2.analysis.PU.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data exploration\n",
    "\n",
    "Visual exploration of the input data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# red is mlp\n",
    "import uproot\n",
    "import numpy as np\n",
    "import awkward as ak\n",
    "import matplotlib.pyplot as plt\n",
    "from reco.plotting import get_event_window\n",
    "from reco.distance import get_z_map\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('seaborn-v0_8-whitegrid')\n",
    "\n",
    "# ds_name = \"MultiParticle\"\n",
    "# file_name = \"new_ntuples_15163313_7.root\"\n",
    "\n",
    "ds_name = \"CloseByPion200PUFull\"\n",
    "file_name = \"new_ntuples_15043322_0.root\"\n",
    "\n",
    "data_root = \"data\"\n",
    "raw_dir = f\"/Users/ecuba/data/{ds_name}\"\n",
    "\n",
    "file_path = f\"{raw_dir}/{file_name}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "file not found\n\n    '/Users/ecuba/data/CloseByPion200PUFull/new_ntuples_15043322_0.root'\n\nFiles may be specified as:\n   * str/bytes: relative or absolute filesystem path or URL, without any colons\n         other than Windows drive letter or URL schema.\n         Examples: \"rel/file.root\", \"C:\\abs\\file.root\", \"http://where/what.root\"\n   * str/bytes: same with an object-within-ROOT path, separated by a colon.\n         Example: \"rel/file.root:tdirectory/ttree\"\n   * pathlib.Path: always interpreted as a filesystem path or URL only (no\n         object-within-ROOT path), regardless of whether there are any colons.\n         Examples: Path(\"rel:/file.root\"), Path(\"/abs/path:stuff.root\")\n\nFunctions that accept many files (uproot.iterate, etc.) also allow:\n   * glob syntax in str/bytes and pathlib.Path.\n         Examples: Path(\"rel/*.root\"), \"/abs/*.root:tdirectory/ttree\"\n   * dict: keys are filesystem paths, values are objects-within-ROOT paths.\n         Example: {\"/data_v1/*.root\": \"ttree_v1\", \"/data_v2/*.root\": \"ttree_v2\"}\n   * already-open TTree objects.\n   * iterables of the above.\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:112\u001b[0m, in \u001b[0;36mMemmapSource._open\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    111\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 112\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file \u001b[39m=\u001b[39m numpy\u001b[39m.\u001b[39;49mmemmap(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_file_path, dtype\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_dtype, mode\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mr\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m    113\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fallback \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/numpy/core/memmap.py:228\u001b[0m, in \u001b[0;36mmemmap.__new__\u001b[0;34m(subtype, filename, dtype, mode, offset, shape, order)\u001b[0m\n\u001b[1;32m    227\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 228\u001b[0m     f_ctx \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39;49m(os_fspath(filename), (\u001b[39m'\u001b[39;49m\u001b[39mr\u001b[39;49m\u001b[39m'\u001b[39;49m \u001b[39mif\u001b[39;49;00m mode \u001b[39m==\u001b[39;49m \u001b[39m'\u001b[39;49m\u001b[39mc\u001b[39;49m\u001b[39m'\u001b[39;49m \u001b[39melse\u001b[39;49;00m mode)\u001b[39m+\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mb\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m    230\u001b[0m \u001b[39mwith\u001b[39;00m f_ctx \u001b[39mas\u001b[39;00m fid:\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/ecuba/data/CloseByPion200PUFull/new_ntuples_15043322_0.root'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:36\u001b[0m, in \u001b[0;36mFileResource.__init__\u001b[0;34m(self, file_path)\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> 36\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39;49m(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_file_path, \u001b[39m\"\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m     37\u001b[0m \u001b[39mexcept\u001b[39;00m uproot\u001b[39m.\u001b[39m_util\u001b[39m.\u001b[39m_FileNotFoundError \u001b[39mas\u001b[39;00m err:\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/ecuba/data/CloseByPion200PUFull/new_ntuples_15043322_0.root'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[29], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m histo \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39;49mopen({file_path: \u001b[39m\"\u001b[39;49m\u001b[39mticlNtuplizer\u001b[39;49m\u001b[39m\"\u001b[39;49m})\n\u001b[1;32m      2\u001b[0m tracksters \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39mopen({file_path: \u001b[39m\"\u001b[39m\u001b[39mticlNtuplizer/tracksters\u001b[39m\u001b[39m\"\u001b[39m})\n\u001b[1;32m      3\u001b[0m simtracksters \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39mopen({file_path: \u001b[39m\"\u001b[39m\u001b[39mticlNtuplizer/simtrackstersSC\u001b[39m\u001b[39m\"\u001b[39m})\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/reading.py:141\u001b[0m, in \u001b[0;36mopen\u001b[0;34m(path, object_cache, array_cache, custom_classes, decompression_executor, interpretation_executor, **options)\u001b[0m\n\u001b[1;32m    132\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m uproot\u001b[39m.\u001b[39m_util\u001b[39m.\u001b[39misstr(file_path) \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m (\n\u001b[1;32m    133\u001b[0m     \u001b[39mhasattr\u001b[39m(file_path, \u001b[39m\"\u001b[39m\u001b[39mread\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mand\u001b[39;00m \u001b[39mhasattr\u001b[39m(file_path, \u001b[39m\"\u001b[39m\u001b[39mseek\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    134\u001b[0m ):\n\u001b[1;32m    135\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    136\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mpath\u001b[39m\u001b[39m'\u001b[39m\u001b[39m must be a string, pathlib.Path, an object with \u001b[39m\u001b[39m'\u001b[39m\u001b[39mread\u001b[39m\u001b[39m'\u001b[39m\u001b[39m and \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    137\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mseek\u001b[39m\u001b[39m'\u001b[39m\u001b[39m methods, or a length-1 dict of \u001b[39m\u001b[39m{{\u001b[39m\u001b[39mfile_path: object_path}}, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    138\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mnot \u001b[39m\u001b[39m{0}\u001b[39;00m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(\u001b[39mrepr\u001b[39m(path))\n\u001b[1;32m    139\u001b[0m     )\n\u001b[0;32m--> 141\u001b[0m file \u001b[39m=\u001b[39m ReadOnlyFile(\n\u001b[1;32m    142\u001b[0m     file_path,\n\u001b[1;32m    143\u001b[0m     object_cache\u001b[39m=\u001b[39;49mobject_cache,\n\u001b[1;32m    144\u001b[0m     array_cache\u001b[39m=\u001b[39;49marray_cache,\n\u001b[1;32m    145\u001b[0m     custom_classes\u001b[39m=\u001b[39;49mcustom_classes,\n\u001b[1;32m    146\u001b[0m     decompression_executor\u001b[39m=\u001b[39;49mdecompression_executor,\n\u001b[1;32m    147\u001b[0m     interpretation_executor\u001b[39m=\u001b[39;49minterpretation_executor,\n\u001b[1;32m    148\u001b[0m     \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49moptions,  \u001b[39m# NOTE: a comma after **options breaks Python 2\u001b[39;49;00m\n\u001b[1;32m    149\u001b[0m )\n\u001b[1;32m    151\u001b[0m \u001b[39mif\u001b[39;00m object_path \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m    152\u001b[0m     \u001b[39mreturn\u001b[39;00m file\u001b[39m.\u001b[39mroot_directory\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/reading.py:580\u001b[0m, in \u001b[0;36mReadOnlyFile.__init__\u001b[0;34m(self, file_path, object_cache, array_cache, custom_classes, decompression_executor, interpretation_executor, **options)\u001b[0m\n\u001b[1;32m    575\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhook_before_create_source()\n\u001b[1;32m    577\u001b[0m Source, file_path \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39m_util\u001b[39m.\u001b[39mfile_path_to_source_class(\n\u001b[1;32m    578\u001b[0m     file_path, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_options\n\u001b[1;32m    579\u001b[0m )\n\u001b[0;32m--> 580\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_source \u001b[39m=\u001b[39m Source(\n\u001b[1;32m    581\u001b[0m     file_path, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_options  \u001b[39m# NOTE: a comma after **options breaks Python 2\u001b[39;49;00m\n\u001b[1;32m    582\u001b[0m )\n\u001b[1;32m    584\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhook_before_get_chunks()\n\u001b[1;32m    586\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_options[\u001b[39m\"\u001b[39m\u001b[39mbegin_chunk_size\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m<\u001b[39m _file_header_fields_big\u001b[39m.\u001b[39msize:\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:108\u001b[0m, in \u001b[0;36mMemmapSource.__init__\u001b[0;34m(self, file_path, **options)\u001b[0m\n\u001b[1;32m    105\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_requested_bytes \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m\n\u001b[1;32m    107\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path \u001b[39m=\u001b[39m file_path\n\u001b[0;32m--> 108\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_open()\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:118\u001b[0m, in \u001b[0;36mMemmapSource._open\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    116\u001b[0m opts \u001b[39m=\u001b[39m \u001b[39mdict\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fallback_opts)\n\u001b[1;32m    117\u001b[0m opts[\u001b[39m\"\u001b[39m\u001b[39mnum_workers\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_fallback_workers\n\u001b[0;32m--> 118\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fallback \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39;49msource\u001b[39m.\u001b[39;49mfile\u001b[39m.\u001b[39;49mMultithreadedFileSource(\n\u001b[1;32m    119\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_file_path, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mopts  \u001b[39m# NOTE: a comma after **opts breaks Python 2\u001b[39;49;00m\n\u001b[1;32m    120\u001b[0m )\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:250\u001b[0m, in \u001b[0;36mMultithreadedFileSource.__init__\u001b[0;34m(self, file_path, **options)\u001b[0m\n\u001b[1;32m    247\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_requested_bytes \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m\n\u001b[1;32m    249\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path \u001b[39m=\u001b[39m file_path\n\u001b[0;32m--> 250\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_open()\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:254\u001b[0m, in \u001b[0;36mMultithreadedFileSource._open\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    252\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_open\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[1;32m    253\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_executor \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39msource\u001b[39m.\u001b[39mfutures\u001b[39m.\u001b[39mResourceThreadPoolExecutor(\n\u001b[0;32m--> 254\u001b[0m         [FileResource(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_workers)]\n\u001b[1;32m    255\u001b[0m     )\n\u001b[1;32m    256\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_bytes \u001b[39m=\u001b[39m os\u001b[39m.\u001b[39mpath\u001b[39m.\u001b[39mgetsize(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path)\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:254\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    252\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_open\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[1;32m    253\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_executor \u001b[39m=\u001b[39m uproot\u001b[39m.\u001b[39msource\u001b[39m.\u001b[39mfutures\u001b[39m.\u001b[39mResourceThreadPoolExecutor(\n\u001b[0;32m--> 254\u001b[0m         [FileResource(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_file_path) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_workers)]\n\u001b[1;32m    255\u001b[0m     )\n\u001b[1;32m    256\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_bytes \u001b[39m=\u001b[39m os\u001b[39m.\u001b[39mpath\u001b[39m.\u001b[39mgetsize(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path)\n",
      "File \u001b[0;32m~/devel/pattern-reco/ve/lib/python3.9/site-packages/uproot/source/file.py:38\u001b[0m, in \u001b[0;36mFileResource.__init__\u001b[0;34m(self, file_path)\u001b[0m\n\u001b[1;32m     36\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_file_path, \u001b[39m\"\u001b[39m\u001b[39mrb\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     37\u001b[0m \u001b[39mexcept\u001b[39;00m uproot\u001b[39m.\u001b[39m_util\u001b[39m.\u001b[39m_FileNotFoundError \u001b[39mas\u001b[39;00m err:\n\u001b[0;32m---> 38\u001b[0m     \u001b[39mraise\u001b[39;00m uproot\u001b[39m.\u001b[39m_util\u001b[39m.\u001b[39m_file_not_found(file_path) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: file not found\n\n    '/Users/ecuba/data/CloseByPion200PUFull/new_ntuples_15043322_0.root'\n\nFiles may be specified as:\n   * str/bytes: relative or absolute filesystem path or URL, without any colons\n         other than Windows drive letter or URL schema.\n         Examples: \"rel/file.root\", \"C:\\abs\\file.root\", \"http://where/what.root\"\n   * str/bytes: same with an object-within-ROOT path, separated by a colon.\n         Example: \"rel/file.root:tdirectory/ttree\"\n   * pathlib.Path: always interpreted as a filesystem path or URL only (no\n         object-within-ROOT path), regardless of whether there are any colons.\n         Examples: Path(\"rel:/file.root\"), Path(\"/abs/path:stuff.root\")\n\nFunctions that accept many files (uproot.iterate, etc.) also allow:\n   * glob syntax in str/bytes and pathlib.Path.\n         Examples: Path(\"rel/*.root\"), \"/abs/*.root:tdirectory/ttree\"\n   * dict: keys are filesystem paths, values are objects-within-ROOT paths.\n         Example: {\"/data_v1/*.root\": \"ttree_v1\", \"/data_v2/*.root\": \"ttree_v2\"}\n   * already-open TTree objects.\n   * iterables of the above.\n"
     ]
    }
   ],
   "source": [
    "# histo = uproot.open({file_path: \"ticlNtuplizer\"})\n",
    "tracksters = uproot.open({file_path: \"ticlNtuplizer/tracksters\"})\n",
    "simtracksters = uproot.open({file_path: \"ticlNtuplizer/simtrackstersSC\"})\n",
    "associations = uproot.open({file_path: \"ticlNtuplizer/associations\"})\n",
    "trackstersMerged = uproot.open({file_path: \"ticlNtuplizer/trackstersMerged\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Events per file: 10\n"
     ]
    }
   ],
   "source": [
    "ev_per_file = len(tracksters[\"raw_em_energy\"].array())\n",
    "print(\"Events per file:\", ev_per_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['event',\n",
       " 'NClusters',\n",
       " 'NTracksters',\n",
       " 'time',\n",
       " 'timeError',\n",
       " 'regressed_energy',\n",
       " 'raw_energy',\n",
       " 'raw_em_energy',\n",
       " 'raw_pt',\n",
       " 'raw_em_pt',\n",
       " 'barycenter_x',\n",
       " 'barycenter_y',\n",
       " 'barycenter_z',\n",
       " 'trackster_barycenter_eta',\n",
       " 'trackster_barycenter_phi',\n",
       " 'EV1',\n",
       " 'EV2',\n",
       " 'EV3',\n",
       " 'eVector0_x',\n",
       " 'eVector0_y',\n",
       " 'eVector0_z',\n",
       " 'sigmaPCA1',\n",
       " 'sigmaPCA2',\n",
       " 'sigmaPCA3',\n",
       " 'id_probabilities',\n",
       " 'vertices_indexes',\n",
       " 'vertices_x',\n",
       " 'vertices_y',\n",
       " 'vertices_z',\n",
       " 'vertices_time',\n",
       " 'vertices_timeErr',\n",
       " 'vertices_energy',\n",
       " 'vertices_correctedEnergy',\n",
       " 'vertices_correctedEnergyUncertainty',\n",
       " 'vertices_multiplicity',\n",
       " 'layer_cluster_seed']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tracksters.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Array [16, 91, 146, ... 121376, 121582] type='3101 * int32'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tracksters[\"layer_cluster_seed\"].array()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2764"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(trackstersMerged[\"vertices_indexes\"].array()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3101"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tracksters[\"vertices_indexes\"].array()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NTracksters: [3101, 2497, 3153, 3250, 3696, 3713, 2729, 2715, 2409, 2304]\n",
      "NTrackstersMerged: [34, 34, 34, 34, 34, 34, 34, 34, 34, 34]\n",
      "NSimTracksters: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "print(\"NTracksters:\", tracksters[\"NTracksters\"].array())\n",
    "print(\"NTrackstersMerged:\", trackstersMerged[\"NTracksters\"].array())\n",
    "print(\"NSimTracksters:\", simtracksters[\"stsSC_NTracksters\"].array())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusters = uproot.open({file_path: \"ticlNtuplizer/clusters\"})\n",
    "clusters_x = clusters[\"position_x\"].array()\n",
    "clusters_y = clusters[\"position_y\"].array()\n",
    "clusters_z = clusters[\"position_z\"].array()\n",
    "clusters_e = clusters[\"energy\"].array()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['seedID',\n",
       " 'energy',\n",
       " 'correctedEnergy',\n",
       " 'correctedEnergyUncertainty',\n",
       " 'position_x',\n",
       " 'position_y',\n",
       " 'position_z',\n",
       " 'position_eta',\n",
       " 'position_phi',\n",
       " 'cluster_layer_id',\n",
       " 'cluster_type',\n",
       " 'cluster_time',\n",
       " 'cluster_timeErr',\n",
       " 'cluster_local_density',\n",
       " 'cluster_radius',\n",
       " 'cluster_number_of_hits']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters.keys()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Array [[1.53, 1.94, 1.34, ... 5.11, 2.25]] type='10 * var * float32'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters[\"cluster_radius\"].array()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "eid = 0\n",
    "\n",
    "vi = trackstersMerged[\"vertices_indexes\"].array()[eid]\n",
    "# vi = simtracksters[\"stsSC_vertices_indexes\"].array()[0:eid]\n",
    "\n",
    "# only take one endcap\n",
    "vz = ak.Array([clusters_z[eid][indices] for indices in vi])\n",
    "# tdx = vz > 0\n",
    "\n",
    "vx = ak.Array([clusters_x[eid][indices] for indices in vi])\n",
    "vy = ak.Array([clusters_y[eid][indices] for indices in vi])\n",
    "ve = ak.Array([clusters_e[eid][indices] for indices in vi])\n",
    "\n",
    "vzm = vz\n",
    "# vzm = [apply_map(trk, z_map) for trk in vz]\n",
    "\n",
    "xlim, ylim, zlim = get_event_window(vx, vy, vzm, ve)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Array [-322, -323, -325, ... -328, -329, -331] type='7 * float64'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vz[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax1 = fig.add_subplot(111, projection='3d')\n",
    "ax1.set_xlim(xlim)\n",
    "ax1.set_ylim(ylim)\n",
    "ax1.set_zlim(zlim)\n",
    "ax1.set_xlabel(\"x (cm)\")\n",
    "ax1.set_ylabel(\"y (cm)\")\n",
    "# ax1.set_zlabel(\"detector layer\")\n",
    "ax1.set_zlabel(\"z (cm)\")\n",
    "# plt.axis('off')\n",
    "\n",
    "for x, y, z, e in zip(vx, vy, vzm, ve):\n",
    "    ax1.scatter(x, y, z, s=e)\n",
    "\n",
    "# ax1.set_title(f\"Front view: reconstruction layer-clusters ({len(vx)})\")\n",
    "# ax1.view_init(0, 180, \"x\")\n",
    "\n",
    "ax1.get_yaxis().set_ticks([])\n",
    "ax1.get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpretation\n",
    "\n",
    "I got a single particle and a lot of mess in the reco data.\n",
    "\n",
    "I only care about the reconstruction quality of this single particle.\n",
    "\n",
    "How do I know which particle is interesting to me?\n",
    "\n",
    "I only care about the neighbourhood of this particular trackster?\n",
    "\n",
    "I could do \"min-max\" on x,y,z coordinates of the sim-trackster and construct a prism / cone / frustum of all reco-tracksters with a barycentre inside of it.\n",
    "\n",
    "Let's have a look at an usual profile of a pion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "svi = simtracksters[\"stsSC_vertices_indexes\"].array()[eid]\n",
    "\n",
    "svz = ak.Array([clusters_z[eid][indices] for indices in svi])\n",
    "svx = ak.Array([clusters_x[eid][indices] for indices in svi])\n",
    "svy = ak.Array([clusters_y[eid][indices] for indices in svi])\n",
    "sve = ak.Array([clusters_e[eid][indices] for indices in svi])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tid = 0\n",
    "\n",
    "plt.title(\"X coordinate\")\n",
    "plt.hist(svx[tid], bins=20, edgecolor=\"lightblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Y coordinate\")\n",
    "plt.hist(svy[tid], bins=20, edgecolor=\"lightblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANZFtXYHgJZUXuOoyvH4tYzHcVQV2UYllTWKdB1/2RhXpOLauJrbRcAvx9qnG7vP1of9Gc1FwMAJo7zG0YodP8o0ZeG4JO3bc7DeWSIkDU/uxIcyWky9+3Qj9tn6sD+juQgYOGFUOR4ZSTmrClRUWmm17VMT2mr0Bd1V5Xj4QEaLCdQ+zf4MGwgYOOEUlVbq+wMVrd0NwBr2aQQjLvIEAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHV+BYyioiJlZWVpwIABGjx4sKZPn66qqipJUmFhocaMGaOzzz5bl156qT7//POAdBgAAAS/RgcMY4yysrJUUVGhhQsX6umnn9bHH3+smTNnyhij8ePHq2PHjlq6dKmuuOIKTZgwQXv37g1k3wEAQJBq9I22duzYodzcXH3xxRfq2LGjJCkrK0uPPfaY/uu//kuFhYVavHix4uLi1KNHD/3jH//Q0qVLdc899wSs8wAAIDg1OmAkJSXpxRdf9IaLOmVlZdqwYYN69+6tuLg47/TMzEzl5ubW26bjOHIcx78eh4C6msKxtsOFWp2eFuinx3HkOKFxaVOgt0cwbotQ22cbciKO4eHCbTyPJ5jq9KcPjQ4Yp5xyigYPHuz92+PxKCcnR//5n/+p4uJiderUyWf+Dh06aN++ffW2mZeX1+iOhqKNGze2dhdaRKjUWRXZRopLCug6tublKcZTE9B12BLo7RHM2yJU9tmGnMhjeLhwGc+GhFqdTX4WyYwZM/Tdd9/pjTfe0Msvv6zo6Gif96Ojo1VdXV1vG2632+eoR7hwHEcbN25UamqqXK7wfVBQqNVZUlnTrKdLNkaK263Etm0Cug5bAr09gnFbhNo+25ATcQwPF27jeTzBVGd5eXmjDw40KWDMmDFDr7zyip5++mm53W7FxMSopKTEZ57q6mq1bdu23nZcLlerb6xACvf66oRKnZEuTwusIzS2hRT47RHM2yJU9tmGnMhjeLhwGc+GBEOd/qzf75Nr06ZN00svvaQZM2Zo+PDhkqRTTz1V+/fv95lv//79R502AQAAJwa/AsacOXO0ePFiPfXUU7rsssu809PT0/Xtt9+qsrLSO239+vVKT0+311MAABAyGh0w8vPzlZ2drdtvv12ZmZkqLi72vgYMGKDOnTtrypQp2rZtm55//nl98803uuaaawLZdwAAEKQafQ3GRx99JMdxNHfuXM2dO9fnva1btyo7O1t/+MMfdPXVV+uMM87Qs88+q9NPP916hwEAQPBrdMC44447dMcddxz3/TPOOEM5OTlWOgUAAEJb8N5BBQAAhCwCBgAAsI6AAQAArCNgAAAA65p8q3AAqM+hqtqAtBvjilRcm/C/ayMQ6ggYAKw6OTZKHo/Rl/tKAtJ+hKThyZ0IGUCQI2AAsCo2OkqRkRHKWVWgotLKhhfww6kJbTX6gu6qcjwEDCDIETAABERRaaW+P1DR2t0A0Eq4yBMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYx508AYsC8YAvHu4FIBQRMAALAvmALx7uBSAUETAACwL1gC8e7gUgVBEwAIt4wBcA/IyLPAEAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWNTlgVFdXa+TIkVqzZo132iOPPKKUlBSfV05OjpWOAgCA0BHVlIWqqqo0adIkbdu2zWd6fn6+Jk2apKuuuso7LT4+vnk9BAAAIcfvIxjbt2/Xr3/9a+3evfuo9/Lz89W7d28lJSV5X7GxsVY6CgAAQoffAWPt2rUaOHCglixZ4jO9rKxMRUVF6tatm62+AQCAEOX3KZIbbrjhmNPz8/MVERGh5557Tp9++qkSExN1yy23+JwuOZLjOHIcx98uBL26msKxtsOFWp2eEOnnsXgcR45j95rsE3F71LfPltc4qnY8ze7bsUS7IhXXxmW93UCPYSD2O5tC7TOoqYKpTn/60KRrMI5lx44dioiIUHJyskaPHq1169Zp6tSpio+P10UXXXTMZfLy8mytPiht3LixtbvQIkKlzqrINlJcUmt3o0m25uUpxlNjtc0TeXscuc/WRri0JzZJEZGB+TI1Ho+6VhQrytj9ggj0GAZivwuEUPkMaq5Qq9NawLjyyis1dOhQJSYmSpJ69uypnTt3atGiRccNGG63W3Fxcba6EDQcx9HGjRuVmpoql8v+v1qCRajVWVJZo317DrZ2N5okxe1WYts2Vts8EbfH8fbZksoafb/noHJWFaiotNJmV3VqQluNvqC7zkzpGXJjGIj9zqZQ+wxqqmCqs7y8vNEHB6wFjIiICG+4qJOcnKzVq1cfdxmXy9XqGyuQwr2+OqFSZ6QrMIe/W0JkALbxibw9jtxn67ZFUWmlvj9Q0ez+HUsojmEg+hwIofIZ1FzBUKc/67d2PHDWrFkaM2aMz7QtW7YoOTnZ1ioAAECIsBYwhg4dqnXr1mn+/PnavXu3XnvtNS1btkxjx461tQoAABAirAWMtLQ0zZo1S2+//bZGjhypV199VU8++aQyMjJsrQIAAISIZl2DsXXrVp+/hw0bpmHDhjWrQwAAIPQF7w+cAQBAyCJgAAAA6wgYAADAOgIGAACwjoABAACss3YnT8Cm8hpHVZYfPHWoqtZqewCA4yNgIOiU1zhaseNHmdbuCACgyQgYCDpVjkdGsv7gqV5dTtGlmV2stQcAOD4CBoKW7QdPdUpoa60tAED9uMgTAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdVGt3QEADTtUVRsSbQJAHQIGEMROjo2Sx2P05b6S1u4KAPiFgAEEsdjoKEVGRihnVYGKSiuttt2ryym6NLOL1TYBoA4BAwgBRaWV+v5AhdU2OyW0tdoeAByOizwBAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHVNDhjV1dUaOXKk1qxZ451WWFioMWPG6Oyzz9all16qzz//3EonAQBAaGlSwKiqqtLEiRO1bds27zRjjMaPH6+OHTtq6dKluuKKKzRhwgTt3bvXWmcBAEBo8Ps+GNu3b9ekSZNkjPGZvnr1ahUWFmrx4sWKi4tTjx499I9//ENLly7VPffcY63DAAAg+Pl9BGPt2rUaOHCglixZ4jN9w4YN6t27t+Li4rzTMjMzlZub2+xOAgCA0OL3EYwbbrjhmNOLi4vVqVMnn2kdOnTQvn37jtuW4zhyHMffLgS9upqCpbbyGkfVjsd6u1ERPx/Fsl2nJ0i2G4KXx3HkOP6f4T3e/5stsc81tc8NtRlIgeizZO8zyePxqCqyjX4qr1JkZKSiXZGKa+Oy0MPgEkzfKf70wdqtwisqKhQdHe0zLTo6WtXV1cddJi8vz9bqg9LGjRtbuwuqjXBpT2ySIiLtf0gYj0ddI1zW66yKbCPFJVltE+Fla16eYjw1TV7+yH22Jfa55vb5WALd70D02fpnUlyS9u0tlfT/P5MqihVlWv+LOBCC4TvFH9YCRkxMjEpKSnymVVdXq23b4z/vwO12+5xSCReO42jjxo1KTU2Vy9W6abqkskbf7zlo/WFZpya01egLusuJiFRG395W6yyprNG+PQettYfwk+J2K7FtG7+XO97/my2xzzW1z/UJdL8D1edAfiadmdLTep9bWzB9p5SXlzf64IC1gHHqqadq+/btPtP2799/1GmTw7lcrlbfWIEUDPVFun4+DBmIh2XVsV1nXZ+B44ls5j535D7bEvtcc/t87DYD2+9A9jlQn0mB6HOwCIbvFH/Wb+24eXp6ur799ltVVv47ka5fv17p6em2VgEAAEKEtYAxYMAAde7cWVOmTNG2bdv0/PPP65tvvtE111xjaxUAACBEWAsYLpdL2dnZKi4u1tVXX62//vWvevbZZ3X66afbWgUAAAgRzboGY+vWrT5/n3HGGcrJyWlWhwAAQOjjYWcAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDprd/IEAKC1HaqqDUi7MWH6ILVAImAAAELeybFR8niMvtxXEpD2IyQNT+5EyPADAQMAEPJio6MUGRlh/SFq0r8fpFbleAgYfiBgAADCRiAf7Aj/cJEnAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI47eaJZaiKiVFJZo0iXx1qbgXpYEcJHU/cRj+OoKrLNUfss+xxgHwEDTVL3YKEDse20as/B1u4OThBWHmgVl6R97LNAwBEw0CSBfLBQry6n6NLMLlbbRHgI1H7HPgfYR8BAswTiwUKdEtpabQ/hx/Z+xz4H2MdFngAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA67uQJAC0gEA9U4yFtCGYEDAAIICsPaANCEAEDAAKIBwPiREXAAIAWwIMBcaLhIk8AAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWEfAAAAA1hEwAACAdQQMAABgHQEDAABYR8AAAADWETAAAIB1BAwAAGAdAQMAAFhHwAAAANYRMAAAgHUEDAAAYB0BAwAAWGc1YHz44YdKSUnxeWVlZdlcBQAACAFRNhvbvn27hg4dqmnTpnmnxcTE2FwFAAAIAVYDRn5+vtxut5KSkmw2CwAAQozVUyT5+fnq1q2bzSYBAEAIsnYEwxijgoICff7555o3b54cx9GIESOUlZWl6OjoYy7jOI4cx7HVBa/yGkfVjsd6u9GuSMW1cTU4X11NgajNX54g6AOA0ORxHDmO3d8ChPJnUiC2R2ME03eKP32wFjD27t2riooKRUdHa+bMmdqzZ48eeeQRVVZW6sEHHzzmMnl5ebZW71Ub4dKe2CRFRNrfCYzHo64VxYoyjdvAGzdutN4Hf1VFtpHiOGUFwH9b8/IU46mx2mYofyYFYnv4Ixi+U/xhLWB06dJFa9asUUJCgiIiItSrVy95PB79/ve/15QpU+RyHf0vf7fbrbi4OFtdkCSVVNbo+z0HlbOqQEWlldbaPTWhrUZf0F1npvRUYts29c7rOI42btyo1NTUY9bdkkoqa7Rvz8FW7QOA0JTidjf4eeevUP5MCsT2aIxg+k4pLy9v9MEBqxd5JiYm+vzdo0cPVVVVqbS0VO3btz9qfpfLZX1jRbp+PjVSVFqp7w9UWG375/Yb3+dA1Oevuu0BAP7y5/Ou8W2G7mdSILaHP4LhO8Wf9Vs7j/DZZ59p4MCBqqj495f65s2blZiYeMxwAQAAwpe1gJGRkaGYmBg9+OCD2rFjh1atWqXHH39ct912m61VAACAEGHtFEl8fLzmz5+vv/zlL/rVr36lk046Sddffz0BAwCAE5DVazDOOussvfTSSzabBAAAIYiHnQEAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA66z+iuREcKiqtsF5PI6jqsg2KqmsafRd62Ia+SA1AEDraMznv788xigyIqL+eZrwnSK1/vcKAaORTo6Nksdj9OW+ksYtEJfk1/32IyQNT+5EyACAIOP3578fPB6jyMj6A4Ykv79TpNb/XiFgNFJsdJQiIyOsP0RN+veD1KocDwEDAIJMoD7/e3U5RZdmdgnb7xUChp8C9RA1AEBws/353ymhbUDaDRZc5AkAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACs406eQSQQD9IJRJsAADSEgBEEAvkgHQAAWgMBIwgE8kFqdQ/TAQCgJREwgkggHnhT9zAdAABaEhd5AgAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACsI2AAAADrCBgAAMA6AgYAALDOasCoqqrSAw88oP79++v888/XggULbDYPAABCRJTNxh5//HFt2rRJr7zyivbu3av7779fp59+ukaMGGFzNQAAIMhZCxjl5eV6/fXX9cILL6hPnz7q06ePtm3bpoULFxIwAAA4wVg7RbJlyxbV1tYqIyPDOy0zM1MbNmyQx+OxtRoAABACrB3BKC4uVrt27RQdHe2d1rFjR1VVVamkpETt27f3Tq8LHP/617/kOI6tLkiSKqprFe1UK/20WHWNt3eJSfcO0QFpN1Tbps8t0zZ9bpm2Q7HPgWy7Q3yMop1qHSgpVUUbl7V2Jam8xmEMA9yu9O8xrPhXmaJq7F0NUVlZKUmNOnAQYYwxNla6bNkyzZo1Sx9//LF3WmFhoYYNG6ZVq1bptNNO804/cOCAdu7caWO1AACghXXr1k0dOnSodx5rsSYmJkbV1dU+0+r+btu2rc/0hIQEdevWTTExMYqM5JeyAACEAo/Ho6qqKiUkJDQ4r7WAceqpp+rgwYOqra1VVNTPzRYXF6tt27Y65ZRTfFcaFdVg8gEAAMEnPj6+UfNZO3zQq1cvRUVFKTc31ztt/fr1Sk1N5SgFAAAnGGvf/LGxsbryyiv1xz/+Ud98841WrlypBQsW6Oabb7a1CgAAECKsXeQpSRUVFfrjH/+oDz74QPHx8br11ls1ZswYW80DAIAQYfXcRWxsrB577DF9/fXX+uyzz8IyXOzatUu33nqrMjIyNGTIEL344ove93Jzc3X99dcrIyNDw4cP1+uvv+6z7KhRo5SSkuLzysvLa+kSGqW+Oj/77DONGjVKaWlpGjVqlFatWuWz7N///neNHDlS6enpuvnmm1VYWNjS3W+05tQZKuNZX411Dh06pMGDB+vNN9/0mb58+XINGzZM6enpGj9+vH766aeW6rbfmlNn//79jxrLf/3rXy3Vdb/UV+cjjzxyVB05OTne98NlPBuqM1zGc+/evbr99tuVnp6uiy66SO+++67PskE/ngaN5jiOufjii82kSZNMQUGB+eSTT0y/fv3MX//6V/Pjjz+a/v37myeffNIUFBSY5cuXm9TUVPPxxx8bY4ypra01qampZu3atebHH3/0vmpqalq3qGOor86dO3eatLQ089JLL5ndu3ebBQsWmD59+pjCwkJjjDHff/+9Ofvss838+fNNXl6euffee83IkSONx+Np5aqO1pw6Q2U866vxcFOnTjVut9ssXbrUO23Dhg0mLS3NvPXWW2bz5s1m9OjR5o477mjpEhqlOXXu27fPuN1us3v3bp+xDLV91hhjxowZY+bNm+dTR3l5uTEmvMazvjrDZTxramrMyJEjzZ133mny8/PNokWLTJ8+fczWrVuNMaExngQMPxQVFZl7773XHDp0yDtt/Pjx5uGHHzavvfaaGTFihM/8U6dONRMnTjTGGLNz507Ts2dPU1lZ2aJ9bor66ly9erV55JFHfOY/55xzzDvvvGOMMWbmzJlm9OjR3vfKy8tNRkaGWb16dct03g/NqTNUxrO+GuusW7fOXHTRRWbQoEE+X7y///3vzf333+/9e+/evSYlJcXs3r27Rfruj+bU+cUXX5hBgwa1ZHebrKE6Bw8ebD777LNjLhtO41lfneEynitXrjSZmZk+7911111m8eLFxpjQGE9+3uGHTp06aebMmYqPj5cxRuvXr9e6des0YMAADR48WNOnTz9qmbKyMknS9u3b1blzZ8XExLR0t/1WX50DBw7UH/7wB0lSTU2NXn/9dVVXVystLU2StGHDBvXv39/bVmxsrPr06ePz66Jg0Zw6Q2U866tR+vleNVOnTtVDDz3kcxde6eix7Ny5s04//XRt2LChRWtojObUuX37dnXv3r01uu23+uosKytTUVGRunXrdsxlw2U8G6ozXMZz7dq1Ovfcc31+Epqdna3rrrtOUmiMp9WnqZ5ILrzwQu3du1dDhw7V8OHD5XK51LVrV+/7Bw4c0DvvvKN77rlHkpSfn682bdpo3Lhx2rRpk7p376777rvP+4UVrI6ss86uXbt0ySWXyHEcTZo0yVt7cXGxOnXq5NNGhw4dtG/fvhbtt7/8rTMUx/NYNT733HPq3bu3zj///KPm//HHH8NmLOurMz8/XxUVFbrppptUUFCgXr166YEHHgj6L6kj69y0aZMiIiL03HPP6dNPP1ViYqJuueUWXXXVVZLCZzwbqjNcxnP58uXq0qWLnnjiCb399ttq166dsrKyNGzYMEmhMZ4cwWii2bNn67nnntPmzZuPOnJRWVmpe+65Rx07dvSmzYKCApWWluraa6/V888/rx49eui3v/2tfvjhh9bofqMdr8727dvrjTfe0EMPPaRnnnlGK1askPTzL4mO/BdidHT0UXd5DTb+1hmK43lkjdu3b9fixYs1ZcqUY85fWVkZFmPZUJ07duxQaWmp7rrrLmVnZ6tt27YaM2aM9+hjsDqyzh07digiIkLJycl6/vnnde2112rq1Kn68MMPJYXPeDZUZ7iMZ3l5ud566y3985//1HPPPacrr7xSWVlZ2rhxo6QQGc/WOzsTHt577z3Tp08fU1VVZYwxpqyszNx8883m3HPPNQUFBd75ampqfM6leTweM3LkSDN37tyW7nKTHFnn4f70pz95r7u49NJLzWuvvebz/r333mumTZvWIv1srsbWGcrjWVfjr3/9a7No0SLv9KFDh/pcm5Cenm5WrVrls+w111xjFixY0GJ9bY7G1llVVWXKysq8f1dWVpqBAwcedYFosDp8nz148KDPe3/+85/NLbfcYowJn/FsqM5wGc+bbrrJ/PKXvzSO43jfu+uuu8yDDz5ojAmN8eQIhh/279+vlStX+kw788wzVVNTo7KyMpWVlenWW2/Vtm3b9Morr/icI4yKivI5l1aXwIuKilqq+41WX525ubn68ssvfd7r0aOHDh48KOnnW8bv37//qPaSkpIC2+kmaE6doTKeDdX42GOPKSMjQxkZGdq7d68efvhh3XbbbZLCayzrqzM6OlonnXSSd7mYmBh17do16MZSavgzKDEx0ee9w/fJcBnPhuoMl/Hs0qWLunXr5nMn7O7du3uPkobCeBIw/LBnzx5NmDDBZ0fdtGmT2rdvr8TERE2YMEF79uzRq6++qrPOOstn2Ztuuklz5szx/u3xeLR161YlJye3WP8bq746c3Nz9eCDD8ocdn+2b7/91ltHenq61q9f732voqJC3333ndLT01uugEZqTp2hMp7HqzEhIUEffPCBli1b5n116tRJWVlZevTRRyUdPZY//PCDfvjhh5Aay4bqNMZo2LBhPvfFKC8v165du4JuLKX699lXX331qHsPbdmy5bj/b4bieDZUZziNZ3p6urZt2ybHcbzv5efnq0uXLpJCZDxb9wBKaKmtrTVXX321GTt2rNm2bZv55JNPzHnnnWdefvlls2TJEtOzZ0/z8ccf+/z2uu5Q3oIFC0xmZqZZuXKlyc/PNw8//LA577zzfA6zB4v66vzhhx9Mv379zOOPP24KCgpMTk6O6dOnj9m0aZMxxpjCwkKTmppq5s2b570PxuWXXx6Uv0FvTp2hMp711XikI08dfPXVV6ZPnz7mf//3f72/sx83blxLdr/RmlPntGnTzJAhQ8zq1atNXl6eGT9+vBk5cqSpra1tyRIapb46N2zYYHr37m1efPFFs2vXLrNw4ULTt29f89VXXxljwmc8G6ozXMbz0KFD5vzzzzdTp041O3fuNDk5OaZ3797ez6BQGE8Chp/27dtnxo8fb/r162cGDRpk5s6dazwejxk7dqxxu91HverO2Xs8HjN37lwzZMgQ07dvX3PjjTd6b5gSjI5XpzHGfP311+baa681aWlp5pJLLjErV670WfaTTz4xF198sUlLSzO//e1vg+p32Udqap2hNJ711Xi4I794jTFm6dKl5oILLjBnn322GT9+vPnpp59aqtt+a2qdlZWVZvr06WbQoEEmPT3djBs3zuzdu7clu+6X+ur88MMPzeWXX25SU1PNiBEjzIoVK3yWDZfxrK/OcBrPbdu2mRtvvNH07dvXXHzxxSE3nlafRQIAACBxDQYAAAgAAgYAALCOgAEAAKwjYAAAAOsIGAAAwDoCBgAAsI6AAQAArCNgAAAA6wgYAADAOgIGAACwjoABAACs+3+x1UJu9QLbvwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Z coordinate\")\n",
    "plt.hist(svz[tid], bins=20, edgecolor=\"lightblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute average X and Y per layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_z = list(sorted(set(svz[tid])))\n",
    "\n",
    "x_coords = {z: [] for z in all_z}\n",
    "y_coords = {z: [] for z in all_z}\n",
    "layer_e = {z: [] for z in all_z}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for x, y, z, e in zip(svx[tid], svy[tid], svz[tid], sve[tid]):\n",
    "    x_coords[z].append(x)   \n",
    "    y_coords[z].append(y)\n",
    "    layer_e[z].append(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_avg = []\n",
    "y_avg = []\n",
    "e_sum = []\n",
    "\n",
    "for z in all_z:\n",
    "    x_avg.append(np.mean(x_coords[z]))  # should weight by energy and multiplicity here\n",
    "    y_avg.append(np.mean(y_coords[z]))  # should weight by energy and multiplicity here\n",
    "    e_sum.append(np.sum(layer_e[z]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x_avg, y_avg, all_z, s=np.array(e_sum)*10)\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_zlabel(\"z\")\n",
    "\n",
    "# ax.view_init(45, 45, \"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot deviation from the layer mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_dev = []\n",
    "y_dev = []\n",
    "\n",
    "for i, z in enumerate(all_z):\n",
    "    xm = x_avg[i]\n",
    "    ym = y_avg[i]\n",
    "    x_dev += [abs(xm - x) for x in x_coords[z]]\n",
    "    y_dev += [abs(ym - y) for y in y_coords[z]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"X deviation from LC mean\")\n",
    "plt.hist(x_dev, bins=20, edgecolor=\"lightblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Y deviation from LC mean\")\n",
    "plt.hist(y_dev, bins=20, edgecolor=\"lightblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot everything within a cylinder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "vi = trackstersMerged[\"vertices_indexes\"].array()[eid]\n",
    "vx = ak.Array([clusters_x[eid][indices] for indices in vi])\n",
    "vy = ak.Array([clusters_y[eid][indices] for indices in vi])\n",
    "vz = ak.Array([clusters_z[eid][indices] for indices in vi])\n",
    "ve = ak.Array([clusters_e[eid][indices] for indices in vi])\n",
    "\n",
    "bx = trackstersMerged[\"barycenter_x\"].array()[eid]\n",
    "by = trackstersMerged[\"barycenter_y\"].array()[eid]\n",
    "bz = trackstersMerged[\"barycenter_z\"].array()[eid]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_zlabel(\"z\")\n",
    "\n",
    "for tx, ty, tz, te, tbx, tby, tbz in zip(vx, vy, vz, ve, bx, by, bz):\n",
    "    plot = False\n",
    "    # find closest layer to the barycenter\n",
    "    # bl = np.argmin(np.array(all_z) < bz)\n",
    "\n",
    "    for x, y, zm, e in zip(tx, ty, tz, te):\n",
    "        if zm not in x_coords:\n",
    "            continue\n",
    "        xm = np.mean(x_coords[zm])\n",
    "        ym = np.mean(y_coords[zm])\n",
    "        dst = np.sqrt((xm - x)**2 + (ym - y)**2)\n",
    "        if dst < 10:\n",
    "            plot = True\n",
    "            break\n",
    "    if plot:\n",
    "        ax.scatter(tx, ty, tz, s=te*2)\n",
    "\n",
    "# ax.scatter(x_avg, y_avg, all_z, s=np.array(e_sum))\n",
    "# ax.view_init(45, 45, \"x\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selection\n",
    "\n",
    "select a trackster having at least 50% of the simtrackster energy an is above 10GeV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total tracksters: 2764, above 10 GeV: 347, non-zero shared energy:\n",
      "\tsimE: 128.992\trecoE: 152.154\tshared: 97.872\tscore: 0.0322\n",
      "total tracksters: 2247, above 10 GeV: 259, non-zero shared energy:\n",
      "\tsimE: 323.814\trecoE: 301.986\tshared: 293.190\tscore: 0.0002\n",
      "\tsimE: 323.814\trecoE: 2.026\tshared: 1.776\tscore: 0.0095\n",
      "\tsimE: 323.814\trecoE: 1.546\tshared: 1.173\tscore: 0.1395\n",
      "\tsimE: 323.814\trecoE: 6.903\tshared: 4.287\tscore: 0.2170\n",
      "\tsimE: 323.814\trecoE: 4.341\tshared: 1.871\tscore: 0.2814\n",
      "\tsimE: 323.814\trecoE: 0.883\tshared: 0.538\tscore: 0.0943\n",
      "total tracksters: 2802, above 10 GeV: 351, non-zero shared energy:\n",
      "\tsimE: 385.574\trecoE: 366.656\tshared: 360.467\tscore: 0.0001\n",
      "total tracksters: 2874, above 10 GeV: 368, non-zero shared energy:\n",
      "\tsimE: 565.404\trecoE: 543.296\tshared: 535.234\tscore: 0.0001\n",
      "total tracksters: 3253, above 10 GeV: 458, non-zero shared energy:\n",
      "\tsimE: 39.188\trecoE: 37.194\tshared: 33.533\tscore: 0.0040\n",
      "total tracksters: 3253, above 10 GeV: 439, non-zero shared energy:\n",
      "\tsimE: 478.494\trecoE: 454.572\tshared: 450.240\tscore: 0.0000\n",
      "\tsimE: 478.494\trecoE: 1.009\tshared: 1.009\tscore: 0.0000\n",
      "total tracksters: 2456, above 10 GeV: 317, non-zero shared energy:\n",
      "total tracksters: 2449, above 10 GeV: 271, non-zero shared energy:\n",
      "\tsimE: 94.557\trecoE: 87.312\tshared: 85.827\tscore: 0.0003\n",
      "total tracksters: 2174, above 10 GeV: 228, non-zero shared energy:\n",
      "\tsimE: 344.677\trecoE: 324.825\tshared: 312.257\tscore: 0.0004\n",
      "\tsimE: 344.677\trecoE: 1.005\tshared: 0.475\tscore: 0.2651\n",
      "\tsimE: 344.677\trecoE: 1.966\tshared: 1.552\tscore: 0.0540\n",
      "\tsimE: 344.677\trecoE: 1.644\tshared: 1.341\tscore: 0.0158\n",
      "total tracksters: 2101, above 10 GeV: 212, non-zero shared energy:\n",
      "\tsimE: 69.491\trecoE: 65.502\tshared: 64.211\tscore: 0.0002\n",
      "18\n"
     ]
    }
   ],
   "source": [
    "scores_above_50 = []\n",
    "scores_below_50 = []\n",
    "shared_dists = []\n",
    "shared_dist_reco = []\n",
    "\n",
    "\n",
    "total = 0\n",
    "for eid in range(ev_per_file):\n",
    "    raw_energy = trackstersMerged[\"raw_energy\"].array()[eid]\n",
    "    sim_raw_energy = simtracksters[\"stsSC_raw_energy\"].array()[eid]\n",
    "    print(f\"total tracksters: {len(raw_energy)}, above 10 GeV: {sum(raw_energy > 10)}, non-zero shared energy:\")\n",
    "\n",
    "    reco2sim_index = np.array(associations[\"Mergetstracksters_recoToSim_SC\"].array()[eid])\n",
    "    reco2sim_shared = np.array(associations[\"Mergetstracksters_recoToSim_SC_sharedE\"].array()[eid])\n",
    "    reco2sim_score = np.array(associations[\"Mergetstracksters_recoToSim_SC_score\"].array()[eid])\n",
    "\n",
    "    # for each reco trackster\n",
    "    for recoT_idx, (sim_indexes, shared_energies, scores) in enumerate(zip(reco2sim_index, reco2sim_shared, reco2sim_score)):\n",
    "        # get the shared energy with all simm tracksters\n",
    "        for simT_idx, shared_energy, score in zip(sim_indexes, shared_energies, scores):\n",
    "            rt_e = raw_energy[recoT_idx]\n",
    "            if shared_energy > 0 and score < 0.3:\n",
    "                st_e = sim_raw_energy[simT_idx]\n",
    "                fr = shared_energy / st_e\n",
    "                if fr > 0.5:\n",
    "                    scores_above_50.append(score)\n",
    "                else:\n",
    "                    shared_dists.append(fr)\n",
    "                    shared_dist_reco.append(shared_energy / rt_e)\n",
    "                    scores_below_50.append(score)\n",
    "                total += 1\n",
    "                print(f\"\\tsimE: {st_e:.3f}\\trecoE: {rt_e:.3f}\\tshared: {shared_energy:.3f}\\tscore: {score:.4f}\")\n",
    "print(total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Trackster scores above 50% shared energy\")\n",
    "plt.hist(scores_above_50, bins=20, edgecolor=\"lightblue\")\n",
    "plt.xlabel(\"Ascociator score\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Tracksters below 50% shared energy (non-zero) scores below 0.2\")\n",
    "plt.hist(scores_below_50, bins=20, edgecolor=\"lightblue\")\n",
    "plt.xlabel(\"Ascociator score\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Sub 50% non-zero shared energy distribution below 0.2\")\n",
    "plt.hist(shared_dists, bins=20, edgecolor=\"lightblue\")\n",
    "plt.xlabel(\"shared energy of the simtrackster fraction\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Sub 50% non-zero shared energy distribution below 0.2\")\n",
    "plt.hist(shared_dist_reco, bins=20, edgecolor=\"lightblue\")\n",
    "plt.xlabel(\"shared energy of the reco fraction\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.6 ('ve': venv)",
   "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": "3.9.6 (default, Oct 18 2022, 12:41:40) \n[Clang 14.0.0 (clang-1400.0.29.202)]"
  },
  "vscode": {
   "interpreter": {
    "hash": "37c238d9819f69c2c770157eac01081978c120e64661e10d7fd52c4caf977dc9"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}