq1de5TVVWlqqoq13JZWZkkqby83Cc1/uJQ9XP0iE/qAADAKr74jT3RpmEYZ9zWsqCyf/9+VVdXKykpyW19UlKS9u7dW+c+eXl5mjBhQq31KSkpPqkRAIBgN3GW79quqKiQ0+k87TaWT6Z1OBxuy4Zh1Fp3wrhx4zRy5EjXck1NjX788UclJCScch8zysvLlZKSouLiYsXFxXmtXbjjOvsP19o/uM7+wXX2H19da8MwVFFRoVatWp1xW8uCyllnnaXQ0NBavSelpaW1ellOiIyMVGRkpNu6+Ph4X5WouLg4/kfgB1xn/+Fa+wfX2T+4zv7ji2t9pp6UEyybTBsREaEePXpo+fLlbuuXL1+unJwci6oCAAB2YunQz8iRIzVo0CBlZWUpOztbr732mnbv3q17773XyrIAAIBNWBpUbrzxRh04cEBPPPGESkpKlJmZqcWLF6tt27ZWlqXIyEg9/vjjtYaZ4F1cZ//hWvsH19k/uM7+Y4dr7TDqc28QAACABXgpIQAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsK2gDCqTJ09W+/btFRUVpR49emjVqlWn3X7lypXq0aOHoqKi1KFDB73yyit+qjTweXKt58+frz59+qhFixaKi4tTdna2li5d6sdqA5enf9MnrFmzRmFhYTrnnHN8W2Aj4um1rqqq0sMPP6y2bdsqMjJSHTt21Ouvv+6nagOXp9f5jTfeUPfu3RUTE6Pk5GTdcccdOnDggJ+qDUwfffSRrr76arVq1UoOh0MLFy484z6W/B4aQWbOnDlGeHi4MXXqVGPLli3G8OHDjSZNmhjffvttndvv3LnTiImJMYYPH25s2bLFmDp1qhEeHm7MmzfPz5UHHk+v9fDhw42nn37aWL9+vbFt2zZj3LhxRnh4uFFYWOjnygOLp9f5hEOHDhkdOnQwLr/8cqN79+7+KTbAmbnWAwYMMHr27GksX77c2LVrl/HJJ58Ya9as8WPVgcfT67xq1SojJCTEmDRpkrFz505j1apVRkZGhnHttdf6ufLAsnjxYuPhhx823nrrLUOSsWDBgtNub9XvYdAFlQsuuMC499573dZ16dLFGDt2bJ3bjx492ujSpYvbunvuucf49a9/7bMaGwtPr3Vd0tPTjQkTJni7tEbF7HW+8cYbjUceecR4/PHHCSr15Om1fu+99wyn02kcOHDAH+U1Gp5e52eeecbo0KGD27oXX3zRaNOmjc9qbGzqE1Ss+j0MqqGfo0ePqqCgQJdffrnb+ssvv1xr166tc5+PP/641vZ9+/bVxo0bdezYMZ/VGujMXOuT1dTUqKKiQs2bN/dFiY2C2es8ffp07dixQ48//rivS2w0zFzrRYsWKSsrS3/961/VunVrpaWl6c9//rP+85//+KPkgGTmOufk5GjPnj1avHixDMPQDz/8oHnz5unKK6/0R8lBw6rfQ0sfoe9v+/fvV3V1da23MyclJdV6i/MJe/furXP748ePa//+/UpOTvZZvYHMzLU+2bPPPqsjR47ohhtu8EWJjYKZ67x9+3aNHTtWq1atUlhYUP1fQIOYudY7d+7U6tWrFRUVpQULFmj//v2677779OOPPzJP5RTMXOecnBy98cYbuvHGG/XTTz/p+PHjGjBggF566SV/lBw0rPo9DKoelRMcDofbsmEYtdadafu61qM2T6/1CW+++abGjx+vuXPnKjEx0VflNRr1vc7V1dW65ZZbNGHCBKWlpfmrvEbFk7/pmpoaORwOvfHGG7rgggvUv39/Pffcc5oxYwa9KmfgyXXesmWLhg0bpscee0wFBQVasmSJdu3axQtufcCK38Og+ufUWWedpdDQ0FqpvLS0tFZKPKFly5Z1bh8WFqaEhASf1RrozFzrE+bOnavBgwfrX//6ly677DJflhnwPL3OFRUV2rhxo4qKivSnP/1J0s8/poZhKCwsTMuWLdOll17ql9oDjZm/6eTkZLVu3VpOp9O1rmvXrjIMQ3v27FFqaqpPaw5EZq5zXl6eevXqpVGjRkmSzj77bDVp0kQXXXSRnnzySXq+vcSq38Og6lGJiIhQjx49tHz5crf1y5cvV05OTp37ZGdn19p+2bJlysrKUnh4uM9qDXRmrrX0c0/K7bffrtmzZzO+XA+eXue4uDh9/vnn2rRpk+tz7733qnPnztq0aZN69uzpr9IDjpm/6V69eun777/X4cOHXeu2bdumkJAQtWnTxqf1Bioz17myslIhIe4/Z6GhoZL+71/8aDjLfg99OlXXhk7c9jZt2jRjy5YtxogRI4wmTZoY33zzjWEYhjF27Fhj0KBBru1P3I71wAMPGFu2bDGmTZvG7cn15Om1nj17thEWFma8/PLLRklJietz6NAhq04hIHh6nU/GXT/15+m1rqioMNq0aWP84Q9/ML744gtj5cqVRmpqqnHXXXdZdQoBwdPrPH36dCMsLMyYPHmysWPHDmP16tVGVlaWccEFF1h1CgGhoqLCKCoqMoqKigxJxnPPPWcUFRW5bgO3y+9h0AUVwzCMl19+2Wjbtq0RERFhnHfeecbKlStd3+Xm5hq/+c1v3LbPz883zj33XCMiIsJo166dMWXKFD9XHLg8uda/+c1vDEm1Prm5uf4vPMB4+jf9SwQVz3h6rbdu3WpcdtllRnR0tNGmTRtj5MiRRmVlpZ+rDjyeXucXX3zRSE9PN6Kjo43k5GRj4MCBxp49e/xcdWBZsWLFaf8/1y6/hw7DoF8MAADYU1DNUQEAAIGFoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoAIAAGyLoALApy6++GI5HI5an4EDB55x39tvv11jx471SlsAAhNPpgXgM4ZhyOl06vHHH68VJmJjYxUbG3vKfWtqapSUlKRFixYpOzu7QW0BCFxhVhcAoPHavn27KioqdPHFF6tly5Ye7btmzRqFhIS43ujckLYABC6GfgD4TEFBgcLCwnT22Wd7vO+iRYt09dVXKyQkpMFtAQhcBBUAPlNYWKjq6molJCS4hmdiY2M1ZMiQM+67aNEiXXPNNR619c4776hz585KTU3V3//+d5+cEwD/Yo4KAJ+59NJL1aJFCz311FNu65s1a6aEhIRT7rd161ZlZWVp//79io6Orldbx48fV3p6ulasWKG4uDidd955+uSTT9S8eXPvnxgAv6FHBYDPFBUV6cILL1SnTp3cPgkJCdq8ebM6duyovXv3SpL279+vc845R0ePHtWiRYvUp08fV0g5U1uStH79emVkZKh169Zq2rSp+vfvr6VLl1py3gC8h6ACwCd27typQ4cO6dxzz63z+8zMTN1000368MMPJUkTJkzQmDFjFBERobffflsDBgyod1uS9P3336t169au5TZt2ui7777z0tkAsAp3/QDwiYKCAklSUlKSq9fkhMTERIWEhCgjI0Pbtm3T119/rYKCAr344osqLS3Vhg0btHDhQo/aqmsU2+FwePmsAPgbQQWATxQWFkqS0tLS3NaHh4eroqJCkZGRSk1N1TvvvKOHHnpITz31lBwOh/7973+rZ8+eSkxM9Kit1q1bu/Wg7Nmzx3VrM4DAxWRaAJY5dOiQUlNT1bNnT73zzjuSpAEDBujCCy/U6NGjPWrr+PHj6tq1q/Lz812TadetW3faSbsA7I8eFQCWiY+PlyRNnDjRte7CCy/UzTff7HFbYWFhevbZZ3XJJZeopqZGo0ePJqQAjQA9KgAsc+zYMWVmZuqrr76yuhQANsVdPwAs8+WXX6pz585WlwHAxuhRAQAAtkWPCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsC2CCgAAsK3/D4XJUgZZAqO2AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(q_e_lost, bins=100, density=True, alpha=0.5, histtype='bar', color=\"darkorange\", label=\"lost\")\n",
"plt.hist(q_e_found, bins=100, density=True, alpha=0.5, histtype='bar', color=\"blue\", label=\"found\")\n",
"plt.xlabel(r\"$E_\\gamma/E_0$\")\n",
"plt.ylabel(\"counts (normed)\")\n",
"plt.title(r'$E_{ph}/E_0$')\n",
"plt.legend()\n",
"\n",
"\"\"\"\n",
"B:\n",
"we can clearly see that lost electrons are responsible for higher energy photons\n",
"\"\"\"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"ax0.hist2d(e_ph_found, energy_found, density=True, bins=200, cmap=plt.cm.jet, range=[[0,100000],[0,100000]])\n",
"ax0.set_xlabel(r\"$E_\\gamma$\")\n",
"ax0.set_ylabel(r\"$E_e$\")\n",
"ax0.set_title(\"found electron energy against photon energy\")\n",
"pcm0 = ax0.pcolormesh([e_ph_found, energy_found])\n",
"plt.colorbar(pcm0,ax=ax0)\n",
"\n",
"ax1.hist2d(e_ph_lost, energy_lost, density=True, bins=200, cmap=plt.cm.jet, range=[[0,100000],[0,100000]])\n",
"ax1.set_xlabel(r\"$E_\\gamma$\")\n",
"ax1.set_ylabel(r\"$E_e$\")\n",
"ax1.set_title(\"lost electron energy against photon energy\")\n",
"pcm1 = ax1.pcolormesh([e_ph_lost, energy_lost])\n",
"plt.colorbar(pcm1,ax=ax1)\n",
"\n",
"\"\"\"\n",
"B:\n",
"concentrated at the E_ph/E_0~1 line especially at lower energies.\n",
"lost E_ph to E_0: fewer entries at lower q_e\n",
"\"\"\"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"brem_vtx_x_found = tracked[\"brem_vtx_x\"]\n",
"brem_vtx_x_found = brem_vtx_x_found[tracked[\"brem_vtx_x_length\"]!=0]\n",
"brem_vtx_x_found = ak.to_numpy(ak.flatten(brem_vtx_x_found))\n",
"\n",
"brem_vtx_z_found = tracked[\"brem_vtx_z\"]\n",
"brem_vtx_z_found = brem_vtx_z_found[tracked[\"brem_vtx_z_length\"]!=0]\n",
"brem_vtx_z_found = ak.to_numpy(ak.flatten(brem_vtx_z_found))\n",
"\n",
"brem_vtx_x_lost = lost[\"brem_vtx_x\"]\n",
"brem_vtx_x_lost = brem_vtx_x_lost[lost[\"brem_vtx_x_length\"]!=0]\n",
"brem_vtx_x_lost = ak.to_numpy(ak.flatten(brem_vtx_x_lost))\n",
"\n",
"brem_vtx_z_lost = lost[\"brem_vtx_z\"]\n",
"brem_vtx_z_lost = brem_vtx_z_lost[lost[\"brem_vtx_z_length\"]!=0]\n",
"brem_vtx_z_lost = ak.to_numpy(ak.flatten(brem_vtx_z_lost))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ -6.3898 -65.1705 -194.2899 ... -2413.5017 -3593.4712 -3601.3071]\n"
]
}
],
"source": [
"print(brem_vtx_x_lost)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2000x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n",
"\n",
"a0 = ax0.hist2d(brem_vtx_z_found, brem_vtx_x_found, density=False, bins=200, cmap=plt.cm.jet, cmin=1)\n",
"ax0.set_xlabel(\"z\")\n",
"ax0.set_ylabel(\"x\")\n",
"ax0.set_title(r\"$e^\\pm$ found brem vertices\")\n",
"\n",
"plt.colorbar(a0[3],ax=ax0)\n",
"\n",
"a1 = ax1.hist2d(brem_vtx_z_lost, brem_vtx_x_lost, density=False, bins=200, cmap=plt.cm.jet, cmin=1)\n",
"ax1.set_xlabel(\"z\")\n",
"ax1.set_ylabel(\"x\")\n",
"ax1.set_title(r\"$e^\\pm$ lost brem vertices\")\n",
"\n",
"plt.colorbar(a1[3], ax=ax1)\n",
"\n",
"\"\"\"\n",
"B:\n",
"vertices of lost e photons are slightly more concentrated around the beampipe, since electrons interact more with matter of the setup there\n",
"\"\"\"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "env1",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}