Data-MC.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/eos/home-a/antoniov/SWAN_projects/env/uproot/lib/python3.8/site-packages', '/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/python', '/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib', '', '/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages', '/cvmfs/sft.cern.ch/lcg/releases/Python/3.8.6-3199b/x86_64-centos7-gcc8-opt/lib/python38.zip', '/cvmfs/sft.cern.ch/lcg/releases/Python/3.8.6-3199b/x86_64-centos7-gcc8-opt/lib/python3.8', '/cvmfs/sft.cern.ch/lcg/releases/Python/3.8.6-3199b/x86_64-centos7-gcc8-opt/lib/python3.8/lib-dynload', '/eos/home-a/antoniov/SWAN_projects/env/uproot/lib/python3.8/site-packages', '/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages/IPython/extensions', '/scratch/antoniov/.ipython']\n",
      "numpy: 1.18.2\n",
      "joblib: 0.14.0\n",
      "sklearn: 0.23.2\n",
      "tensorflow: 2.3.1\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "#sys.path.insert(0,'/eos/home-a/antoniov/SWAN_projects/env/uproot4/lib/python3.7/site-packages')\n",
    "sys.path.insert(0,'/eos/home-a/antoniov/SWAN_projects/env/uproot/lib/python3.8/site-packages')\n",
    "print ( sys.path )\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "import mplhep\n",
    "from matplotlib.colors import LogNorm\n",
    "import joblib\n",
    "from joblib import dump, load\n",
    "\n",
    "print ( \"numpy: {}\".format(np.__version__) )\n",
    "print ( \"joblib: {}\".format(joblib.__version__) )\n",
    "\n",
    "import sklearn\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "print ( \"sklearn: {}\".format(sklearn.__version__) )\n",
    "print ( \"tensorflow: {}\".format(tf.__version__) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.22/06\n"
     ]
    }
   ],
   "source": [
    "# get_data, process_data, fiducial_cuts, fiducial_cuts_all, aperture_parametrisation, check_aperture\n",
    "from processing import *\n",
    "# efficiencies_2017\n",
    "from proton_efficiency import *\n",
    "\n",
    "#proton_selection = \"SingleRP\"\n",
    "proton_selection = \"MultiRP\"\n",
    "\n",
    "#data_periods = [ \"2017B\", \"2017C1\", \"2017C2\", \"2017D\", \"2017E\", \"2017F1\", \"2017F2\", \"2017F3\" ]\n",
    "data_periods = [ \"2017B\", \"2017C1\", \"2017E\", \"2017F1\" ]\n",
    "\n",
    "test_sample_ratio = 0.40\n",
    "\n",
    "run_tables = False\n",
    "\n",
    "run_random_experiments = False\n",
    "\n",
    "use_keras = True\n",
    "if use_keras:\n",
    "    #prob_cut = 0.410305\n",
    "    #prob_cut = 0.47243834\n",
    "    #prob_cut = 0.59358937\n",
    "    prob_cut = 0.50\n",
    "else:\n",
    "    prob_cut = 0.9693"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run_ranges_periods = {}\n",
    "# run_ranges_periods[ \"2017B\" ]  = (297020,299329)\n",
    "# run_ranges_periods[ \"2017C1\" ] = (299337,300785)\n",
    "# run_ranges_periods[ \"2017C2\" ] = (300806,302029)\n",
    "# run_ranges_periods[ \"2017D\" ]  = (302030,303434)\n",
    "# run_ranges_periods[ \"2017E\" ]  = (303435,304826)\n",
    "# run_ranges_periods[ \"2017F1\" ] = (304911,305114)\n",
    "# run_ranges_periods[ \"2017F2\" ] = (305178,305902)\n",
    "# run_ranges_periods[ \"2017F3\" ] = (305965,306462)\n",
    "# print ( run_ranges_periods )\n",
    "# run_=300000\n",
    "# df_run_ranges = pd.DataFrame( run_ranges_periods, index=(\"min\",\"max\") ).transpose()\n",
    "# df_run_ranges.index[ ( df_run_ranges[\"min\"] <= run_ ) & ( df_run_ranges[\"max\"] >= run_ ) ].tolist()\n",
    "\n",
    "# f_data_period_ = lambda x: df_run_ranges.index[ ( df_run_ranges[\"min\"] <= x ) & ( df_run_ranges[\"max\"] >= x ) ].tolist()\n",
    "\n",
    "# aperture_period_map = {\n",
    "#     \"2016_preTS2\"  : \"2016_preTS2\",\n",
    "#     \"2016_postTS2\" : \"2016_postTS2\",\n",
    "#     \"2017B\"        : \"2017_preTS2\",\n",
    "#     \"2017C1\"       : \"2017_preTS2\",\n",
    "#     \"2017C2\"       : \"2017_preTS2\",\n",
    "#     \"2017D\"        : \"2017_preTS2\",\n",
    "#     \"2017E\"        : \"2017_postTS2\",\n",
    "#     \"2017F1\"       : \"2017_postTS2\",\n",
    "#     \"2017F2\"       : \"2017_postTS2\",\n",
    "#     \"2017F3\"       : \"2017_postTS2\",\n",
    "#     \"2018\"         : \"2018\"\n",
    "# }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/eos/home-a/antoniov/SWAN_projects/env/uproot/lib/python3.8/site-packages/sklearn/base.py:329: UserWarning: Trying to unpickle estimator StandardScaler from version 0.24.1 when using version 0.23.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<tensorflow.python.keras.engine.sequential.Sequential object at 0x7ffa996adbb0>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-04-16 21:28:49.333604: W tensorflow/stream_executor/platform/default/dso_loader.cc:59] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /cvmfs/sft.cern.ch/lcg/releases/MCGenerators/thepeg/2.2.1-e93ca/x86_64-centos7-gcc8-opt/lib/ThePEG:/cvmfs/sft.cern.ch/lcg/releases/MCGenerators/herwig++/7.2.1-15d8b/x86_64-centos7-gcc8-opt/lib/Herwig:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages/torch/lib:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages/tensorflow:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages/tensorflow/contrib/tensor_forest:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib/python3.8/site-packages/tensorflow/python/framework:/cvmfs/sft.cern.ch/lcg/releases/java/8u222-884d8/x86_64-centos7-gcc8-opt/jre/lib/amd64:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib64:/cvmfs/sft.cern.ch/lcg/views/LCG_99/x86_64-centos7-gcc8-opt/lib:/cvmfs/sft.cern.ch/lcg/releases/gcc/8.3.0-cebb0/x86_64-centos7/lib:/cvmfs/sft.cern.ch/lcg/releases/gcc/8.3.0-cebb0/x86_64-centos7/lib64:/cvmfs/sft.cern.ch/lcg/releases/binutils/2.30-e5b21/x86_64-centos7/lib:/usr/local/lib/:/cvmfs/sft.cern.ch/lcg/releases/R/3.6.3-0846b/x86_64-centos7-gcc8-opt/lib64/R/library/readr/rcon\n",
      "2021-04-16 21:28:49.333644: W tensorflow/stream_executor/cuda/cuda_driver.cc:312] failed call to cuInit: UNKNOWN ERROR (303)\n",
      "2021-04-16 21:28:49.333687: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (e3004e89ac03): /proc/driver/nvidia/version does not exist\n",
      "2021-04-16 21:28:49.334418: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2021-04-16 21:28:49.347679: I tensorflow/core/platform/profile_utils/cpu_utils.cc:104] CPU Frequency: 2399750000 Hz\n",
      "2021-04-16 21:28:49.348914: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0xc327f50 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n",
      "2021-04-16 21:28:49.348943: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "\n",
    "scaler = None\n",
    "clf = None\n",
    "if use_keras:\n",
    "#     scaler_path = \"model/standard_scaler.joblib\"\n",
    "#     model_path = \"model/keras_model.h5\"\n",
    "#     scaler_path = \"model/standard_scaler_test-multiRP_2021_03_21-21_09_11.joblib\"\n",
    "#     model_path = \"model/keras_model_test-multiRP_2021_03_21-23_42_07.h5\"\n",
    "    scaler_path = \"model/standard_scaler_test-multiRP_2021_04_12-23_24_09.joblib\"\n",
    "    model_path = \"model/keras_model_test-multiRP_2021_04_13-01_34_15.h5\"\n",
    "    scaler = load( scaler_path )\n",
    "    clf = keras.models.load_model( model_path )\n",
    "else:\n",
    "    model_path = \"model/ada_clf.joblib\"\n",
    "#     model_path = \"model/adaboost_clf_test-Non3+3-Elatic+SingleDissociation-multiRP_2020_12_04-20_20_42.joblib\"\n",
    "    clf = load( model_path )\n",
    "print( clf )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Event selection and append classifier predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_events( df, clf=None, use_keras=False, scaler=None, prob_cut=-1. ):\n",
    "    msk1_ = ( ( df[\"Arm\"] == 0 ) & ( df.loc[ :, \"Xi\"] >= 0.050 ) )\n",
    "    msk2_ = ( ( df[\"Arm\"] == 1 ) & ( df.loc[ :, \"Xi\"] >= 0.060 ) )\n",
    "    msk_ = ( msk1_ | msk2_ )\n",
    "    df = df.loc[ msk_ ]\n",
    "\n",
    "    if clf:\n",
    "        variables_ = ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu']\n",
    "        X_ = df[ variables_ ]\n",
    "        y_proba = None\n",
    "        y_pred = None\n",
    "        if use_keras:\n",
    "            X_scaled_ = scaler.transform( X_ )\n",
    "            y_proba = np.array( clf.predict( X_scaled_ ) )\n",
    "            y_pred = np.array( ( y_proba >= prob_cut ) if prob_cut > 0. else np.full_like( y_proba, -1 ) ).astype( \"int32\" )\n",
    "        else:\n",
    "            y_proba = np.array( clf.predict_proba( X_ )[:,1] )\n",
    "            y_pred = np.array( ( y_proba >= prob_cut ) if prob_cut > 0. else clf.predict( X_ ) ).astype( \"int32\" )\n",
    "        df[ \"probability\" ] = y_proba\n",
    "        df[ \"category\" ] = y_pred\n",
    "        \n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021/04/16 21:28:49\n",
      "Total time elapsed: 0\n"
     ]
    }
   ],
   "source": [
    "# run_tables = True\n",
    "\n",
    "labels_signals = [\"Elastic\", \"SingleDissociation\"]\n",
    "\n",
    "fileNames_signals = {\n",
    "    'Elastic': [ 'output-MC2017-Elastic-Non3+3-PreSel.h5' ],\n",
    "    'SingleDissociation': [ 'output/output-MC2017-SingleDissociation-Non3+3-PreSel.h5' ]\n",
    "    }\n",
    "\n",
    "import time\n",
    "print( time.strftime(\"%Y/%m/%d %H:%M:%S\", time.localtime() ) )\n",
    "time_s_ = time.time()\n",
    "\n",
    "df_counts_signals = {}\n",
    "df_signals = {}\n",
    "\n",
    "for label in labels_signals:\n",
    "    if run_tables:\n",
    "        with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), complevel=5 ) as store_:\n",
    "\n",
    "            df_counts_signal_, df_signal_ = get_data( fileNames_signals[ label ] )\n",
    "            df_signal_ = process_data( df_signal_, proton_selection, min_mass = 110. )\n",
    "\n",
    "            store_[ \"counts\" ] = df_counts_signal_\n",
    "            store_[ \"df\" ] = df_signal_\n",
    "\n",
    "    with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), 'r' ) as store_:\n",
    "        df_counts_signals[ label ] = store_[ \"counts\" ]\n",
    "        df_signals[ label ] = store_[ \"df\" ]\n",
    "        \n",
    "time_e_ = time.time()\n",
    "print ( \"Total time elapsed: {:.0f}\".format( time_e_ - time_s_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Elastic': All        178402\n",
       " Muon       166756\n",
       " Vertex     149608\n",
       " Protons     91429\n",
       " dtype: int64, 'SingleDissociation': All        178174\n",
       " Muon       169697\n",
       " Vertex     158616\n",
       " Protons     56625\n",
       " dtype: int64}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_counts_signals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set aside test sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[28830, 19221, 28830, 19221]\n",
      "Run                       1.000000e+00\n",
      "LumiSection               1.004417e+03\n",
      "EventNum                  1.003923e+05\n",
      "Slice                     0.000000e+00\n",
      "CrossingAngle             1.335316e+02\n",
      "MultiRP                   1.000000e+00\n",
      "Arm                       4.798918e-01\n",
      "RPId1                     5.098918e+01\n",
      "RPId2                     7.098918e+01\n",
      "TrackX1                   5.360522e+00\n",
      "TrackY1                   8.681382e-01\n",
      "TrackX2                   5.378507e+00\n",
      "TrackY2                   9.039768e-01\n",
      "TrackThX_SingleRP        -9.990000e+02\n",
      "TrackThY_SingleRP        -9.990000e+02\n",
      "Track1ThX_MultiRP        -6.571191e-06\n",
      "Track1ThY_MultiRP         7.334872e-06\n",
      "Track2ThX_MultiRP        -7.935825e-06\n",
      "Track2ThY_MultiRP         6.452781e-06\n",
      "TrackPixShift_SingleRP   -1.000000e+00\n",
      "Track1PixShift_MultiRP    0.000000e+00\n",
      "Track2PixShift_MultiRP    0.000000e+00\n",
      "Xi                        5.838119e-02\n",
      "T                        -1.802354e-01\n",
      "ThX                       6.103922e-06\n",
      "ThY                       9.172004e-07\n",
      "Time                      0.000000e+00\n",
      "nVertices                 2.818027e+01\n",
      "PrimVertexZ               7.842554e-01\n",
      "Muon0Pt                   9.452153e+01\n",
      "Muon0Eta                  3.627895e-02\n",
      "Muon0Phi                 -8.237384e-03\n",
      "Muon0VtxZ                 7.843556e-01\n",
      "Muon1Pt                   9.137965e+01\n",
      "Muon1Eta                  4.893144e-02\n",
      "Muon1Phi                 -8.694190e-03\n",
      "Muon1VtxZ                 7.842579e-01\n",
      "InvMass                   2.399052e+02\n",
      "ExtraPfCands              2.595286e+00\n",
      "Acopl                     7.442024e-04\n",
      "XiMuMuPlus                3.373725e-02\n",
      "XiMuMuMinus               3.272669e-02\n",
      "XiMuMu                    5.833405e-02\n",
      "xlow                      2.199914e+00\n",
      "xhigh                     2.447125e+01\n",
      "ylow                     -9.906043e+00\n",
      "yhigh                     4.489957e+00\n",
      "dtype: float64\n",
      "[18355, 12238, 18355, 12238]\n",
      "Run                           1.000000\n",
      "LumiSection                 997.608106\n",
      "EventNum                  99711.387563\n",
      "Slice                         0.000000\n",
      "CrossingAngle               133.458081\n",
      "MultiRP                       1.000000\n",
      "Arm                           0.486027\n",
      "RPId1                        51.602713\n",
      "RPId2                        71.602713\n",
      "TrackX1                       5.583620\n",
      "TrackY1                       0.848510\n",
      "TrackX2                       5.602128\n",
      "TrackY2                       0.880963\n",
      "TrackThX_SingleRP          -999.000000\n",
      "TrackThY_SingleRP          -999.000000\n",
      "Track1ThX_MultiRP            -0.000006\n",
      "Track1ThY_MultiRP             0.000006\n",
      "Track2ThX_MultiRP            -0.000007\n",
      "Track2ThY_MultiRP             0.000005\n",
      "TrackPixShift_SingleRP       -1.000000\n",
      "Track1PixShift_MultiRP        0.000000\n",
      "Track2PixShift_MultiRP        0.000000\n",
      "Xi                            0.060763\n",
      "T                            -0.221781\n",
      "ThX                           0.000007\n",
      "ThY                           0.000003\n",
      "Time                          0.000000\n",
      "nVertices                    21.105818\n",
      "PrimVertexZ                   0.725254\n",
      "Muon0Pt                     104.116510\n",
      "Muon0Eta                      0.026648\n",
      "Muon0Phi                      0.015583\n",
      "Muon0VtxZ                     0.725240\n",
      "Muon1Pt                      91.697420\n",
      "Muon1Eta                      0.017932\n",
      "Muon1Phi                     -0.009906\n",
      "Muon1VtxZ                     0.725265\n",
      "InvMass                     252.480197\n",
      "ExtraPfCands                  1.974669\n",
      "Acopl                         0.050186\n",
      "XiMuMuPlus                    0.033861\n",
      "XiMuMuMinus                   0.033526\n",
      "XiMuMu                        0.057382\n",
      "xlow                          2.202534\n",
      "xhigh                        24.473004\n",
      "ylow                         -9.903589\n",
      "yhigh                         4.492411\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "for label in labels_signals:\n",
    "    df_signal_ = df_signals[ label ]\n",
    "    y_sig_ = np.ones( df_signal_.shape[0] )\n",
    "    df_signal_train_, df_signal_test_, y_sig_train_, y_sig_test_ = train_test_split( df_signal_, y_sig_, test_size=test_sample_ratio, shuffle=True, random_state=12345 )\n",
    "    print ( [ arr_.shape[0] for arr_ in ( df_signal_train_, df_signal_test_, y_sig_train_, y_sig_test_ ) ] )\n",
    "    print ( df_signal_test_.mean() )\n",
    "    df_signals[ label ] = df_signal_test_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMuPlus</th>\n",
       "      <th>XiMuMuMinus</th>\n",
       "      <th>XiMuMu</th>\n",
       "      <th>xlow</th>\n",
       "      <th>xhigh</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99234</th>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "      <td>137169</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.884521</td>\n",
       "      <td>...</td>\n",
       "      <td>783.843018</td>\n",
       "      <td>3</td>\n",
       "      <td>8.626284e-07</td>\n",
       "      <td>0.046896</td>\n",
       "      <td>0.077529</td>\n",
       "      <td>0.077529</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140279</th>\n",
       "      <td>1</td>\n",
       "      <td>1750</td>\n",
       "      <td>174907</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.978638</td>\n",
       "      <td>...</td>\n",
       "      <td>400.948456</td>\n",
       "      <td>12</td>\n",
       "      <td>5.804421e-04</td>\n",
       "      <td>0.022383</td>\n",
       "      <td>0.042499</td>\n",
       "      <td>0.042499</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190165</th>\n",
       "      <td>1</td>\n",
       "      <td>339</td>\n",
       "      <td>33868</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.995605</td>\n",
       "      <td>...</td>\n",
       "      <td>223.688828</td>\n",
       "      <td>3</td>\n",
       "      <td>2.251787e-04</td>\n",
       "      <td>0.005239</td>\n",
       "      <td>0.056514</td>\n",
       "      <td>0.056514</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148266</th>\n",
       "      <td>1</td>\n",
       "      <td>149</td>\n",
       "      <td>14874</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.656982</td>\n",
       "      <td>...</td>\n",
       "      <td>218.593445</td>\n",
       "      <td>0</td>\n",
       "      <td>7.299701e-05</td>\n",
       "      <td>0.049608</td>\n",
       "      <td>0.005699</td>\n",
       "      <td>0.049608</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44734</th>\n",
       "      <td>1</td>\n",
       "      <td>1117</td>\n",
       "      <td>111685</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.997070</td>\n",
       "      <td>...</td>\n",
       "      <td>111.511894</td>\n",
       "      <td>5</td>\n",
       "      <td>6.226767e-04</td>\n",
       "      <td>0.047299</td>\n",
       "      <td>0.001556</td>\n",
       "      <td>0.047299</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205320</th>\n",
       "      <td>1</td>\n",
       "      <td>632</td>\n",
       "      <td>63108</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.977051</td>\n",
       "      <td>...</td>\n",
       "      <td>236.842682</td>\n",
       "      <td>6</td>\n",
       "      <td>2.636554e-04</td>\n",
       "      <td>0.100070</td>\n",
       "      <td>0.003318</td>\n",
       "      <td>0.100070</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111452</th>\n",
       "      <td>1</td>\n",
       "      <td>1486</td>\n",
       "      <td>148530</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.606934</td>\n",
       "      <td>...</td>\n",
       "      <td>120.156525</td>\n",
       "      <td>1</td>\n",
       "      <td>1.043757e-03</td>\n",
       "      <td>0.052469</td>\n",
       "      <td>0.001628</td>\n",
       "      <td>0.052469</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84328</th>\n",
       "      <td>1</td>\n",
       "      <td>1232</td>\n",
       "      <td>123127</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.479370</td>\n",
       "      <td>...</td>\n",
       "      <td>151.280701</td>\n",
       "      <td>0</td>\n",
       "      <td>1.070642e-03</td>\n",
       "      <td>0.003250</td>\n",
       "      <td>0.041663</td>\n",
       "      <td>0.041663</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191766</th>\n",
       "      <td>1</td>\n",
       "      <td>354</td>\n",
       "      <td>35349</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.209473</td>\n",
       "      <td>...</td>\n",
       "      <td>116.916412</td>\n",
       "      <td>0</td>\n",
       "      <td>7.648572e-04</td>\n",
       "      <td>0.070977</td>\n",
       "      <td>0.001141</td>\n",
       "      <td>0.070977</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7014</th>\n",
       "      <td>1</td>\n",
       "      <td>763</td>\n",
       "      <td>76219</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.906982</td>\n",
       "      <td>...</td>\n",
       "      <td>155.143829</td>\n",
       "      <td>0</td>\n",
       "      <td>3.987060e-05</td>\n",
       "      <td>0.074484</td>\n",
       "      <td>0.001915</td>\n",
       "      <td>0.074484</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55272</th>\n",
       "      <td>1</td>\n",
       "      <td>533</td>\n",
       "      <td>53232</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.111328</td>\n",
       "      <td>...</td>\n",
       "      <td>225.489899</td>\n",
       "      <td>2</td>\n",
       "      <td>4.840713e-04</td>\n",
       "      <td>0.005410</td>\n",
       "      <td>0.055662</td>\n",
       "      <td>0.055662</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85162</th>\n",
       "      <td>1</td>\n",
       "      <td>1240</td>\n",
       "      <td>123902</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.996460</td>\n",
       "      <td>...</td>\n",
       "      <td>138.359390</td>\n",
       "      <td>0</td>\n",
       "      <td>2.147177e-05</td>\n",
       "      <td>0.002460</td>\n",
       "      <td>0.046053</td>\n",
       "      <td>0.046053</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193007</th>\n",
       "      <td>1</td>\n",
       "      <td>366</td>\n",
       "      <td>36534</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.654297</td>\n",
       "      <td>...</td>\n",
       "      <td>467.641052</td>\n",
       "      <td>5</td>\n",
       "      <td>4.257965e-04</td>\n",
       "      <td>0.008431</td>\n",
       "      <td>0.154068</td>\n",
       "      <td>0.154068</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185270</th>\n",
       "      <td>1</td>\n",
       "      <td>292</td>\n",
       "      <td>29188</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.704712</td>\n",
       "      <td>...</td>\n",
       "      <td>121.708488</td>\n",
       "      <td>0</td>\n",
       "      <td>1.866498e-04</td>\n",
       "      <td>0.002013</td>\n",
       "      <td>0.043534</td>\n",
       "      <td>0.043534</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126291</th>\n",
       "      <td>1</td>\n",
       "      <td>1619</td>\n",
       "      <td>161860</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.229004</td>\n",
       "      <td>...</td>\n",
       "      <td>118.095238</td>\n",
       "      <td>0</td>\n",
       "      <td>1.400858e-03</td>\n",
       "      <td>0.001916</td>\n",
       "      <td>0.043085</td>\n",
       "      <td>0.043085</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182824</th>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>26912</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.548828</td>\n",
       "      <td>...</td>\n",
       "      <td>121.587166</td>\n",
       "      <td>1</td>\n",
       "      <td>2.987430e-03</td>\n",
       "      <td>0.048079</td>\n",
       "      <td>0.001820</td>\n",
       "      <td>0.048079</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73452</th>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>7325</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.747070</td>\n",
       "      <td>...</td>\n",
       "      <td>547.809692</td>\n",
       "      <td>7</td>\n",
       "      <td>4.716524e-04</td>\n",
       "      <td>0.017832</td>\n",
       "      <td>0.099597</td>\n",
       "      <td>0.099597</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154194</th>\n",
       "      <td>1</td>\n",
       "      <td>1818</td>\n",
       "      <td>181742</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.741211</td>\n",
       "      <td>...</td>\n",
       "      <td>135.083649</td>\n",
       "      <td>2</td>\n",
       "      <td>2.017473e-04</td>\n",
       "      <td>0.050950</td>\n",
       "      <td>0.002119</td>\n",
       "      <td>0.050950</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193760</th>\n",
       "      <td>1</td>\n",
       "      <td>374</td>\n",
       "      <td>37329</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.395020</td>\n",
       "      <td>...</td>\n",
       "      <td>121.901375</td>\n",
       "      <td>5</td>\n",
       "      <td>8.384942e-05</td>\n",
       "      <td>0.086240</td>\n",
       "      <td>0.001021</td>\n",
       "      <td>0.086240</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41417</th>\n",
       "      <td>1</td>\n",
       "      <td>1086</td>\n",
       "      <td>108503</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.386230</td>\n",
       "      <td>...</td>\n",
       "      <td>191.343262</td>\n",
       "      <td>3</td>\n",
       "      <td>1.058897e-03</td>\n",
       "      <td>0.002710</td>\n",
       "      <td>0.079987</td>\n",
       "      <td>0.079987</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72008</th>\n",
       "      <td>1</td>\n",
       "      <td>1158</td>\n",
       "      <td>115777</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.276367</td>\n",
       "      <td>...</td>\n",
       "      <td>273.684662</td>\n",
       "      <td>4</td>\n",
       "      <td>6.880555e-04</td>\n",
       "      <td>0.056711</td>\n",
       "      <td>0.007817</td>\n",
       "      <td>0.056711</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79798</th>\n",
       "      <td>1</td>\n",
       "      <td>1189</td>\n",
       "      <td>118872</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.399902</td>\n",
       "      <td>...</td>\n",
       "      <td>213.068268</td>\n",
       "      <td>2</td>\n",
       "      <td>5.091628e-04</td>\n",
       "      <td>0.081371</td>\n",
       "      <td>0.003301</td>\n",
       "      <td>0.081371</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186401</th>\n",
       "      <td>1</td>\n",
       "      <td>304</td>\n",
       "      <td>30318</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.217041</td>\n",
       "      <td>...</td>\n",
       "      <td>144.067780</td>\n",
       "      <td>0</td>\n",
       "      <td>1.445066e-04</td>\n",
       "      <td>0.050666</td>\n",
       "      <td>0.002424</td>\n",
       "      <td>0.050666</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37496</th>\n",
       "      <td>1</td>\n",
       "      <td>1048</td>\n",
       "      <td>104788</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.799072</td>\n",
       "      <td>...</td>\n",
       "      <td>320.965393</td>\n",
       "      <td>12</td>\n",
       "      <td>7.503659e-05</td>\n",
       "      <td>0.042522</td>\n",
       "      <td>0.014345</td>\n",
       "      <td>0.042522</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153707</th>\n",
       "      <td>1</td>\n",
       "      <td>1813</td>\n",
       "      <td>181287</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.782715</td>\n",
       "      <td>...</td>\n",
       "      <td>144.720108</td>\n",
       "      <td>1</td>\n",
       "      <td>2.853246e-03</td>\n",
       "      <td>0.038358</td>\n",
       "      <td>0.003231</td>\n",
       "      <td>0.038358</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48087</th>\n",
       "      <td>1</td>\n",
       "      <td>1133</td>\n",
       "      <td>113233</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.741943</td>\n",
       "      <td>...</td>\n",
       "      <td>189.702072</td>\n",
       "      <td>3</td>\n",
       "      <td>4.338587e-04</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>0.004384</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50971</th>\n",
       "      <td>1</td>\n",
       "      <td>492</td>\n",
       "      <td>49153</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.201172</td>\n",
       "      <td>...</td>\n",
       "      <td>179.123413</td>\n",
       "      <td>2</td>\n",
       "      <td>1.175877e-04</td>\n",
       "      <td>0.056762</td>\n",
       "      <td>0.003345</td>\n",
       "      <td>0.056762</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91234</th>\n",
       "      <td>1</td>\n",
       "      <td>1298</td>\n",
       "      <td>129736</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.793945</td>\n",
       "      <td>...</td>\n",
       "      <td>128.622131</td>\n",
       "      <td>0</td>\n",
       "      <td>5.023326e-04</td>\n",
       "      <td>0.001939</td>\n",
       "      <td>0.050495</td>\n",
       "      <td>0.050495</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201722</th>\n",
       "      <td>1</td>\n",
       "      <td>450</td>\n",
       "      <td>44905</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.202637</td>\n",
       "      <td>...</td>\n",
       "      <td>116.259178</td>\n",
       "      <td>0</td>\n",
       "      <td>7.042962e-04</td>\n",
       "      <td>0.001375</td>\n",
       "      <td>0.058163</td>\n",
       "      <td>0.058163</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174153</th>\n",
       "      <td>1</td>\n",
       "      <td>190</td>\n",
       "      <td>18990</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.805054</td>\n",
       "      <td>...</td>\n",
       "      <td>195.770981</td>\n",
       "      <td>3</td>\n",
       "      <td>4.153995e-04</td>\n",
       "      <td>0.003553</td>\n",
       "      <td>0.063845</td>\n",
       "      <td>0.063845</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118653</th>\n",
       "      <td>1</td>\n",
       "      <td>1551</td>\n",
       "      <td>155058</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.523926</td>\n",
       "      <td>...</td>\n",
       "      <td>361.602173</td>\n",
       "      <td>0</td>\n",
       "      <td>8.509995e-04</td>\n",
       "      <td>0.011353</td>\n",
       "      <td>0.068149</td>\n",
       "      <td>0.068149</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142530</th>\n",
       "      <td>1</td>\n",
       "      <td>1770</td>\n",
       "      <td>176902</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.053955</td>\n",
       "      <td>...</td>\n",
       "      <td>209.252197</td>\n",
       "      <td>0</td>\n",
       "      <td>1.642762e-04</td>\n",
       "      <td>0.004767</td>\n",
       "      <td>0.054353</td>\n",
       "      <td>0.054353</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195292</th>\n",
       "      <td>1</td>\n",
       "      <td>388</td>\n",
       "      <td>38773</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.594727</td>\n",
       "      <td>...</td>\n",
       "      <td>311.725067</td>\n",
       "      <td>0</td>\n",
       "      <td>2.181856e-03</td>\n",
       "      <td>0.012805</td>\n",
       "      <td>0.044904</td>\n",
       "      <td>0.044904</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150223</th>\n",
       "      <td>1</td>\n",
       "      <td>167</td>\n",
       "      <td>16651</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.605469</td>\n",
       "      <td>...</td>\n",
       "      <td>326.348633</td>\n",
       "      <td>6</td>\n",
       "      <td>2.295222e-04</td>\n",
       "      <td>0.097618</td>\n",
       "      <td>0.006456</td>\n",
       "      <td>0.097618</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174615</th>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "      <td>19353</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.934814</td>\n",
       "      <td>...</td>\n",
       "      <td>136.628113</td>\n",
       "      <td>3</td>\n",
       "      <td>2.949921e-03</td>\n",
       "      <td>0.052803</td>\n",
       "      <td>0.002092</td>\n",
       "      <td>0.052803</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177674</th>\n",
       "      <td>1</td>\n",
       "      <td>222</td>\n",
       "      <td>22186</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.347656</td>\n",
       "      <td>...</td>\n",
       "      <td>116.718269</td>\n",
       "      <td>0</td>\n",
       "      <td>1.895301e-03</td>\n",
       "      <td>0.000973</td>\n",
       "      <td>0.082868</td>\n",
       "      <td>0.082868</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137089</th>\n",
       "      <td>1</td>\n",
       "      <td>1719</td>\n",
       "      <td>171898</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.652344</td>\n",
       "      <td>...</td>\n",
       "      <td>952.804199</td>\n",
       "      <td>0</td>\n",
       "      <td>4.022324e-04</td>\n",
       "      <td>0.045136</td>\n",
       "      <td>0.119021</td>\n",
       "      <td>0.119021</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>1</td>\n",
       "      <td>760</td>\n",
       "      <td>75975</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.733398</td>\n",
       "      <td>...</td>\n",
       "      <td>130.792679</td>\n",
       "      <td>0</td>\n",
       "      <td>1.584148e-04</td>\n",
       "      <td>0.076522</td>\n",
       "      <td>0.001323</td>\n",
       "      <td>0.076522</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200582</th>\n",
       "      <td>1</td>\n",
       "      <td>438</td>\n",
       "      <td>43710</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.854248</td>\n",
       "      <td>...</td>\n",
       "      <td>201.548920</td>\n",
       "      <td>6</td>\n",
       "      <td>1.682971e-04</td>\n",
       "      <td>0.004072</td>\n",
       "      <td>0.059040</td>\n",
       "      <td>0.059040</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92048</th>\n",
       "      <td>1</td>\n",
       "      <td>1306</td>\n",
       "      <td>130518</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.741943</td>\n",
       "      <td>...</td>\n",
       "      <td>117.523499</td>\n",
       "      <td>1</td>\n",
       "      <td>3.803378e-04</td>\n",
       "      <td>0.000952</td>\n",
       "      <td>0.085888</td>\n",
       "      <td>0.085888</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56918</th>\n",
       "      <td>1</td>\n",
       "      <td>548</td>\n",
       "      <td>54794</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.993408</td>\n",
       "      <td>...</td>\n",
       "      <td>129.191498</td>\n",
       "      <td>0</td>\n",
       "      <td>3.378566e-04</td>\n",
       "      <td>0.064478</td>\n",
       "      <td>0.001532</td>\n",
       "      <td>0.064478</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198462</th>\n",
       "      <td>1</td>\n",
       "      <td>417</td>\n",
       "      <td>41690</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.699219</td>\n",
       "      <td>...</td>\n",
       "      <td>152.114624</td>\n",
       "      <td>0</td>\n",
       "      <td>3.065718e-04</td>\n",
       "      <td>0.039782</td>\n",
       "      <td>0.003445</td>\n",
       "      <td>0.039782</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105826</th>\n",
       "      <td>1</td>\n",
       "      <td>1434</td>\n",
       "      <td>143353</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.753662</td>\n",
       "      <td>...</td>\n",
       "      <td>224.131302</td>\n",
       "      <td>2</td>\n",
       "      <td>3.007459e-04</td>\n",
       "      <td>0.063608</td>\n",
       "      <td>0.004673</td>\n",
       "      <td>0.063608</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45999</th>\n",
       "      <td>1</td>\n",
       "      <td>1164</td>\n",
       "      <td>116366</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.535889</td>\n",
       "      <td>...</td>\n",
       "      <td>113.254234</td>\n",
       "      <td>0</td>\n",
       "      <td>1.365952e-03</td>\n",
       "      <td>0.001518</td>\n",
       "      <td>0.049984</td>\n",
       "      <td>0.049984</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14143</th>\n",
       "      <td>1</td>\n",
       "      <td>830</td>\n",
       "      <td>82998</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.857910</td>\n",
       "      <td>...</td>\n",
       "      <td>330.656799</td>\n",
       "      <td>0</td>\n",
       "      <td>3.850582e-05</td>\n",
       "      <td>0.034380</td>\n",
       "      <td>0.018820</td>\n",
       "      <td>0.034380</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34481</th>\n",
       "      <td>1</td>\n",
       "      <td>1020</td>\n",
       "      <td>101975</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.588379</td>\n",
       "      <td>...</td>\n",
       "      <td>118.302711</td>\n",
       "      <td>0</td>\n",
       "      <td>8.716966e-05</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.046038</td>\n",
       "      <td>0.046038</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89575</th>\n",
       "      <td>1</td>\n",
       "      <td>1282</td>\n",
       "      <td>128122</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.623291</td>\n",
       "      <td>...</td>\n",
       "      <td>165.172409</td>\n",
       "      <td>4</td>\n",
       "      <td>1.420591e-04</td>\n",
       "      <td>0.001840</td>\n",
       "      <td>0.087748</td>\n",
       "      <td>0.087748</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130148</th>\n",
       "      <td>1</td>\n",
       "      <td>1654</td>\n",
       "      <td>165328</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.160156</td>\n",
       "      <td>...</td>\n",
       "      <td>216.856354</td>\n",
       "      <td>1</td>\n",
       "      <td>6.274945e-04</td>\n",
       "      <td>0.002632</td>\n",
       "      <td>0.105734</td>\n",
       "      <td>0.105734</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164691</th>\n",
       "      <td>1</td>\n",
       "      <td>1882</td>\n",
       "      <td>188107</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.677734</td>\n",
       "      <td>...</td>\n",
       "      <td>141.793747</td>\n",
       "      <td>2</td>\n",
       "      <td>8.194228e-04</td>\n",
       "      <td>0.002779</td>\n",
       "      <td>0.042820</td>\n",
       "      <td>0.042820</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57067</th>\n",
       "      <td>1</td>\n",
       "      <td>550</td>\n",
       "      <td>54922</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.187500</td>\n",
       "      <td>...</td>\n",
       "      <td>167.698318</td>\n",
       "      <td>0</td>\n",
       "      <td>2.500080e-04</td>\n",
       "      <td>0.003546</td>\n",
       "      <td>0.046936</td>\n",
       "      <td>0.046936</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154308</th>\n",
       "      <td>1</td>\n",
       "      <td>1819</td>\n",
       "      <td>181850</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.749756</td>\n",
       "      <td>...</td>\n",
       "      <td>274.900116</td>\n",
       "      <td>3</td>\n",
       "      <td>1.919334e-05</td>\n",
       "      <td>0.067831</td>\n",
       "      <td>0.006593</td>\n",
       "      <td>0.067831</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.188477</td>\n",
       "      <td>...</td>\n",
       "      <td>156.260681</td>\n",
       "      <td>7</td>\n",
       "      <td>1.356903e-03</td>\n",
       "      <td>0.003154</td>\n",
       "      <td>0.045875</td>\n",
       "      <td>0.045875</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58078</th>\n",
       "      <td>1</td>\n",
       "      <td>559</td>\n",
       "      <td>55835</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.165283</td>\n",
       "      <td>...</td>\n",
       "      <td>125.191780</td>\n",
       "      <td>2</td>\n",
       "      <td>4.924465e-04</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>0.002278</td>\n",
       "      <td>0.040706</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182310</th>\n",
       "      <td>1</td>\n",
       "      <td>266</td>\n",
       "      <td>26548</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.417236</td>\n",
       "      <td>...</td>\n",
       "      <td>192.585541</td>\n",
       "      <td>0</td>\n",
       "      <td>1.432385e-03</td>\n",
       "      <td>0.051555</td>\n",
       "      <td>0.004257</td>\n",
       "      <td>0.051555</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104042</th>\n",
       "      <td>1</td>\n",
       "      <td>1418</td>\n",
       "      <td>141729</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.133057</td>\n",
       "      <td>...</td>\n",
       "      <td>176.495651</td>\n",
       "      <td>1</td>\n",
       "      <td>1.599791e-03</td>\n",
       "      <td>0.051220</td>\n",
       "      <td>0.003599</td>\n",
       "      <td>0.051220</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74899</th>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "      <td>8698</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.570557</td>\n",
       "      <td>...</td>\n",
       "      <td>195.730652</td>\n",
       "      <td>3</td>\n",
       "      <td>7.426212e-04</td>\n",
       "      <td>0.004770</td>\n",
       "      <td>0.047528</td>\n",
       "      <td>0.047528</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89250</th>\n",
       "      <td>1</td>\n",
       "      <td>1279</td>\n",
       "      <td>127801</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.591797</td>\n",
       "      <td>...</td>\n",
       "      <td>265.300995</td>\n",
       "      <td>2</td>\n",
       "      <td>2.489029e-04</td>\n",
       "      <td>0.056279</td>\n",
       "      <td>0.007403</td>\n",
       "      <td>0.056279</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152408</th>\n",
       "      <td>1</td>\n",
       "      <td>1801</td>\n",
       "      <td>180072</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>...</td>\n",
       "      <td>138.226746</td>\n",
       "      <td>0</td>\n",
       "      <td>2.594612e-04</td>\n",
       "      <td>0.059893</td>\n",
       "      <td>0.001888</td>\n",
       "      <td>0.059893</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35826</th>\n",
       "      <td>1</td>\n",
       "      <td>1033</td>\n",
       "      <td>103232</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.519043</td>\n",
       "      <td>...</td>\n",
       "      <td>156.305359</td>\n",
       "      <td>4</td>\n",
       "      <td>2.852464e-04</td>\n",
       "      <td>0.002742</td>\n",
       "      <td>0.052718</td>\n",
       "      <td>0.052718</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113096</th>\n",
       "      <td>1</td>\n",
       "      <td>1548</td>\n",
       "      <td>154741</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.652466</td>\n",
       "      <td>...</td>\n",
       "      <td>300.027527</td>\n",
       "      <td>0</td>\n",
       "      <td>4.450906e-04</td>\n",
       "      <td>0.012672</td>\n",
       "      <td>0.042035</td>\n",
       "      <td>0.042035</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19221 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
       "99234     1         1372    137169      0          120.0        1    1    103   \n",
       "140279    1         1750    174907      0          150.0        1    1    103   \n",
       "190165    1          339     33868      0          130.0        1    1    103   \n",
       "148266    1          149     14874      0          120.0        1    0      3   \n",
       "44734     1         1117    111685      0          150.0        1    0      3   \n",
       "205320    1          632     63108      0          120.0        1    0      3   \n",
       "111452    1         1486    148530      0          140.0        1    0      3   \n",
       "84328     1         1232    123127      0          140.0        1    1    103   \n",
       "191766    1          354     35349      0          130.0        1    0      3   \n",
       "7014      1          763     76219      0          130.0        1    0      3   \n",
       "55272     1          533     53232      0          130.0        1    1    103   \n",
       "85162     1         1240    123902      0          130.0        1    1    103   \n",
       "193007    1          366     36534      0          120.0        1    1    103   \n",
       "185270    1          292     29188      0          130.0        1    1    103   \n",
       "126291    1         1619    161860      0          130.0        1    1    103   \n",
       "182824    1          270     26912      0          120.0        1    0      3   \n",
       "73452     1           74      7325      0          130.0        1    1    103   \n",
       "154194    1         1818    181742      0          150.0        1    0      3   \n",
       "193760    1          374     37329      0          150.0        1    0      3   \n",
       "41417     1         1086    108503      0          150.0        1    1    103   \n",
       "72008     1         1158    115777      0          140.0        1    0      3   \n",
       "79798     1         1189    118872      0          130.0        1    0      3   \n",
       "186401    1          304     30318      0          120.0        1    0      3   \n",
       "37496     1         1048    104788      0          130.0        1    0      3   \n",
       "153707    1         1813    181287      0          120.0        1    0      3   \n",
       "48087     1         1133    113233      0          120.0        1    0      3   \n",
       "50971     1          492     49153      0          120.0        1    0      3   \n",
       "91234     1         1298    129736      0          130.0        1    1    103   \n",
       "201722    1          450     44905      0          140.0        1    1    103   \n",
       "174153    1          190     18990      0          150.0        1    1    103   \n",
       "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
       "118653    1         1551    155058      0          150.0        1    1    103   \n",
       "142530    1         1770    176902      0          130.0        1    1    103   \n",
       "195292    1          388     38773      0          140.0        1    1    103   \n",
       "150223    1          167     16651      0          140.0        1    0      3   \n",
       "174615    1          194     19353      0          120.0        1    0      3   \n",
       "177674    1          222     22186      0          110.0        1    1    103   \n",
       "137089    1         1719    171898      0          150.0        1    1    103   \n",
       "6721      1          760     75975      0          150.0        1    0      3   \n",
       "200582    1          438     43710      0          150.0        1    1    103   \n",
       "92048     1         1306    130518      0          150.0        1    1    103   \n",
       "56918     1          548     54794      0          130.0        1    0      3   \n",
       "198462    1          417     41690      0          150.0        1    0      3   \n",
       "105826    1         1434    143353      0          120.0        1    0      3   \n",
       "45999     1         1164    116366      0          150.0        1    1    103   \n",
       "14143     1          830     82998      0          130.0        1    0      3   \n",
       "34481     1         1020    101975      0          140.0        1    1    103   \n",
       "89575     1         1282    128122      0          130.0        1    1    103   \n",
       "130148    1         1654    165328      0          130.0        1    1    103   \n",
       "164691    1         1882    188107      0          120.0        1    1    103   \n",
       "57067     1          550     54922      0          150.0        1    1    103   \n",
       "154308    1         1819    181850      0          120.0        1    0      3   \n",
       "1034      1           10       983      0          120.0        1    1    103   \n",
       "58078     1          559     55835      0          150.0        1    0      3   \n",
       "182310    1          266     26548      0          120.0        1    0      3   \n",
       "104042    1         1418    141729      0          140.0        1    0      3   \n",
       "74899     1           87      8698      0          120.0        1    1    103   \n",
       "89250     1         1279    127801      0          130.0        1    0      3   \n",
       "152408    1         1801    180072      0          150.0        1    0      3   \n",
       "35826     1         1033    103232      0          130.0        1    1    103   \n",
       "113096    1         1548    154741      0          140.0        1    1    103   \n",
       "\n",
       "        RPId2    TrackX1  ...     InvMass  ExtraPfCands         Acopl  \\\n",
       "99234     123   6.884521  ...  783.843018             3  8.626284e-07   \n",
       "140279    123   2.978638  ...  400.948456            12  5.804421e-04   \n",
       "190165    123   3.995605  ...  223.688828             3  2.251787e-04   \n",
       "148266     23   5.656982  ...  218.593445             0  7.299701e-05   \n",
       "44734      23   4.997070  ...  111.511894             5  6.226767e-04   \n",
       "205320     23  12.977051  ...  236.842682             6  2.636554e-04   \n",
       "111452     23   5.606934  ...  120.156525             1  1.043757e-03   \n",
       "84328     123   3.479370  ...  151.280701             0  1.070642e-03   \n",
       "191766     23   8.209473  ...  116.916412             0  7.648572e-04   \n",
       "7014       23   6.906982  ...  155.143829             0  3.987060e-05   \n",
       "55272     123   4.111328  ...  225.489899             2  4.840713e-04   \n",
       "85162     123   2.996460  ...  138.359390             0  2.147177e-05   \n",
       "193007    123  10.654297  ...  467.641052             5  4.257965e-04   \n",
       "185270    123   3.704712  ...  121.708488             0  1.866498e-04   \n",
       "126291    123   3.229004  ...  118.095238             0  1.400858e-03   \n",
       "182824     23   4.548828  ...  121.587166             1  2.987430e-03   \n",
       "73452     123  10.747070  ...  547.809692             7  4.716524e-04   \n",
       "154194     23   4.741211  ...  135.083649             2  2.017473e-04   \n",
       "193760     23   9.395020  ...  121.901375             5  8.384942e-05   \n",
       "41417     123   9.386230  ...  191.343262             3  1.058897e-03   \n",
       "72008      23   6.276367  ...  273.684662             4  6.880555e-04   \n",
       "79798      23   8.399902  ...  213.068268             2  5.091628e-04   \n",
       "186401     23   5.217041  ...  144.067780             0  1.445066e-04   \n",
       "37496      23   4.799072  ...  320.965393            12  7.503659e-05   \n",
       "153707     23   4.782715  ...  144.720108             1  2.853246e-03   \n",
       "48087      23   5.741943  ...  189.702072             3  4.338587e-04   \n",
       "50971      23   6.201172  ...  179.123413             2  1.175877e-04   \n",
       "91234     123   3.793945  ...  128.622131             0  5.023326e-04   \n",
       "201722    123   4.202637  ...  116.259178             0  7.042962e-04   \n",
       "174153    123   3.805054  ...  195.770981             3  4.153995e-04   \n",
       "...       ...        ...  ...         ...           ...           ...   \n",
       "118653    123   5.523926  ...  361.602173             0  8.509995e-04   \n",
       "142530    123   4.053955  ...  209.252197             0  1.642762e-04   \n",
       "195292    123   3.594727  ...  311.725067             0  2.181856e-03   \n",
       "150223     23  11.605469  ...  326.348633             6  2.295222e-04   \n",
       "174615     23   4.934814  ...  136.628113             3  2.949921e-03   \n",
       "177674    123   7.347656  ...  116.718269             0  1.895301e-03   \n",
       "137089    123   7.652344  ...  952.804199             0  4.022324e-04   \n",
       "6721       23   7.733398  ...  130.792679             0  1.584148e-04   \n",
       "200582    123   3.854248  ...  201.548920             6  1.682971e-04   \n",
       "92048     123   5.741943  ...  117.523499             1  3.803378e-04   \n",
       "56918      23   6.993408  ...  129.191498             0  3.378566e-04   \n",
       "198462     23   3.699219  ...  152.114624             0  3.065718e-04   \n",
       "105826     23   7.753662  ...  224.131302             2  3.007459e-04   \n",
       "45999     123   3.535889  ...  113.254234             0  1.365952e-03   \n",
       "14143      23   3.857910  ...  330.656799             0  3.850582e-05   \n",
       "34481     123   3.588379  ...  118.302711             0  8.716966e-05   \n",
       "89575     123   5.623291  ...  165.172409             4  1.420591e-04   \n",
       "130148    123  10.160156  ...  216.856354             1  6.274945e-04   \n",
       "164691    123   3.677734  ...  141.793747             2  8.194228e-04   \n",
       "57067     123   3.187500  ...  167.698318             0  2.500080e-04   \n",
       "154308     23   7.749756  ...  274.900116             3  1.919334e-05   \n",
       "1034      123   4.188477  ...  156.260681             7  1.356903e-03   \n",
       "58078      23   4.165283  ...  125.191780             2  4.924465e-04   \n",
       "182310     23   6.417236  ...  192.585541             0  1.432385e-03   \n",
       "104042     23   5.133057  ...  176.495651             1  1.599791e-03   \n",
       "74899     123   3.570557  ...  195.730652             3  7.426212e-04   \n",
       "89250      23   5.591797  ...  265.300995             2  2.489029e-04   \n",
       "152408     23   5.425293  ...  138.226746             0  2.594612e-04   \n",
       "35826     123   3.519043  ...  156.305359             4  2.852464e-04   \n",
       "113096    123   2.652466  ...  300.027527             0  4.450906e-04   \n",
       "\n",
       "        XiMuMuPlus  XiMuMuMinus    XiMuMu   xlow   xhigh    ylow  yhigh  \n",
       "99234     0.046896     0.077529  0.077529  2.422  24.620  -9.698  4.698  \n",
       "140279    0.022383     0.042499  0.042499  2.422  24.620  -9.698  4.698  \n",
       "190165    0.005239     0.056514  0.056514  2.422  24.620  -9.698  4.698  \n",
       "148266    0.049608     0.005699  0.049608  1.995  24.334 -10.098  4.298  \n",
       "44734     0.047299     0.001556  0.047299  1.995  24.334 -10.098  4.298  \n",
       "205320    0.100070     0.003318  0.100070  1.995  24.334 -10.098  4.298  \n",
       "111452    0.052469     0.001628  0.052469  1.995  24.334 -10.098  4.298  \n",
       "84328     0.003250     0.041663  0.041663  2.422  24.620  -9.698  4.698  \n",
       "191766    0.070977     0.001141  0.070977  1.995  24.334 -10.098  4.298  \n",
       "7014      0.074484     0.001915  0.074484  1.995  24.334 -10.098  4.298  \n",
       "55272     0.005410     0.055662  0.055662  2.422  24.620  -9.698  4.698  \n",
       "85162     0.002460     0.046053  0.046053  2.422  24.620  -9.698  4.698  \n",
       "193007    0.008431     0.154068  0.154068  2.422  24.620  -9.698  4.698  \n",
       "185270    0.002013     0.043534  0.043534  2.422  24.620  -9.698  4.698  \n",
       "126291    0.001916     0.043085  0.043085  2.422  24.620  -9.698  4.698  \n",
       "182824    0.048079     0.001820  0.048079  1.995  24.334 -10.098  4.298  \n",
       "73452     0.017832     0.099597  0.099597  2.422  24.620  -9.698  4.698  \n",
       "154194    0.050950     0.002119  0.050950  1.995  24.334 -10.098  4.298  \n",
       "193760    0.086240     0.001021  0.086240  1.995  24.334 -10.098  4.298  \n",
       "41417     0.002710     0.079987  0.079987  2.422  24.620  -9.698  4.698  \n",
       "72008     0.056711     0.007817  0.056711  1.995  24.334 -10.098  4.298  \n",
       "79798     0.081371     0.003301  0.081371  1.995  24.334 -10.098  4.298  \n",
       "186401    0.050666     0.002424  0.050666  1.995  24.334 -10.098  4.298  \n",
       "37496     0.042522     0.014345  0.042522  1.995  24.334 -10.098  4.298  \n",
       "153707    0.038358     0.003231  0.038358  1.995  24.334 -10.098  4.298  \n",
       "48087     0.048569     0.004384  0.048569  1.995  24.334 -10.098  4.298  \n",
       "50971     0.056762     0.003345  0.056762  1.995  24.334 -10.098  4.298  \n",
       "91234     0.001939     0.050495  0.050495  2.422  24.620  -9.698  4.698  \n",
       "201722    0.001375     0.058163  0.058163  2.422  24.620  -9.698  4.698  \n",
       "174153    0.003553     0.063845  0.063845  2.422  24.620  -9.698  4.698  \n",
       "...            ...          ...       ...    ...     ...     ...    ...  \n",
       "118653    0.011353     0.068149  0.068149  2.422  24.620  -9.698  4.698  \n",
       "142530    0.004767     0.054353  0.054353  2.422  24.620  -9.698  4.698  \n",
       "195292    0.012805     0.044904  0.044904  2.422  24.620  -9.698  4.698  \n",
       "150223    0.097618     0.006456  0.097618  1.995  24.334 -10.098  4.298  \n",
       "174615    0.052803     0.002092  0.052803  1.995  24.334 -10.098  4.298  \n",
       "177674    0.000973     0.082868  0.082868  2.422  24.620  -9.698  4.698  \n",
       "137089    0.045136     0.119021  0.119021  2.422  24.620  -9.698  4.698  \n",
       "6721      0.076522     0.001323  0.076522  1.995  24.334 -10.098  4.298  \n",
       "200582    0.004072     0.059040  0.059040  2.422  24.620  -9.698  4.698  \n",
       "92048     0.000952     0.085888  0.085888  2.422  24.620  -9.698  4.698  \n",
       "56918     0.064478     0.001532  0.064478  1.995  24.334 -10.098  4.298  \n",
       "198462    0.039782     0.003445  0.039782  1.995  24.334 -10.098  4.298  \n",
       "105826    0.063608     0.004673  0.063608  1.995  24.334 -10.098  4.298  \n",
       "45999     0.001518     0.049984  0.049984  2.422  24.620  -9.698  4.698  \n",
       "14143     0.034380     0.018820  0.034380  1.995  24.334 -10.098  4.298  \n",
       "34481     0.001799     0.046038  0.046038  2.422  24.620  -9.698  4.698  \n",
       "89575     0.001840     0.087748  0.087748  2.422  24.620  -9.698  4.698  \n",
       "130148    0.002632     0.105734  0.105734  2.422  24.620  -9.698  4.698  \n",
       "164691    0.002779     0.042820  0.042820  2.422  24.620  -9.698  4.698  \n",
       "57067     0.003546     0.046936  0.046936  2.422  24.620  -9.698  4.698  \n",
       "154308    0.067831     0.006593  0.067831  1.995  24.334 -10.098  4.298  \n",
       "1034      0.003154     0.045875  0.045875  2.422  24.620  -9.698  4.698  \n",
       "58078     0.040706     0.002278  0.040706  1.995  24.334 -10.098  4.298  \n",
       "182310    0.051555     0.004257  0.051555  1.995  24.334 -10.098  4.298  \n",
       "104042    0.051220     0.003599  0.051220  1.995  24.334 -10.098  4.298  \n",
       "74899     0.004770     0.047528  0.047528  2.422  24.620  -9.698  4.698  \n",
       "89250     0.056279     0.007403  0.056279  1.995  24.334 -10.098  4.298  \n",
       "152408    0.059893     0.001888  0.059893  1.995  24.334 -10.098  4.298  \n",
       "35826     0.002742     0.052718  0.052718  2.422  24.620  -9.698  4.698  \n",
       "113096    0.012672     0.042035  0.042035  2.422  24.620  -9.698  4.698  \n",
       "\n",
       "[19221 rows x 47 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['Elastic']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>TrackY1</th>\n",
       "      <th>TrackX2</th>\n",
       "      <th>TrackY2</th>\n",
       "      <th>TrackThX_SingleRP</th>\n",
       "      <th>TrackThY_SingleRP</th>\n",
       "      <th>Track1ThX_MultiRP</th>\n",
       "      <th>Track1ThY_MultiRP</th>\n",
       "      <th>Track2ThX_MultiRP</th>\n",
       "      <th>Track2ThY_MultiRP</th>\n",
       "      <th>Xi</th>\n",
       "      <th>T</th>\n",
       "      <th>ThX</th>\n",
       "      <th>ThY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99234</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.884521</td>\n",
       "      <td>2.935547</td>\n",
       "      <td>6.883484</td>\n",
       "      <td>3.199951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.469447e-16</td>\n",
       "      <td>-7.632783e-17</td>\n",
       "      <td>3.429201e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.076666</td>\n",
       "      <td>-0.148733</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-5.786517e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140279</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.978638</td>\n",
       "      <td>1.076904</td>\n",
       "      <td>3.012085</td>\n",
       "      <td>1.250000e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.157197e-16</td>\n",
       "      <td>-6.591949e-17</td>\n",
       "      <td>-1.006573e-15</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.041093</td>\n",
       "      <td>-0.213824</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-6.179702e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190165</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.995605</td>\n",
       "      <td>1.041260</td>\n",
       "      <td>3.923004</td>\n",
       "      <td>1.099976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>4.196643e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.055388</td>\n",
       "      <td>-0.020002</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>1.648485e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148266</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.656982</td>\n",
       "      <td>0.290558</td>\n",
       "      <td>5.710815</td>\n",
       "      <td>1.999969e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-8.552187e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.051295</td>\n",
       "      <td>-0.086672</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>4.553005e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44734</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.997070</td>\n",
       "      <td>-0.308197</td>\n",
       "      <td>5.103577</td>\n",
       "      <td>-4.500122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>5.917489e-14</td>\n",
       "      <td>1.152330e-09</td>\n",
       "      <td>0.048346</td>\n",
       "      <td>-0.214520</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>6.337187e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205320</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.977051</td>\n",
       "      <td>0.515686</td>\n",
       "      <td>13.225952</td>\n",
       "      <td>4.500122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>-2.220446e-16</td>\n",
       "      <td>-9.348078e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.098880</td>\n",
       "      <td>-0.071010</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>1.763897e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111452</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.606934</td>\n",
       "      <td>0.223969</td>\n",
       "      <td>5.710815</td>\n",
       "      <td>1.499939e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.469447e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-2.507994e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.052445</td>\n",
       "      <td>-0.075111</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>3.216805e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84328</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.479370</td>\n",
       "      <td>1.325928</td>\n",
       "      <td>3.543457</td>\n",
       "      <td>1.500000e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.261280e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>-3.487488e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.043292</td>\n",
       "      <td>-0.224138</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>-5.440787e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191766</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.209473</td>\n",
       "      <td>0.976746</td>\n",
       "      <td>8.291748</td>\n",
       "      <td>9.500122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-1.566022e-15</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.075327</td>\n",
       "      <td>-0.011532</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>1.248303e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7014</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.906982</td>\n",
       "      <td>0.079292</td>\n",
       "      <td>6.849487</td>\n",
       "      <td>-7.735798e-08</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>8.681944e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.073473</td>\n",
       "      <td>-0.141457</td>\n",
       "      <td>-0.000054</td>\n",
       "      <td>2.434922e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55272</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.111328</td>\n",
       "      <td>0.640808</td>\n",
       "      <td>4.074829</td>\n",
       "      <td>6.500244e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>1.276756e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.054175</td>\n",
       "      <td>-0.056044</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>3.636935e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85162</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.996460</td>\n",
       "      <td>1.585449</td>\n",
       "      <td>2.860260</td>\n",
       "      <td>1.800049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.261280e-16</td>\n",
       "      <td>-5.204170e-17</td>\n",
       "      <td>-7.324870e-16</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.046906</td>\n",
       "      <td>-0.298776</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>-7.205510e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193007</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.654297</td>\n",
       "      <td>3.643799</td>\n",
       "      <td>10.299438</td>\n",
       "      <td>3.949951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-1.081635e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.154209</td>\n",
       "      <td>-0.298293</td>\n",
       "      <td>-0.000077</td>\n",
       "      <td>-4.150324e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185270</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.704712</td>\n",
       "      <td>1.417114</td>\n",
       "      <td>3.771179</td>\n",
       "      <td>1.599976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>-2.180478e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.043673</td>\n",
       "      <td>-0.230335</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>-5.719881e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126291</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.229004</td>\n",
       "      <td>1.201416</td>\n",
       "      <td>3.163879</td>\n",
       "      <td>1.349976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-5.204170e-17</td>\n",
       "      <td>2.211009e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.045325</td>\n",
       "      <td>-0.078431</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-4.133707e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182824</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.548828</td>\n",
       "      <td>0.551514</td>\n",
       "      <td>4.420349</td>\n",
       "      <td>5.499878e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-1.721540e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.049977</td>\n",
       "      <td>-0.309743</td>\n",
       "      <td>-0.000087</td>\n",
       "      <td>-5.951898e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73452</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.747070</td>\n",
       "      <td>1.342773</td>\n",
       "      <td>10.982666</td>\n",
       "      <td>1.449951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.574226e-04</td>\n",
       "      <td>7.398129e-04</td>\n",
       "      <td>-5.284662e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.094751</td>\n",
       "      <td>-0.566216</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>1.191047e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154194</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.741211</td>\n",
       "      <td>0.876221</td>\n",
       "      <td>4.723999</td>\n",
       "      <td>9.000244e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-1.314504e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.052322</td>\n",
       "      <td>-0.030728</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>-1.476143e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193760</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.395020</td>\n",
       "      <td>1.649292</td>\n",
       "      <td>9.506348</td>\n",
       "      <td>1.649170e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-1.925127e-13</td>\n",
       "      <td>-2.612114e-03</td>\n",
       "      <td>0.088089</td>\n",
       "      <td>-0.021832</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>7.337428e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41417</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.386230</td>\n",
       "      <td>3.138184</td>\n",
       "      <td>9.768066</td>\n",
       "      <td>3.399902e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.608225e-16</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-4.198031e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.078442</td>\n",
       "      <td>-1.519341</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>-4.873427e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72008</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.276367</td>\n",
       "      <td>1.389648</td>\n",
       "      <td>6.394043</td>\n",
       "      <td>1.500000e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>8.901213e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.057720</td>\n",
       "      <td>-0.193366</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-6.187916e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79798</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.399902</td>\n",
       "      <td>0.259308</td>\n",
       "      <td>8.443604</td>\n",
       "      <td>1.499939e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-2.109424e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.079940</td>\n",
       "      <td>-0.111661</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>4.950380e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186401</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.217041</td>\n",
       "      <td>1.091919</td>\n",
       "      <td>5.255371</td>\n",
       "      <td>1.150024e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.081668e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-8.962275e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.048043</td>\n",
       "      <td>-0.040787</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>-2.921509e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37496</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.799072</td>\n",
       "      <td>0.676025</td>\n",
       "      <td>4.951721</td>\n",
       "      <td>7.000122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.081668e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>6.727952e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.041909</td>\n",
       "      <td>-0.128468</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>-1.527559e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153707</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.782715</td>\n",
       "      <td>0.792725</td>\n",
       "      <td>4.951721</td>\n",
       "      <td>8.499756e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>1.897094e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.039384</td>\n",
       "      <td>-0.181090</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>-3.217896e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48087</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.741943</td>\n",
       "      <td>0.957336</td>\n",
       "      <td>5.862671</td>\n",
       "      <td>1.050049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-7.674417e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.048961</td>\n",
       "      <td>-0.159289</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>-5.651692e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50971</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.201172</td>\n",
       "      <td>1.289795</td>\n",
       "      <td>6.242188</td>\n",
       "      <td>1.349976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-3.909373e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.056889</td>\n",
       "      <td>-0.047203</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>-2.999196e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91234</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.793945</td>\n",
       "      <td>0.358093</td>\n",
       "      <td>3.771179</td>\n",
       "      <td>3.500061e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>4.106090e-15</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.049574</td>\n",
       "      <td>-0.058341</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>3.649533e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201722</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.202637</td>\n",
       "      <td>0.415527</td>\n",
       "      <td>4.150696</td>\n",
       "      <td>3.999939e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-7.632783e-17</td>\n",
       "      <td>1.422196e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.059045</td>\n",
       "      <td>-0.097731</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>4.871340e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174153</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.805054</td>\n",
       "      <td>1.550293</td>\n",
       "      <td>3.695251</td>\n",
       "      <td>1.699951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-5.204170e-17</td>\n",
       "      <td>-9.636736e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.061927</td>\n",
       "      <td>-0.044739</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>-2.623402e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118653</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.523926</td>\n",
       "      <td>2.238281</td>\n",
       "      <td>5.593018</td>\n",
       "      <td>2.449951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.261280e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>2.762547e-15</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.066986</td>\n",
       "      <td>-0.233185</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>-4.553955e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142530</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.053955</td>\n",
       "      <td>1.049438</td>\n",
       "      <td>3.998901</td>\n",
       "      <td>1.150024e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>5.739853e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.054806</td>\n",
       "      <td>-0.009014</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-1.150686e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195292</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.594727</td>\n",
       "      <td>0.717041</td>\n",
       "      <td>3.695251</td>\n",
       "      <td>7.500000e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>2.064321e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.042773</td>\n",
       "      <td>-0.200762</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>1.759357e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150223</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.605469</td>\n",
       "      <td>2.227783</td>\n",
       "      <td>11.783691</td>\n",
       "      <td>2.300049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>1.885297e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.099257</td>\n",
       "      <td>-0.094233</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>-3.686982e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174615</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.934814</td>\n",
       "      <td>1.617798</td>\n",
       "      <td>4.799927</td>\n",
       "      <td>1.750000e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.081668e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>5.093148e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.054697</td>\n",
       "      <td>-0.517762</td>\n",
       "      <td>-0.000091</td>\n",
       "      <td>-6.804166e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177674</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.347656</td>\n",
       "      <td>1.333740</td>\n",
       "      <td>7.338928</td>\n",
       "      <td>1.449951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-3.242961e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.077550</td>\n",
       "      <td>-0.008200</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>-3.870084e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137089</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.652344</td>\n",
       "      <td>-0.409332</td>\n",
       "      <td>7.490784</td>\n",
       "      <td>-3.999939e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.330669e-16</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>-1.720846e-14</td>\n",
       "      <td>1.152330e-09</td>\n",
       "      <td>0.113544</td>\n",
       "      <td>-0.076968</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>3.986410e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.733398</td>\n",
       "      <td>0.552612</td>\n",
       "      <td>7.760437</td>\n",
       "      <td>4.999695e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-3.153033e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.079531</td>\n",
       "      <td>-0.021577</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>1.684697e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200582</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.854248</td>\n",
       "      <td>1.199951</td>\n",
       "      <td>3.771179</td>\n",
       "      <td>1.300049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.844947e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-5.119516e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.060170</td>\n",
       "      <td>-0.006595</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-4.303721e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92048</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.741943</td>\n",
       "      <td>2.804688</td>\n",
       "      <td>5.668945</td>\n",
       "      <td>3.050049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-1.578737e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.082150</td>\n",
       "      <td>-0.094105</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>-4.697722e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56918</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.993408</td>\n",
       "      <td>1.371338</td>\n",
       "      <td>7.001282</td>\n",
       "      <td>1.396973e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-5.698220e-14</td>\n",
       "      <td>-2.612114e-03</td>\n",
       "      <td>0.069379</td>\n",
       "      <td>-0.035657</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>-1.047853e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198462</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.699219</td>\n",
       "      <td>0.878601</td>\n",
       "      <td>3.737183</td>\n",
       "      <td>9.500122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-1.355860e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.038788</td>\n",
       "      <td>-0.064152</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-3.856230e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105826</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.753662</td>\n",
       "      <td>2.103271</td>\n",
       "      <td>7.912231</td>\n",
       "      <td>2.250000e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>2.143286e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.063689</td>\n",
       "      <td>-0.238875</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-7.052144e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.535889</td>\n",
       "      <td>0.500427</td>\n",
       "      <td>3.543457</td>\n",
       "      <td>4.999695e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-5.928591e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.049311</td>\n",
       "      <td>-0.085820</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>3.575871e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14143</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.857910</td>\n",
       "      <td>1.019897</td>\n",
       "      <td>3.889008</td>\n",
       "      <td>1.199951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.706169e-16</td>\n",
       "      <td>5.703771e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.037831</td>\n",
       "      <td>-0.437570</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>-1.035741e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34481</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.588379</td>\n",
       "      <td>1.609131</td>\n",
       "      <td>3.695251</td>\n",
       "      <td>1.849976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-1.096900e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.042413</td>\n",
       "      <td>-0.524151</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>-8.875844e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89575</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.623291</td>\n",
       "      <td>1.954590</td>\n",
       "      <td>5.365295</td>\n",
       "      <td>2.149902e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>1.154632e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.094537</td>\n",
       "      <td>-0.228242</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>-3.436524e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130148</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.160156</td>\n",
       "      <td>2.711426</td>\n",
       "      <td>10.223511</td>\n",
       "      <td>2.949951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.498002e-16</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-5.530298e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.105273</td>\n",
       "      <td>-0.182884</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>-3.753076e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164691</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.677734</td>\n",
       "      <td>0.550110</td>\n",
       "      <td>3.695251</td>\n",
       "      <td>5.499878e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>1.176836e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.042841</td>\n",
       "      <td>-0.063757</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>3.368192e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57067</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.187500</td>\n",
       "      <td>1.284912</td>\n",
       "      <td>3.163879</td>\n",
       "      <td>1.400024e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>1.653122e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.046995</td>\n",
       "      <td>-0.019436</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>-1.652291e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154308</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.749756</td>\n",
       "      <td>0.435852</td>\n",
       "      <td>7.760437</td>\n",
       "      <td>3.500061e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>7.960299e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.073070</td>\n",
       "      <td>-0.117148</td>\n",
       "      <td>-0.000036</td>\n",
       "      <td>3.988916e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.188477</td>\n",
       "      <td>1.574341</td>\n",
       "      <td>4.226624</td>\n",
       "      <td>1.800049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>1.031467e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.047138</td>\n",
       "      <td>-0.294619</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>-7.959728e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58078</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.165283</td>\n",
       "      <td>0.527405</td>\n",
       "      <td>4.268555</td>\n",
       "      <td>4.999695e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>4.661549e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.040785</td>\n",
       "      <td>-0.069188</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>1.432550e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182310</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.417236</td>\n",
       "      <td>1.022461</td>\n",
       "      <td>6.545837</td>\n",
       "      <td>1.050049e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-1.131595e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.054245</td>\n",
       "      <td>-0.037588</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>-1.412878e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104042</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.133057</td>\n",
       "      <td>0.841980</td>\n",
       "      <td>5.179443</td>\n",
       "      <td>8.499756e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-4.064804e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.050966</td>\n",
       "      <td>-0.003530</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-4.505313e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74899</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.570557</td>\n",
       "      <td>1.100586</td>\n",
       "      <td>3.543457</td>\n",
       "      <td>1.199951e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-7.285839e-17</td>\n",
       "      <td>8.652801e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.043895</td>\n",
       "      <td>-0.008703</td>\n",
       "      <td>-0.000001</td>\n",
       "      <td>-1.303555e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89250</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.591797</td>\n",
       "      <td>0.966003</td>\n",
       "      <td>5.634949</td>\n",
       "      <td>9.999390e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>3.096412e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.053799</td>\n",
       "      <td>-0.019119</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-1.979495e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152408</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>1.091431</td>\n",
       "      <td>5.407166</td>\n",
       "      <td>1.099976e+00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-4.264644e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.059623</td>\n",
       "      <td>-0.026278</td>\n",
       "      <td>-0.000024</td>\n",
       "      <td>-1.837332e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35826</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.519043</td>\n",
       "      <td>0.408752</td>\n",
       "      <td>3.391632</td>\n",
       "      <td>3.999939e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-1.381117e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.053497</td>\n",
       "      <td>-0.128433</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>4.069517e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113096</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.652466</td>\n",
       "      <td>0.644165</td>\n",
       "      <td>2.556610</td>\n",
       "      <td>7.000122e-01</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.226586e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-1.181832e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.041851</td>\n",
       "      <td>-0.032497</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>2.163921e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19221 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MultiRP  Arm  RPId1  RPId2    TrackX1   TrackY1    TrackX2  \\\n",
       "99234         1    1    103    123   6.884521  2.935547   6.883484   \n",
       "140279        1    1    103    123   2.978638  1.076904   3.012085   \n",
       "190165        1    1    103    123   3.995605  1.041260   3.923004   \n",
       "148266        1    0      3     23   5.656982  0.290558   5.710815   \n",
       "44734         1    0      3     23   4.997070 -0.308197   5.103577   \n",
       "205320        1    0      3     23  12.977051  0.515686  13.225952   \n",
       "111452        1    0      3     23   5.606934  0.223969   5.710815   \n",
       "84328         1    1    103    123   3.479370  1.325928   3.543457   \n",
       "191766        1    0      3     23   8.209473  0.976746   8.291748   \n",
       "7014          1    0      3     23   6.906982  0.079292   6.849487   \n",
       "55272         1    1    103    123   4.111328  0.640808   4.074829   \n",
       "85162         1    1    103    123   2.996460  1.585449   2.860260   \n",
       "193007        1    1    103    123  10.654297  3.643799  10.299438   \n",
       "185270        1    1    103    123   3.704712  1.417114   3.771179   \n",
       "126291        1    1    103    123   3.229004  1.201416   3.163879   \n",
       "182824        1    0      3     23   4.548828  0.551514   4.420349   \n",
       "73452         1    1    103    123  10.747070  1.342773  10.982666   \n",
       "154194        1    0      3     23   4.741211  0.876221   4.723999   \n",
       "193760        1    0      3     23   9.395020  1.649292   9.506348   \n",
       "41417         1    1    103    123   9.386230  3.138184   9.768066   \n",
       "72008         1    0      3     23   6.276367  1.389648   6.394043   \n",
       "79798         1    0      3     23   8.399902  0.259308   8.443604   \n",
       "186401        1    0      3     23   5.217041  1.091919   5.255371   \n",
       "37496         1    0      3     23   4.799072  0.676025   4.951721   \n",
       "153707        1    0      3     23   4.782715  0.792725   4.951721   \n",
       "48087         1    0      3     23   5.741943  0.957336   5.862671   \n",
       "50971         1    0      3     23   6.201172  1.289795   6.242188   \n",
       "91234         1    1    103    123   3.793945  0.358093   3.771179   \n",
       "201722        1    1    103    123   4.202637  0.415527   4.150696   \n",
       "174153        1    1    103    123   3.805054  1.550293   3.695251   \n",
       "...         ...  ...    ...    ...        ...       ...        ...   \n",
       "118653        1    1    103    123   5.523926  2.238281   5.593018   \n",
       "142530        1    1    103    123   4.053955  1.049438   3.998901   \n",
       "195292        1    1    103    123   3.594727  0.717041   3.695251   \n",
       "150223        1    0      3     23  11.605469  2.227783  11.783691   \n",
       "174615        1    0      3     23   4.934814  1.617798   4.799927   \n",
       "177674        1    1    103    123   7.347656  1.333740   7.338928   \n",
       "137089        1    1    103    123   7.652344 -0.409332   7.490784   \n",
       "6721          1    0      3     23   7.733398  0.552612   7.760437   \n",
       "200582        1    1    103    123   3.854248  1.199951   3.771179   \n",
       "92048         1    1    103    123   5.741943  2.804688   5.668945   \n",
       "56918         1    0      3     23   6.993408  1.371338   7.001282   \n",
       "198462        1    0      3     23   3.699219  0.878601   3.737183   \n",
       "105826        1    0      3     23   7.753662  2.103271   7.912231   \n",
       "45999         1    1    103    123   3.535889  0.500427   3.543457   \n",
       "14143         1    0      3     23   3.857910  1.019897   3.889008   \n",
       "34481         1    1    103    123   3.588379  1.609131   3.695251   \n",
       "89575         1    1    103    123   5.623291  1.954590   5.365295   \n",
       "130148        1    1    103    123  10.160156  2.711426  10.223511   \n",
       "164691        1    1    103    123   3.677734  0.550110   3.695251   \n",
       "57067         1    1    103    123   3.187500  1.284912   3.163879   \n",
       "154308        1    0      3     23   7.749756  0.435852   7.760437   \n",
       "1034          1    1    103    123   4.188477  1.574341   4.226624   \n",
       "58078         1    0      3     23   4.165283  0.527405   4.268555   \n",
       "182310        1    0      3     23   6.417236  1.022461   6.545837   \n",
       "104042        1    0      3     23   5.133057  0.841980   5.179443   \n",
       "74899         1    1    103    123   3.570557  1.100586   3.543457   \n",
       "89250         1    0      3     23   5.591797  0.966003   5.634949   \n",
       "152408        1    0      3     23   5.425293  1.091431   5.407166   \n",
       "35826         1    1    103    123   3.519043  0.408752   3.391632   \n",
       "113096        1    1    103    123   2.652466  0.644165   2.556610   \n",
       "\n",
       "             TrackY2  TrackThX_SingleRP  TrackThY_SingleRP  Track1ThX_MultiRP  \\\n",
       "99234   3.199951e+00             -999.0             -999.0      -3.469447e-16   \n",
       "140279  1.250000e+00             -999.0             -999.0      -3.157197e-16   \n",
       "190165  1.099976e+00             -999.0             -999.0      -2.983724e-16   \n",
       "148266  1.999969e-01             -999.0             -999.0      -6.245005e-17   \n",
       "44734  -4.500122e-01             -999.0             -999.0      -4.163336e-17   \n",
       "205320  4.500122e-01             -999.0             -999.0      -8.326673e-17   \n",
       "111452  1.499939e-01             -999.0             -999.0      -3.469447e-17   \n",
       "84328   1.500000e+00             -999.0             -999.0      -3.261280e-16   \n",
       "191766  9.500122e-01             -999.0             -999.0      -4.163336e-17   \n",
       "7014   -7.735798e-08             -999.0             -999.0      -5.551115e-17   \n",
       "55272   6.500244e-01             -999.0             -999.0      -2.914335e-16   \n",
       "85162   1.800049e+00             -999.0             -999.0      -3.261280e-16   \n",
       "193007  3.949951e+00             -999.0             -999.0      -2.914335e-16   \n",
       "185270  1.599976e+00             -999.0             -999.0      -3.122502e-16   \n",
       "126291  1.349976e+00             -999.0             -999.0      -2.914335e-16   \n",
       "182824  5.499878e-01             -999.0             -999.0      -4.163336e-17   \n",
       "73452   1.449951e+00             -999.0             -999.0       5.574226e-04   \n",
       "154194  9.000244e-01             -999.0             -999.0      -4.857226e-17   \n",
       "193760  1.649170e+00             -999.0             -999.0      -6.938894e-17   \n",
       "41417   3.399902e+00             -999.0             -999.0      -3.608225e-16   \n",
       "72008   1.500000e+00             -999.0             -999.0      -4.163336e-17   \n",
       "79798   1.499939e-01             -999.0             -999.0      -5.551115e-17   \n",
       "186401  1.150024e+00             -999.0             -999.0      -2.081668e-17   \n",
       "37496   7.000122e-01             -999.0             -999.0      -2.081668e-17   \n",
       "153707  8.499756e-01             -999.0             -999.0      -2.775558e-17   \n",
       "48087   1.050049e+00             -999.0             -999.0      -2.775558e-17   \n",
       "50971   1.349976e+00             -999.0             -999.0      -4.163336e-17   \n",
       "91234   3.500061e-01             -999.0             -999.0      -2.983724e-16   \n",
       "201722  3.999939e-01             -999.0             -999.0      -3.122502e-16   \n",
       "174153  1.699951e+00             -999.0             -999.0      -3.053113e-16   \n",
       "...              ...                ...                ...                ...   \n",
       "118653  2.449951e+00             -999.0             -999.0      -3.261280e-16   \n",
       "142530  1.150024e+00             -999.0             -999.0      -3.053113e-16   \n",
       "195292  7.500000e-01             -999.0             -999.0      -3.122502e-16   \n",
       "150223  2.300049e+00             -999.0             -999.0      -6.938894e-17   \n",
       "174615  1.750000e+00             -999.0             -999.0      -2.081668e-17   \n",
       "177674  1.449951e+00             -999.0             -999.0      -3.053113e-16   \n",
       "137089 -3.999939e-01             -999.0             -999.0      -3.330669e-16   \n",
       "6721    4.999695e-01             -999.0             -999.0      -6.938894e-17   \n",
       "200582  1.300049e+00             -999.0             -999.0      -2.844947e-16   \n",
       "92048   3.050049e+00             -999.0             -999.0      -3.122502e-16   \n",
       "56918   1.396973e+00             -999.0             -999.0      -6.938894e-17   \n",
       "198462  9.500122e-01             -999.0             -999.0      -2.775558e-17   \n",
       "105826  2.250000e+00             -999.0             -999.0      -5.551115e-17   \n",
       "45999   4.999695e-01             -999.0             -999.0      -3.053113e-16   \n",
       "14143   1.199951e+00             -999.0             -999.0      -4.857226e-17   \n",
       "34481   1.849976e+00             -999.0             -999.0      -3.122502e-16   \n",
       "89575   2.149902e+00             -999.0             -999.0      -3.053113e-16   \n",
       "130148  2.949951e+00             -999.0             -999.0      -2.498002e-16   \n",
       "164691  5.499878e-01             -999.0             -999.0      -3.191891e-16   \n",
       "57067   1.400024e+00             -999.0             -999.0      -3.122502e-16   \n",
       "154308  3.500061e-01             -999.0             -999.0      -6.938894e-17   \n",
       "1034    1.800049e+00             -999.0             -999.0      -3.191891e-16   \n",
       "58078   4.999695e-01             -999.0             -999.0      -5.551115e-17   \n",
       "182310  1.050049e+00             -999.0             -999.0      -5.551115e-17   \n",
       "104042  8.499756e-01             -999.0             -999.0      -4.163336e-17   \n",
       "74899   1.199951e+00             -999.0             -999.0      -3.122502e-16   \n",
       "89250   9.999390e-01             -999.0             -999.0      -4.857226e-17   \n",
       "152408  1.099976e+00             -999.0             -999.0      -6.245005e-17   \n",
       "35826   3.999939e-01             -999.0             -999.0      -3.053113e-16   \n",
       "113096  7.000122e-01             -999.0             -999.0      -3.226586e-16   \n",
       "\n",
       "        Track1ThY_MultiRP  Track2ThX_MultiRP  Track2ThY_MultiRP        Xi  \\\n",
       "99234       -7.632783e-17       3.429201e-14       3.072273e-09  0.076666   \n",
       "140279      -6.591949e-17      -1.006573e-15       3.072273e-09  0.041093   \n",
       "190165      -6.245005e-17       4.196643e-14       3.072273e-09  0.055388   \n",
       "148266      -2.636780e-16      -8.552187e-15      -7.680683e-10  0.051295   \n",
       "44734       -2.636780e-16       5.917489e-14       1.152330e-09  0.048346   \n",
       "205320      -2.220446e-16      -9.348078e-14      -7.680683e-10  0.098880   \n",
       "111452      -2.775558e-16      -2.507994e-13      -7.680683e-10  0.052445   \n",
       "84328       -5.898060e-17      -3.487488e-14       3.072273e-09  0.043292   \n",
       "191766      -2.914335e-16      -1.566022e-15       3.072273e-09  0.075327   \n",
       "7014        -2.636780e-16       8.681944e-14      -7.680683e-10  0.073473   \n",
       "55272       -6.245005e-17       1.276756e-13      -7.680683e-10  0.054175   \n",
       "85162       -5.204170e-17      -7.324870e-16      -7.680683e-10  0.046906   \n",
       "193007      -2.775558e-17      -1.081635e-13       3.072273e-09  0.154209   \n",
       "185270      -5.898060e-17      -2.180478e-13       3.072273e-09  0.043673   \n",
       "126291      -5.204170e-17       2.211009e-13       3.072273e-09  0.045325   \n",
       "182824      -2.775558e-16      -1.721540e-14       3.072273e-09  0.049977   \n",
       "73452        7.398129e-04      -5.284662e-14      -7.680683e-10  0.094751   \n",
       "154194      -2.636780e-16      -1.314504e-13      -7.680683e-10  0.052322   \n",
       "193760      -2.775558e-16      -1.925127e-13      -2.612114e-03  0.088089   \n",
       "41417       -4.163336e-17      -4.198031e-14      -4.609319e-09  0.078442   \n",
       "72008       -2.636780e-16       8.901213e-14      -7.680683e-10  0.057720   \n",
       "79798       -2.636780e-16      -2.109424e-14      -7.680683e-10  0.079940   \n",
       "186401      -2.775558e-16      -8.962275e-14      -7.680683e-10  0.048043   \n",
       "37496       -2.636780e-16       6.727952e-14      -7.680683e-10  0.041909   \n",
       "153707      -2.775558e-16       1.897094e-14      -7.680683e-10  0.039384   \n",
       "48087       -2.636780e-16      -7.674417e-14       3.072273e-09  0.048961   \n",
       "50971       -2.775558e-16      -3.909373e-14      -4.609319e-09  0.056889   \n",
       "91234       -6.938894e-17       4.106090e-15       3.072273e-09  0.049574   \n",
       "201722      -7.632783e-17       1.422196e-13      -7.680683e-10  0.059045   \n",
       "174153      -5.204170e-17      -9.636736e-14      -7.680683e-10  0.061927   \n",
       "...                   ...                ...                ...       ...   \n",
       "118653      -6.938894e-17       2.762547e-15       3.072273e-09  0.066986   \n",
       "142530      -6.938894e-17       5.739853e-14      -7.680683e-10  0.054806   \n",
       "195292      -6.245005e-17       2.064321e-14      -7.680683e-10  0.042773   \n",
       "150223      -2.775558e-16       1.885297e-14       3.072273e-09  0.099257   \n",
       "174615      -2.636780e-16       5.093148e-14      -4.609319e-09  0.054697   \n",
       "177674      -6.938894e-17      -3.242961e-13      -7.680683e-10  0.077550   \n",
       "137089      -8.326673e-17      -1.720846e-14       1.152330e-09  0.113544   \n",
       "6721        -2.914335e-16      -3.153033e-14      -7.680683e-10  0.079531   \n",
       "200582      -5.551115e-17      -5.119516e-14      -7.680683e-10  0.060170   \n",
       "92048       -4.163336e-17      -1.578737e-13      -4.609319e-09  0.082150   \n",
       "56918       -2.636780e-16      -5.698220e-14      -2.612114e-03  0.069379   \n",
       "198462      -2.636780e-16      -1.355860e-14       3.072273e-09  0.038788   \n",
       "105826      -2.775558e-16       2.143286e-13      -4.609319e-09  0.063689   \n",
       "45999       -6.938894e-17      -5.928591e-14      -7.680683e-10  0.049311   \n",
       "14143       -2.706169e-16       5.703771e-14       3.072273e-09  0.037831   \n",
       "34481       -4.857226e-17      -1.096900e-13       3.072273e-09  0.042413   \n",
       "89575       -5.551115e-17       1.154632e-13      -4.609319e-09  0.094537   \n",
       "130148      -2.775558e-17      -5.530298e-14       3.072273e-09  0.105273   \n",
       "164691      -6.938894e-17       1.176836e-13      -7.680683e-10  0.042841   \n",
       "57067       -5.898060e-17       1.653122e-13      -4.609319e-09  0.046995   \n",
       "154308      -2.775558e-16       7.960299e-14      -7.680683e-10  0.073070   \n",
       "1034        -5.551115e-17       1.031467e-14      -7.680683e-10  0.047138   \n",
       "58078       -2.636780e-16       4.661549e-14      -7.680683e-10  0.040785   \n",
       "182310      -2.636780e-16      -1.131595e-13       3.072273e-09  0.054245   \n",
       "104042      -2.775558e-16      -4.064804e-14      -7.680683e-10  0.050966   \n",
       "74899       -7.285839e-17       8.652801e-15      -7.680683e-10  0.043895   \n",
       "89250       -2.636780e-16       3.096412e-13      -7.680683e-10  0.053799   \n",
       "152408      -2.636780e-16      -4.264644e-14      -4.609319e-09  0.059623   \n",
       "35826       -6.938894e-17      -1.381117e-13      -7.680683e-10  0.053497   \n",
       "113096      -6.245005e-17      -1.181832e-13      -7.680683e-10  0.041851   \n",
       "\n",
       "               T       ThX           ThY  \n",
       "99234  -0.148733  0.000018 -5.786517e-05  \n",
       "140279 -0.213824  0.000038 -6.179702e-05  \n",
       "190165 -0.020002 -0.000013  1.648485e-05  \n",
       "148266 -0.086672 -0.000005  4.553005e-05  \n",
       "44734  -0.214520  0.000036  6.337187e-05  \n",
       "205320 -0.071010  0.000036  1.763897e-05  \n",
       "111452 -0.075111  0.000028  3.216805e-05  \n",
       "84328  -0.224138  0.000050 -5.440787e-05  \n",
       "191766 -0.011532  0.000001  1.248303e-05  \n",
       "7014   -0.141457 -0.000054  2.434922e-05  \n",
       "55272  -0.056044  0.000003  3.636935e-05  \n",
       "85162  -0.298776 -0.000047 -7.205510e-05  \n",
       "193007 -0.298293 -0.000077 -4.150324e-05  \n",
       "185270 -0.230335  0.000049 -5.719881e-05  \n",
       "126291 -0.078431 -0.000014 -4.133707e-05  \n",
       "182824 -0.309743 -0.000087 -5.951898e-06  \n",
       "73452  -0.566216  0.000120  1.191047e-05  \n",
       "154194 -0.030728 -0.000022 -1.476143e-05  \n",
       "193760 -0.021832  0.000018  7.337428e-06  \n",
       "41417  -1.519341  0.000191 -4.873427e-05  \n",
       "72008  -0.193366  0.000031 -6.187916e-05  \n",
       "79798  -0.111661 -0.000016  4.950380e-05  \n",
       "186401 -0.040787 -0.000010 -2.921509e-05  \n",
       "37496  -0.128468  0.000054 -1.527559e-05  \n",
       "153707 -0.181090  0.000058 -3.217896e-05  \n",
       "48087  -0.159289  0.000027 -5.651692e-05  \n",
       "50971  -0.047203 -0.000014 -2.999196e-05  \n",
       "91234  -0.058341  0.000008  3.649533e-05  \n",
       "201722 -0.097731  0.000002  4.871340e-05  \n",
       "174153 -0.044739 -0.000019 -2.623402e-05  \n",
       "...          ...       ...           ...  \n",
       "118653 -0.233185  0.000061 -4.553955e-05  \n",
       "142530 -0.009014 -0.000005 -1.150686e-05  \n",
       "195292 -0.200762  0.000068  1.759357e-05  \n",
       "150223 -0.094233  0.000029 -3.686982e-05  \n",
       "174615 -0.517762 -0.000091 -6.804166e-05  \n",
       "177674 -0.008200  0.000007 -3.870084e-06  \n",
       "137089 -0.076968 -0.000011  3.986410e-05  \n",
       "6721   -0.021577 -0.000011  1.684697e-05  \n",
       "200582 -0.006595 -0.000008 -4.303721e-06  \n",
       "92048  -0.094105  0.000007 -4.697722e-05  \n",
       "56918  -0.035657 -0.000026 -1.047853e-05  \n",
       "198462 -0.064152  0.000008 -3.856230e-05  \n",
       "105826 -0.238875  0.000031 -7.052144e-05  \n",
       "45999  -0.085820  0.000028  3.575871e-05  \n",
       "14143  -0.437570 -0.000002 -1.035741e-04  \n",
       "34481  -0.524151  0.000071 -8.875844e-05  \n",
       "89575  -0.228242 -0.000068 -3.436524e-05  \n",
       "130148 -0.182884  0.000056 -3.753076e-05  \n",
       "164691 -0.063757  0.000020  3.368192e-05  \n",
       "57067  -0.019436  0.000013 -1.652291e-05  \n",
       "154308 -0.117148 -0.000036  3.988916e-05  \n",
       "1034   -0.294619  0.000031 -7.959728e-05  \n",
       "58078  -0.069188  0.000038  1.432550e-05  \n",
       "182310 -0.037588  0.000026 -1.412878e-05  \n",
       "104042 -0.003530  0.000003 -4.505313e-06  \n",
       "74899  -0.008703 -0.000001 -1.303555e-05  \n",
       "89250  -0.019119 -0.000004 -1.979495e-05  \n",
       "152408 -0.026278 -0.000024 -1.837332e-06  \n",
       "35826  -0.128433 -0.000039  4.069517e-05  \n",
       "113096 -0.032497 -0.000028  2.163921e-07  \n",
       "\n",
       "[19221 rows x 18 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['Elastic'][ ['MultiRP', 'Arm', 'RPId1', 'RPId2',\n",
    "                        'TrackX1', 'TrackY1', 'TrackX2', 'TrackY2',\n",
    "                        'TrackThX_SingleRP', 'TrackThY_SingleRP', 'Track1ThX_MultiRP', 'Track1ThY_MultiRP', 'Track2ThX_MultiRP', 'Track2ThY_MultiRP',\n",
    "                        'Xi', 'T', 'ThX', 'ThY'] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMuPlus</th>\n",
       "      <th>XiMuMuMinus</th>\n",
       "      <th>XiMuMu</th>\n",
       "      <th>xlow</th>\n",
       "      <th>xhigh</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63942</th>\n",
       "      <td>1</td>\n",
       "      <td>1034</td>\n",
       "      <td>103324</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.835815</td>\n",
       "      <td>...</td>\n",
       "      <td>141.787628</td>\n",
       "      <td>0</td>\n",
       "      <td>0.065965</td>\n",
       "      <td>0.003754</td>\n",
       "      <td>0.033429</td>\n",
       "      <td>0.033429</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108415</th>\n",
       "      <td>1</td>\n",
       "      <td>775</td>\n",
       "      <td>77438</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.061646</td>\n",
       "      <td>...</td>\n",
       "      <td>260.809387</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000971</td>\n",
       "      <td>0.009602</td>\n",
       "      <td>0.041947</td>\n",
       "      <td>0.041947</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69695</th>\n",
       "      <td>1</td>\n",
       "      <td>1147</td>\n",
       "      <td>114675</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.974854</td>\n",
       "      <td>...</td>\n",
       "      <td>821.546509</td>\n",
       "      <td>2</td>\n",
       "      <td>0.035858</td>\n",
       "      <td>0.059216</td>\n",
       "      <td>0.067891</td>\n",
       "      <td>0.059216</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65463</th>\n",
       "      <td>1</td>\n",
       "      <td>1135</td>\n",
       "      <td>113464</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.045654</td>\n",
       "      <td>...</td>\n",
       "      <td>204.683609</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001479</td>\n",
       "      <td>0.005054</td>\n",
       "      <td>0.049054</td>\n",
       "      <td>0.049054</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95617</th>\n",
       "      <td>1</td>\n",
       "      <td>1596</td>\n",
       "      <td>159570</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.995605</td>\n",
       "      <td>...</td>\n",
       "      <td>236.765106</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.007343</td>\n",
       "      <td>0.045177</td>\n",
       "      <td>0.045177</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122053</th>\n",
       "      <td>1</td>\n",
       "      <td>1911</td>\n",
       "      <td>191077</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.223633</td>\n",
       "      <td>...</td>\n",
       "      <td>204.994888</td>\n",
       "      <td>1</td>\n",
       "      <td>0.015183</td>\n",
       "      <td>0.040122</td>\n",
       "      <td>0.006208</td>\n",
       "      <td>0.040122</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82885</th>\n",
       "      <td>1</td>\n",
       "      <td>1022</td>\n",
       "      <td>102160</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.679199</td>\n",
       "      <td>...</td>\n",
       "      <td>230.646103</td>\n",
       "      <td>0</td>\n",
       "      <td>0.089225</td>\n",
       "      <td>0.006228</td>\n",
       "      <td>0.051012</td>\n",
       "      <td>0.051012</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42780</th>\n",
       "      <td>1</td>\n",
       "      <td>1743</td>\n",
       "      <td>174201</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.666992</td>\n",
       "      <td>...</td>\n",
       "      <td>115.786293</td>\n",
       "      <td>1</td>\n",
       "      <td>0.008301</td>\n",
       "      <td>0.071396</td>\n",
       "      <td>0.001111</td>\n",
       "      <td>0.071396</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115941</th>\n",
       "      <td>1</td>\n",
       "      <td>1198</td>\n",
       "      <td>119731</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.182617</td>\n",
       "      <td>...</td>\n",
       "      <td>205.483017</td>\n",
       "      <td>2</td>\n",
       "      <td>0.019182</td>\n",
       "      <td>0.050317</td>\n",
       "      <td>0.004981</td>\n",
       "      <td>0.050317</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48679</th>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>10230</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.510742</td>\n",
       "      <td>...</td>\n",
       "      <td>510.098206</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001240</td>\n",
       "      <td>0.030996</td>\n",
       "      <td>0.049682</td>\n",
       "      <td>0.049682</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16750</th>\n",
       "      <td>1</td>\n",
       "      <td>736</td>\n",
       "      <td>73501</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.623413</td>\n",
       "      <td>...</td>\n",
       "      <td>152.786041</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000962</td>\n",
       "      <td>0.037277</td>\n",
       "      <td>0.003706</td>\n",
       "      <td>0.037277</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.787109</td>\n",
       "      <td>...</td>\n",
       "      <td>558.148987</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.082864</td>\n",
       "      <td>0.022257</td>\n",
       "      <td>0.082864</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42238</th>\n",
       "      <td>1</td>\n",
       "      <td>1735</td>\n",
       "      <td>173486</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.519043</td>\n",
       "      <td>...</td>\n",
       "      <td>200.602097</td>\n",
       "      <td>4</td>\n",
       "      <td>0.004885</td>\n",
       "      <td>0.005499</td>\n",
       "      <td>0.043305</td>\n",
       "      <td>0.043305</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61585</th>\n",
       "      <td>1</td>\n",
       "      <td>930</td>\n",
       "      <td>92928</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.256348</td>\n",
       "      <td>...</td>\n",
       "      <td>140.291122</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002046</td>\n",
       "      <td>0.025781</td>\n",
       "      <td>0.004518</td>\n",
       "      <td>0.025781</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46925</th>\n",
       "      <td>1</td>\n",
       "      <td>442</td>\n",
       "      <td>44173</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.558105</td>\n",
       "      <td>...</td>\n",
       "      <td>281.087189</td>\n",
       "      <td>0</td>\n",
       "      <td>0.059703</td>\n",
       "      <td>0.053885</td>\n",
       "      <td>0.008717</td>\n",
       "      <td>0.053885</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110275</th>\n",
       "      <td>1</td>\n",
       "      <td>761</td>\n",
       "      <td>76090</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.406982</td>\n",
       "      <td>...</td>\n",
       "      <td>227.455444</td>\n",
       "      <td>1</td>\n",
       "      <td>0.005631</td>\n",
       "      <td>0.003433</td>\n",
       "      <td>0.089315</td>\n",
       "      <td>0.089315</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46958</th>\n",
       "      <td>1</td>\n",
       "      <td>443</td>\n",
       "      <td>44233</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.180420</td>\n",
       "      <td>...</td>\n",
       "      <td>150.916260</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001154</td>\n",
       "      <td>0.056897</td>\n",
       "      <td>0.002369</td>\n",
       "      <td>0.056897</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101717</th>\n",
       "      <td>1</td>\n",
       "      <td>1806</td>\n",
       "      <td>180502</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.576904</td>\n",
       "      <td>...</td>\n",
       "      <td>134.180771</td>\n",
       "      <td>0</td>\n",
       "      <td>0.011441</td>\n",
       "      <td>0.001282</td>\n",
       "      <td>0.084127</td>\n",
       "      <td>0.084127</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23409</th>\n",
       "      <td>1</td>\n",
       "      <td>963</td>\n",
       "      <td>96204</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.483154</td>\n",
       "      <td>...</td>\n",
       "      <td>127.473694</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003656</td>\n",
       "      <td>0.001769</td>\n",
       "      <td>0.054382</td>\n",
       "      <td>0.054382</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100104</th>\n",
       "      <td>1</td>\n",
       "      <td>1763</td>\n",
       "      <td>176255</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.358643</td>\n",
       "      <td>...</td>\n",
       "      <td>338.262360</td>\n",
       "      <td>3</td>\n",
       "      <td>0.002989</td>\n",
       "      <td>0.036073</td>\n",
       "      <td>0.018769</td>\n",
       "      <td>0.036073</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103956</th>\n",
       "      <td>1</td>\n",
       "      <td>1949</td>\n",
       "      <td>194830</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.711304</td>\n",
       "      <td>...</td>\n",
       "      <td>499.242828</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.034644</td>\n",
       "      <td>0.042572</td>\n",
       "      <td>0.042572</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88678</th>\n",
       "      <td>1</td>\n",
       "      <td>1493</td>\n",
       "      <td>149298</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.054321</td>\n",
       "      <td>...</td>\n",
       "      <td>121.799744</td>\n",
       "      <td>2</td>\n",
       "      <td>0.034124</td>\n",
       "      <td>0.002007</td>\n",
       "      <td>0.044017</td>\n",
       "      <td>0.044017</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52349</th>\n",
       "      <td>1</td>\n",
       "      <td>395</td>\n",
       "      <td>39453</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.291992</td>\n",
       "      <td>...</td>\n",
       "      <td>279.611359</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>0.064864</td>\n",
       "      <td>0.007132</td>\n",
       "      <td>0.064864</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101292</th>\n",
       "      <td>1</td>\n",
       "      <td>1799</td>\n",
       "      <td>179815</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.878418</td>\n",
       "      <td>...</td>\n",
       "      <td>165.134003</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001007</td>\n",
       "      <td>0.085923</td>\n",
       "      <td>0.001879</td>\n",
       "      <td>0.085923</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50277</th>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>12316</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.320312</td>\n",
       "      <td>...</td>\n",
       "      <td>174.371216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.026363</td>\n",
       "      <td>0.003154</td>\n",
       "      <td>0.057433</td>\n",
       "      <td>0.057433</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111173</th>\n",
       "      <td>1</td>\n",
       "      <td>530</td>\n",
       "      <td>52930</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.519531</td>\n",
       "      <td>...</td>\n",
       "      <td>115.072868</td>\n",
       "      <td>2</td>\n",
       "      <td>0.075099</td>\n",
       "      <td>0.001572</td>\n",
       "      <td>0.051026</td>\n",
       "      <td>0.051026</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52539</th>\n",
       "      <td>1</td>\n",
       "      <td>398</td>\n",
       "      <td>39713</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.221924</td>\n",
       "      <td>...</td>\n",
       "      <td>205.548386</td>\n",
       "      <td>1</td>\n",
       "      <td>0.012640</td>\n",
       "      <td>0.057714</td>\n",
       "      <td>0.004333</td>\n",
       "      <td>0.057714</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54297</th>\n",
       "      <td>1</td>\n",
       "      <td>422</td>\n",
       "      <td>42167</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.215088</td>\n",
       "      <td>...</td>\n",
       "      <td>147.715561</td>\n",
       "      <td>0</td>\n",
       "      <td>0.016668</td>\n",
       "      <td>0.053293</td>\n",
       "      <td>0.002431</td>\n",
       "      <td>0.053293</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27187</th>\n",
       "      <td>1</td>\n",
       "      <td>1124</td>\n",
       "      <td>112370</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.953613</td>\n",
       "      <td>...</td>\n",
       "      <td>154.985840</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132067</td>\n",
       "      <td>0.003676</td>\n",
       "      <td>0.040470</td>\n",
       "      <td>0.040470</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122628</th>\n",
       "      <td>1</td>\n",
       "      <td>1921</td>\n",
       "      <td>192090</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.046875</td>\n",
       "      <td>...</td>\n",
       "      <td>236.315186</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026462</td>\n",
       "      <td>0.005092</td>\n",
       "      <td>0.065009</td>\n",
       "      <td>0.065009</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110982</th>\n",
       "      <td>1</td>\n",
       "      <td>803</td>\n",
       "      <td>80242</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.569336</td>\n",
       "      <td>...</td>\n",
       "      <td>155.148697</td>\n",
       "      <td>2</td>\n",
       "      <td>0.039771</td>\n",
       "      <td>0.001455</td>\n",
       "      <td>0.098289</td>\n",
       "      <td>0.098289</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89168</th>\n",
       "      <td>1</td>\n",
       "      <td>1501</td>\n",
       "      <td>150005</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.663330</td>\n",
       "      <td>...</td>\n",
       "      <td>148.412720</td>\n",
       "      <td>0</td>\n",
       "      <td>0.009029</td>\n",
       "      <td>0.050486</td>\n",
       "      <td>0.002582</td>\n",
       "      <td>0.050486</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7617</th>\n",
       "      <td>1</td>\n",
       "      <td>226</td>\n",
       "      <td>22526</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.202637</td>\n",
       "      <td>...</td>\n",
       "      <td>161.041168</td>\n",
       "      <td>0</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>0.003117</td>\n",
       "      <td>0.049240</td>\n",
       "      <td>0.049240</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6484</th>\n",
       "      <td>1</td>\n",
       "      <td>288</td>\n",
       "      <td>28799</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.023438</td>\n",
       "      <td>...</td>\n",
       "      <td>180.870850</td>\n",
       "      <td>14</td>\n",
       "      <td>0.000979</td>\n",
       "      <td>0.046433</td>\n",
       "      <td>0.004169</td>\n",
       "      <td>0.046433</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>...</td>\n",
       "      <td>209.978714</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003449</td>\n",
       "      <td>0.004131</td>\n",
       "      <td>0.063163</td>\n",
       "      <td>0.063163</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78118</th>\n",
       "      <td>1</td>\n",
       "      <td>325</td>\n",
       "      <td>32497</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.181641</td>\n",
       "      <td>...</td>\n",
       "      <td>385.670685</td>\n",
       "      <td>0</td>\n",
       "      <td>0.018846</td>\n",
       "      <td>0.042516</td>\n",
       "      <td>0.020706</td>\n",
       "      <td>0.042516</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78635</th>\n",
       "      <td>1</td>\n",
       "      <td>874</td>\n",
       "      <td>87304</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.020020</td>\n",
       "      <td>...</td>\n",
       "      <td>148.783691</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066823</td>\n",
       "      <td>0.001585</td>\n",
       "      <td>0.083637</td>\n",
       "      <td>0.083637</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55399</th>\n",
       "      <td>1</td>\n",
       "      <td>608</td>\n",
       "      <td>60748</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.818970</td>\n",
       "      <td>...</td>\n",
       "      <td>196.878555</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.006569</td>\n",
       "      <td>0.034918</td>\n",
       "      <td>0.034918</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48172</th>\n",
       "      <td>1</td>\n",
       "      <td>94</td>\n",
       "      <td>9315</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.100586</td>\n",
       "      <td>...</td>\n",
       "      <td>223.150528</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003332</td>\n",
       "      <td>0.053160</td>\n",
       "      <td>0.005543</td>\n",
       "      <td>0.053160</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71971</th>\n",
       "      <td>1</td>\n",
       "      <td>1578</td>\n",
       "      <td>157758</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.790649</td>\n",
       "      <td>...</td>\n",
       "      <td>132.173264</td>\n",
       "      <td>3</td>\n",
       "      <td>0.010144</td>\n",
       "      <td>0.001955</td>\n",
       "      <td>0.052917</td>\n",
       "      <td>0.052917</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>1</td>\n",
       "      <td>748</td>\n",
       "      <td>74730</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.459717</td>\n",
       "      <td>...</td>\n",
       "      <td>131.432968</td>\n",
       "      <td>0</td>\n",
       "      <td>0.012308</td>\n",
       "      <td>0.001638</td>\n",
       "      <td>0.062557</td>\n",
       "      <td>0.062557</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81676</th>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "      <td>36459</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.741211</td>\n",
       "      <td>...</td>\n",
       "      <td>245.654984</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002627</td>\n",
       "      <td>0.041918</td>\n",
       "      <td>0.008519</td>\n",
       "      <td>0.041918</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69242</th>\n",
       "      <td>1</td>\n",
       "      <td>1140</td>\n",
       "      <td>114000</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.225586</td>\n",
       "      <td>...</td>\n",
       "      <td>162.365768</td>\n",
       "      <td>0</td>\n",
       "      <td>0.093662</td>\n",
       "      <td>0.001864</td>\n",
       "      <td>0.089243</td>\n",
       "      <td>0.089243</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110958</th>\n",
       "      <td>1</td>\n",
       "      <td>803</td>\n",
       "      <td>80208</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.986816</td>\n",
       "      <td>...</td>\n",
       "      <td>252.574799</td>\n",
       "      <td>0</td>\n",
       "      <td>0.017687</td>\n",
       "      <td>0.009571</td>\n",
       "      <td>0.039472</td>\n",
       "      <td>0.039472</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44335</th>\n",
       "      <td>1</td>\n",
       "      <td>1776</td>\n",
       "      <td>177540</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>14.354492</td>\n",
       "      <td>...</td>\n",
       "      <td>346.646301</td>\n",
       "      <td>2</td>\n",
       "      <td>0.095542</td>\n",
       "      <td>0.005762</td>\n",
       "      <td>0.128566</td>\n",
       "      <td>0.128566</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87161</th>\n",
       "      <td>1</td>\n",
       "      <td>1471</td>\n",
       "      <td>147004</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.303345</td>\n",
       "      <td>...</td>\n",
       "      <td>293.961853</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000582</td>\n",
       "      <td>0.013020</td>\n",
       "      <td>0.039273</td>\n",
       "      <td>0.039273</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46795</th>\n",
       "      <td>1</td>\n",
       "      <td>441</td>\n",
       "      <td>44028</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.237061</td>\n",
       "      <td>...</td>\n",
       "      <td>131.149292</td>\n",
       "      <td>12</td>\n",
       "      <td>0.007365</td>\n",
       "      <td>0.001507</td>\n",
       "      <td>0.067577</td>\n",
       "      <td>0.067577</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126717</th>\n",
       "      <td>1</td>\n",
       "      <td>146</td>\n",
       "      <td>14597</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.630859</td>\n",
       "      <td>...</td>\n",
       "      <td>130.761993</td>\n",
       "      <td>26</td>\n",
       "      <td>0.008788</td>\n",
       "      <td>0.105412</td>\n",
       "      <td>0.001012</td>\n",
       "      <td>0.105412</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105513</th>\n",
       "      <td>1</td>\n",
       "      <td>1972</td>\n",
       "      <td>197137</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.123779</td>\n",
       "      <td>...</td>\n",
       "      <td>431.667084</td>\n",
       "      <td>3</td>\n",
       "      <td>0.022049</td>\n",
       "      <td>0.052355</td>\n",
       "      <td>0.021063</td>\n",
       "      <td>0.052355</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78020</th>\n",
       "      <td>1</td>\n",
       "      <td>246</td>\n",
       "      <td>24552</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.678101</td>\n",
       "      <td>...</td>\n",
       "      <td>180.704758</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015281</td>\n",
       "      <td>0.004662</td>\n",
       "      <td>0.041754</td>\n",
       "      <td>0.041754</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88430</th>\n",
       "      <td>1</td>\n",
       "      <td>1489</td>\n",
       "      <td>148874</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.669678</td>\n",
       "      <td>...</td>\n",
       "      <td>212.044617</td>\n",
       "      <td>1</td>\n",
       "      <td>0.083953</td>\n",
       "      <td>0.004647</td>\n",
       "      <td>0.058995</td>\n",
       "      <td>0.058995</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3762</th>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>7306</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.637695</td>\n",
       "      <td>...</td>\n",
       "      <td>226.914139</td>\n",
       "      <td>2</td>\n",
       "      <td>0.136218</td>\n",
       "      <td>0.007628</td>\n",
       "      <td>0.041705</td>\n",
       "      <td>0.041705</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99801</th>\n",
       "      <td>1</td>\n",
       "      <td>1759</td>\n",
       "      <td>175834</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.003418</td>\n",
       "      <td>...</td>\n",
       "      <td>190.512634</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>0.004147</td>\n",
       "      <td>0.051795</td>\n",
       "      <td>0.051795</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95025</th>\n",
       "      <td>1</td>\n",
       "      <td>1587</td>\n",
       "      <td>158692</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.878418</td>\n",
       "      <td>...</td>\n",
       "      <td>325.163422</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002047</td>\n",
       "      <td>0.013135</td>\n",
       "      <td>0.047631</td>\n",
       "      <td>0.047631</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68464</th>\n",
       "      <td>1</td>\n",
       "      <td>1179</td>\n",
       "      <td>117840</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.320679</td>\n",
       "      <td>...</td>\n",
       "      <td>271.367096</td>\n",
       "      <td>0</td>\n",
       "      <td>0.006692</td>\n",
       "      <td>0.008625</td>\n",
       "      <td>0.050528</td>\n",
       "      <td>0.050528</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129060</th>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>18113</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.689697</td>\n",
       "      <td>...</td>\n",
       "      <td>201.219391</td>\n",
       "      <td>0</td>\n",
       "      <td>0.087637</td>\n",
       "      <td>0.062817</td>\n",
       "      <td>0.003903</td>\n",
       "      <td>0.062817</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90938</th>\n",
       "      <td>1</td>\n",
       "      <td>476</td>\n",
       "      <td>47508</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.461182</td>\n",
       "      <td>...</td>\n",
       "      <td>297.981689</td>\n",
       "      <td>0</td>\n",
       "      <td>0.018423</td>\n",
       "      <td>0.010254</td>\n",
       "      <td>0.051297</td>\n",
       "      <td>0.051297</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73138</th>\n",
       "      <td>1</td>\n",
       "      <td>1666</td>\n",
       "      <td>166564</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.348633</td>\n",
       "      <td>...</td>\n",
       "      <td>118.802505</td>\n",
       "      <td>0</td>\n",
       "      <td>0.008675</td>\n",
       "      <td>0.001551</td>\n",
       "      <td>0.053846</td>\n",
       "      <td>0.053846</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87454</th>\n",
       "      <td>1</td>\n",
       "      <td>1474</td>\n",
       "      <td>147360</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.266357</td>\n",
       "      <td>...</td>\n",
       "      <td>113.536400</td>\n",
       "      <td>13</td>\n",
       "      <td>0.017871</td>\n",
       "      <td>0.001919</td>\n",
       "      <td>0.039795</td>\n",
       "      <td>0.039795</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27515</th>\n",
       "      <td>1</td>\n",
       "      <td>1130</td>\n",
       "      <td>112910</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.408447</td>\n",
       "      <td>...</td>\n",
       "      <td>186.999496</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.049277</td>\n",
       "      <td>0.004199</td>\n",
       "      <td>0.049277</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12238 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
       "63942     1         1034    103324      0          150.0        1    1    103   \n",
       "108415    1          775     77438      0          150.0        1    1    103   \n",
       "69695     1         1147    114675      0          140.0        1    0      3   \n",
       "65463     1         1135    113464      0          140.0        1    1    103   \n",
       "95617     1         1596    159570      0          120.0        1    1    103   \n",
       "122053    1         1911    191077      0          110.0        1    0      3   \n",
       "82885     1         1022    102160      0          130.0        1    1    103   \n",
       "42780     1         1743    174201      0          120.0        1    0      3   \n",
       "115941    1         1198    119731      0          130.0        1    0      3   \n",
       "48679     1          103     10230      0          140.0        1    1    103   \n",
       "16750     1          736     73501      0          150.0        1    0      3   \n",
       "122       1            2       189      0          150.0        1    0      3   \n",
       "42238     1         1735    173486      0          120.0        1    1    103   \n",
       "61585     1          930     92928      0          150.0        1    0      3   \n",
       "46925     1          442     44173      0          120.0        1    0      3   \n",
       "110275    1          761     76090      0          140.0        1    1    103   \n",
       "46958     1          443     44233      0          150.0        1    0      3   \n",
       "101717    1         1806    180502      0          140.0        1    1    103   \n",
       "23409     1          963     96204      0          150.0        1    1    103   \n",
       "100104    1         1763    176255      0          120.0        1    0      3   \n",
       "103956    1         1949    194830      0          150.0        1    1    103   \n",
       "88678     1         1493    149298      0          140.0        1    1    103   \n",
       "52349     1          395     39453      0          150.0        1    0      3   \n",
       "101292    1         1799    179815      0          140.0        1    0      3   \n",
       "50277     1          124     12316      0          120.0        1    1    103   \n",
       "111173    1          530     52930      0          130.0        1    1    103   \n",
       "52539     1          398     39713      0          120.0        1    0      3   \n",
       "54297     1          422     42167      0          150.0        1    0      3   \n",
       "27187     1         1124    112370      0          110.0        1    1    103   \n",
       "122628    1         1921    192090      0          150.0        1    1    103   \n",
       "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
       "110982    1          803     80242      0          130.0        1    1    103   \n",
       "89168     1         1501    150005      0          150.0        1    0      3   \n",
       "7617      1          226     22526      0          120.0        1    1    103   \n",
       "6484      1          288     28799      0          120.0        1    0      3   \n",
       "1253      1           21      2018      0          120.0        1    1    103   \n",
       "78118     1          325     32497      0          130.0        1    0      3   \n",
       "78635     1          874     87304      0          120.0        1    1    103   \n",
       "55399     1          608     60748      0          130.0        1    1    103   \n",
       "48172     1           94      9315      0          130.0        1    0      3   \n",
       "71971     1         1578    157758      0          130.0        1    1    103   \n",
       "17963     1          748     74730      0          150.0        1    1    103   \n",
       "81676     1          365     36459      0          120.0        1    0      3   \n",
       "69242     1         1140    114000      0          140.0        1    1    103   \n",
       "110958    1          803     80208      0          130.0        1    1    103   \n",
       "44335     1         1776    177540      0          140.0        1    1    103   \n",
       "87161     1         1471    147004      0          120.0        1    1    103   \n",
       "46795     1          441     44028      0          120.0        1    1    103   \n",
       "126717    1          146     14597      0          150.0        1    0      3   \n",
       "105513    1         1972    197137      0          120.0        1    0      3   \n",
       "78020     1          246     24552      0          140.0        1    1    103   \n",
       "88430     1         1489    148874      0          120.0        1    1    103   \n",
       "3762      1           74      7306      0          130.0        1    1    103   \n",
       "99801     1         1759    175834      0          150.0        1    1    103   \n",
       "95025     1         1587    158692      0          130.0        1    1    103   \n",
       "68464     1         1179    117840      0          140.0        1    1    103   \n",
       "129060    1          182     18113      0          130.0        1    0      3   \n",
       "90938     1          476     47508      0          130.0        1    1    103   \n",
       "73138     1         1666    166564      0          120.0        1    1    103   \n",
       "87454     1         1474    147360      0          120.0        1    1    103   \n",
       "27515     1         1130    112910      0          130.0        1    0      3   \n",
       "\n",
       "        RPId2    TrackX1  ...     InvMass  ExtraPfCands     Acopl  XiMuMuPlus  \\\n",
       "63942     123   2.835815  ...  141.787628             0  0.065965    0.003754   \n",
       "108415    123   3.061646  ...  260.809387             0  0.000971    0.009602   \n",
       "69695      23   5.974854  ...  821.546509             2  0.035858    0.059216   \n",
       "65463     123   3.045654  ...  204.683609             0  0.001479    0.005054   \n",
       "95617     123   3.995605  ...  236.765106             1  0.000047    0.007343   \n",
       "122053     23   4.223633  ...  204.994888             1  0.015183    0.040122   \n",
       "82885     123   3.679199  ...  230.646103             0  0.089225    0.006228   \n",
       "42780      23   8.666992  ...  115.786293             1  0.008301    0.071396   \n",
       "115941     23   5.182617  ...  205.483017             2  0.019182    0.050317   \n",
       "48679     123   3.510742  ...  510.098206             0  0.001240    0.030996   \n",
       "16750      23   3.623413  ...  152.786041             2  0.000962    0.037277   \n",
       "122        23   7.787109  ...  558.148987             0  0.000131    0.082864   \n",
       "42238     123   3.519043  ...  200.602097             4  0.004885    0.005499   \n",
       "61585      23   3.256348  ...  140.291122             0  0.002046    0.025781   \n",
       "46925      23   5.558105  ...  281.087189             0  0.059703    0.053885   \n",
       "110275    123   6.406982  ...  227.455444             1  0.005631    0.003433   \n",
       "46958      23   6.180420  ...  150.916260             0  0.001154    0.056897   \n",
       "101717    123   5.576904  ...  134.180771             0  0.011441    0.001282   \n",
       "23409     123   3.483154  ...  127.473694             2  0.003656    0.001769   \n",
       "100104     23   4.358643  ...  338.262360             3  0.002989    0.036073   \n",
       "103956    123   2.711304  ...  499.242828             0  0.000468    0.034644   \n",
       "88678     123   3.054321  ...  121.799744             2  0.034124    0.002007   \n",
       "52349      23   6.291992  ...  279.611359             1  0.000151    0.064864   \n",
       "101292     23   6.878418  ...  165.134003             0  0.001007    0.085923   \n",
       "50277     123   4.320312  ...  174.371216             0  0.026363    0.003154   \n",
       "111173    123   4.519531  ...  115.072868             2  0.075099    0.001572   \n",
       "52539      23   7.221924  ...  205.548386             1  0.012640    0.057714   \n",
       "54297      23   6.215088  ...  147.715561             0  0.016668    0.053293   \n",
       "27187     123   3.953613  ...  154.985840             0  0.132067    0.003676   \n",
       "122628    123   4.046875  ...  236.315186             2  0.026462    0.005092   \n",
       "...       ...        ...  ...         ...           ...       ...         ...   \n",
       "110982    123   7.569336  ...  155.148697             2  0.039771    0.001455   \n",
       "89168      23   5.663330  ...  148.412720             0  0.009029    0.050486   \n",
       "7617      123   4.202637  ...  161.041168             0  0.006360    0.003117   \n",
       "6484       23   5.023438  ...  180.870850            14  0.000979    0.046433   \n",
       "1253      123   5.425293  ...  209.978714             0  0.003449    0.004131   \n",
       "78118      23   4.181641  ...  385.670685             0  0.018846    0.042516   \n",
       "78635     123   8.020020  ...  148.783691             0  0.066823    0.001585   \n",
       "55399     123   2.818970  ...  196.878555             0  0.000964    0.006569   \n",
       "48172      23   5.100586  ...  223.150528             2  0.003332    0.053160   \n",
       "71971     123   3.790649  ...  132.173264             3  0.010144    0.001955   \n",
       "17963     123   4.459717  ...  131.432968             0  0.012308    0.001638   \n",
       "81676      23   4.741211  ...  245.654984             0  0.002627    0.041918   \n",
       "69242     123   6.225586  ...  162.365768             0  0.093662    0.001864   \n",
       "110958    123   2.986816  ...  252.574799             0  0.017687    0.009571   \n",
       "44335     123  14.354492  ...  346.646301             2  0.095542    0.005762   \n",
       "87161     123   3.303345  ...  293.961853             4  0.000582    0.013020   \n",
       "46795     123   5.237061  ...  131.149292            12  0.007365    0.001507   \n",
       "126717     23   9.630859  ...  130.761993            26  0.008788    0.105412   \n",
       "105513     23   5.123779  ...  431.667084             3  0.022049    0.052355   \n",
       "78020     123   2.678101  ...  180.704758             0  0.015281    0.004662   \n",
       "88430     123   4.669678  ...  212.044617             1  0.083953    0.004647   \n",
       "3762      123   3.637695  ...  226.914139             2  0.136218    0.007628   \n",
       "99801     123   4.003418  ...  190.512634             2  0.000644    0.004147   \n",
       "95025     123   3.878418  ...  325.163422             0  0.002047    0.013135   \n",
       "68464     123   3.320679  ...  271.367096             0  0.006692    0.008625   \n",
       "129060     23   7.689697  ...  201.219391             0  0.087637    0.062817   \n",
       "90938     123   4.461182  ...  297.981689             0  0.018423    0.010254   \n",
       "73138     123   4.348633  ...  118.802505             0  0.008675    0.001551   \n",
       "87454     123   3.266357  ...  113.536400            13  0.017871    0.001919   \n",
       "27515      23   4.408447  ...  186.999496             4  0.000570    0.049277   \n",
       "\n",
       "        XiMuMuMinus    XiMuMu   xlow   xhigh    ylow  yhigh  \n",
       "63942      0.033429  0.033429  2.422  24.620  -9.698  4.698  \n",
       "108415     0.041947  0.041947  2.422  24.620  -9.698  4.698  \n",
       "69695      0.067891  0.059216  1.995  24.334 -10.098  4.298  \n",
       "65463      0.049054  0.049054  2.422  24.620  -9.698  4.698  \n",
       "95617      0.045177  0.045177  2.422  24.620  -9.698  4.698  \n",
       "122053     0.006208  0.040122  1.995  24.334 -10.098  4.298  \n",
       "82885      0.051012  0.051012  2.422  24.620  -9.698  4.698  \n",
       "42780      0.001111  0.071396  1.995  24.334 -10.098  4.298  \n",
       "115941     0.004981  0.050317  1.995  24.334 -10.098  4.298  \n",
       "48679      0.049682  0.049682  2.422  24.620  -9.698  4.698  \n",
       "16750      0.003706  0.037277  1.995  24.334 -10.098  4.298  \n",
       "122        0.022257  0.082864  1.995  24.334 -10.098  4.298  \n",
       "42238      0.043305  0.043305  2.422  24.620  -9.698  4.698  \n",
       "61585      0.004518  0.025781  1.995  24.334 -10.098  4.298  \n",
       "46925      0.008717  0.053885  1.995  24.334 -10.098  4.298  \n",
       "110275     0.089315  0.089315  2.422  24.620  -9.698  4.698  \n",
       "46958      0.002369  0.056897  1.995  24.334 -10.098  4.298  \n",
       "101717     0.084127  0.084127  2.422  24.620  -9.698  4.698  \n",
       "23409      0.054382  0.054382  2.422  24.620  -9.698  4.698  \n",
       "100104     0.018769  0.036073  1.995  24.334 -10.098  4.298  \n",
       "103956     0.042572  0.042572  2.422  24.620  -9.698  4.698  \n",
       "88678      0.044017  0.044017  2.422  24.620  -9.698  4.698  \n",
       "52349      0.007132  0.064864  1.995  24.334 -10.098  4.298  \n",
       "101292     0.001879  0.085923  1.995  24.334 -10.098  4.298  \n",
       "50277      0.057433  0.057433  2.422  24.620  -9.698  4.698  \n",
       "111173     0.051026  0.051026  2.422  24.620  -9.698  4.698  \n",
       "52539      0.004333  0.057714  1.995  24.334 -10.098  4.298  \n",
       "54297      0.002431  0.053293  1.995  24.334 -10.098  4.298  \n",
       "27187      0.040470  0.040470  2.422  24.620  -9.698  4.698  \n",
       "122628     0.065009  0.065009  2.422  24.620  -9.698  4.698  \n",
       "...             ...       ...    ...     ...     ...    ...  \n",
       "110982     0.098289  0.098289  2.422  24.620  -9.698  4.698  \n",
       "89168      0.002582  0.050486  1.995  24.334 -10.098  4.298  \n",
       "7617       0.049240  0.049240  2.422  24.620  -9.698  4.698  \n",
       "6484       0.004169  0.046433  1.995  24.334 -10.098  4.298  \n",
       "1253       0.063163  0.063163  2.422  24.620  -9.698  4.698  \n",
       "78118      0.020706  0.042516  1.995  24.334 -10.098  4.298  \n",
       "78635      0.083637  0.083637  2.422  24.620  -9.698  4.698  \n",
       "55399      0.034918  0.034918  2.422  24.620  -9.698  4.698  \n",
       "48172      0.005543  0.053160  1.995  24.334 -10.098  4.298  \n",
       "71971      0.052917  0.052917  2.422  24.620  -9.698  4.698  \n",
       "17963      0.062557  0.062557  2.422  24.620  -9.698  4.698  \n",
       "81676      0.008519  0.041918  1.995  24.334 -10.098  4.298  \n",
       "69242      0.089243  0.089243  2.422  24.620  -9.698  4.698  \n",
       "110958     0.039472  0.039472  2.422  24.620  -9.698  4.698  \n",
       "44335      0.128566  0.128566  2.422  24.620  -9.698  4.698  \n",
       "87161      0.039273  0.039273  2.422  24.620  -9.698  4.698  \n",
       "46795      0.067577  0.067577  2.422  24.620  -9.698  4.698  \n",
       "126717     0.001012  0.105412  1.995  24.334 -10.098  4.298  \n",
       "105513     0.021063  0.052355  1.995  24.334 -10.098  4.298  \n",
       "78020      0.041754  0.041754  2.422  24.620  -9.698  4.698  \n",
       "88430      0.058995  0.058995  2.422  24.620  -9.698  4.698  \n",
       "3762       0.041705  0.041705  2.422  24.620  -9.698  4.698  \n",
       "99801      0.051795  0.051795  2.422  24.620  -9.698  4.698  \n",
       "95025      0.047631  0.047631  2.422  24.620  -9.698  4.698  \n",
       "68464      0.050528  0.050528  2.422  24.620  -9.698  4.698  \n",
       "129060     0.003903  0.062817  1.995  24.334 -10.098  4.298  \n",
       "90938      0.051297  0.051297  2.422  24.620  -9.698  4.698  \n",
       "73138      0.053846  0.053846  2.422  24.620  -9.698  4.698  \n",
       "87454      0.039795  0.039795  2.422  24.620  -9.698  4.698  \n",
       "27515      0.004199  0.049277  1.995  24.334 -10.098  4.298  \n",
       "\n",
       "[12238 rows x 47 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['SingleDissociation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>TrackY1</th>\n",
       "      <th>TrackX2</th>\n",
       "      <th>TrackY2</th>\n",
       "      <th>TrackThX_SingleRP</th>\n",
       "      <th>TrackThY_SingleRP</th>\n",
       "      <th>Track1ThX_MultiRP</th>\n",
       "      <th>Track1ThY_MultiRP</th>\n",
       "      <th>Track2ThX_MultiRP</th>\n",
       "      <th>Track2ThY_MultiRP</th>\n",
       "      <th>Xi</th>\n",
       "      <th>T</th>\n",
       "      <th>ThX</th>\n",
       "      <th>ThY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63942</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.835815</td>\n",
       "      <td>0.610352</td>\n",
       "      <td>3.012085</td>\n",
       "      <td>0.650024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>2.175343e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.033744</td>\n",
       "      <td>-0.474284</td>\n",
       "      <td>1.074887e-04</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108415</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.061646</td>\n",
       "      <td>0.909973</td>\n",
       "      <td>3.087982</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>1.447731e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.042473</td>\n",
       "      <td>-0.057499</td>\n",
       "      <td>3.467243e-05</td>\n",
       "      <td>-0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.974854</td>\n",
       "      <td>0.781738</td>\n",
       "      <td>6.014465</td>\n",
       "      <td>0.799988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>1.439959e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.059463</td>\n",
       "      <td>-0.015940</td>\n",
       "      <td>-3.846602e-06</td>\n",
       "      <td>-0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65463</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.045654</td>\n",
       "      <td>1.235107</td>\n",
       "      <td>2.936157</td>\n",
       "      <td>1.400024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.018419e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>5.431419e-15</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.048409</td>\n",
       "      <td>-0.139880</td>\n",
       "      <td>-3.011430e-05</td>\n",
       "      <td>-0.000050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95617</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.995605</td>\n",
       "      <td>1.041260</td>\n",
       "      <td>3.998901</td>\n",
       "      <td>1.150024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-1.876971e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.046960</td>\n",
       "      <td>-0.025893</td>\n",
       "      <td>1.398855e-05</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122053</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.223633</td>\n",
       "      <td>0.535583</td>\n",
       "      <td>4.192627</td>\n",
       "      <td>0.549988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>4.694856e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.039421</td>\n",
       "      <td>-0.086561</td>\n",
       "      <td>-4.425224e-05</td>\n",
       "      <td>-0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82885</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.679199</td>\n",
       "      <td>1.175415</td>\n",
       "      <td>3.619354</td>\n",
       "      <td>1.300049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>7.072121e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.050618</td>\n",
       "      <td>-0.030552</td>\n",
       "      <td>-8.876831e-06</td>\n",
       "      <td>-0.000025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42780</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.666992</td>\n",
       "      <td>0.475464</td>\n",
       "      <td>8.823120</td>\n",
       "      <td>0.399994</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-1.387779e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>2.882243e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.071295</td>\n",
       "      <td>-0.073110</td>\n",
       "      <td>2.390789e-05</td>\n",
       "      <td>0.000034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115941</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.182617</td>\n",
       "      <td>0.700134</td>\n",
       "      <td>5.255371</td>\n",
       "      <td>0.700012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-1.543904e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.048514</td>\n",
       "      <td>-0.007996</td>\n",
       "      <td>1.186453e-05</td>\n",
       "      <td>-0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48679</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.510742</td>\n",
       "      <td>0.467102</td>\n",
       "      <td>3.391632</td>\n",
       "      <td>0.450012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>6.472600e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.055644</td>\n",
       "      <td>-0.136390</td>\n",
       "      <td>-3.019690e-05</td>\n",
       "      <td>0.000049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16750</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.623413</td>\n",
       "      <td>0.570312</td>\n",
       "      <td>3.737183</td>\n",
       "      <td>0.599976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-2.811085e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.035434</td>\n",
       "      <td>-0.103387</td>\n",
       "      <td>4.649307e-05</td>\n",
       "      <td>-0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.787109</td>\n",
       "      <td>-1.523438</td>\n",
       "      <td>7.912231</td>\n",
       "      <td>-1.750000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>1.011691e-13</td>\n",
       "      <td>1.920171e-10</td>\n",
       "      <td>0.072634</td>\n",
       "      <td>-0.309498</td>\n",
       "      <td>3.069660e-05</td>\n",
       "      <td>0.000083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42238</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.519043</td>\n",
       "      <td>0.408752</td>\n",
       "      <td>3.467529</td>\n",
       "      <td>0.399994</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-1.105782e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.044617</td>\n",
       "      <td>-0.060255</td>\n",
       "      <td>-1.275966e-05</td>\n",
       "      <td>0.000036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61585</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.256348</td>\n",
       "      <td>0.429382</td>\n",
       "      <td>3.661255</td>\n",
       "      <td>0.599976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.816392e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-1.749711e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.026568</td>\n",
       "      <td>-2.176389</td>\n",
       "      <td>2.046944e-04</td>\n",
       "      <td>-0.000105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46925</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.558105</td>\n",
       "      <td>0.782654</td>\n",
       "      <td>5.559021</td>\n",
       "      <td>0.799988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>-2.740030e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.053093</td>\n",
       "      <td>-0.046155</td>\n",
       "      <td>-3.010061e-05</td>\n",
       "      <td>-0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110275</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.406982</td>\n",
       "      <td>1.886108</td>\n",
       "      <td>6.352112</td>\n",
       "      <td>2.050049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-9.669349e-15</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.084304</td>\n",
       "      <td>-0.022879</td>\n",
       "      <td>1.086782e-05</td>\n",
       "      <td>-0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46958</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.180420</td>\n",
       "      <td>3.132324</td>\n",
       "      <td>6.318115</td>\n",
       "      <td>3.449951</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.359224e-16</td>\n",
       "      <td>-2.591677e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.057486</td>\n",
       "      <td>-1.012575</td>\n",
       "      <td>4.430719e-05</td>\n",
       "      <td>-0.000153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101717</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.576904</td>\n",
       "      <td>3.555420</td>\n",
       "      <td>5.441223</td>\n",
       "      <td>3.850098</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.261280e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.707834e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.083403</td>\n",
       "      <td>-0.153911</td>\n",
       "      <td>-2.170214e-05</td>\n",
       "      <td>-0.000058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23409</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.483154</td>\n",
       "      <td>0.383545</td>\n",
       "      <td>3.391632</td>\n",
       "      <td>0.350006</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-1.109600e-03</td>\n",
       "      <td>8.361340e-04</td>\n",
       "      <td>9.947598e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.055948</td>\n",
       "      <td>-0.144742</td>\n",
       "      <td>-1.407362e-05</td>\n",
       "      <td>0.000058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100104</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.358643</td>\n",
       "      <td>1.268921</td>\n",
       "      <td>4.496277</td>\n",
       "      <td>1.550049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>1.008915e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.036939</td>\n",
       "      <td>-1.132060</td>\n",
       "      <td>4.532236e-05</td>\n",
       "      <td>-0.000160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103956</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.711304</td>\n",
       "      <td>0.860779</td>\n",
       "      <td>2.708435</td>\n",
       "      <td>0.950012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>-3.463896e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.039637</td>\n",
       "      <td>-0.026083</td>\n",
       "      <td>1.932372e-05</td>\n",
       "      <td>-0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88678</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.054321</td>\n",
       "      <td>1.385254</td>\n",
       "      <td>3.012085</td>\n",
       "      <td>1.550049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.844947e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>1.392220e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.044045</td>\n",
       "      <td>-0.088976</td>\n",
       "      <td>-5.381075e-07</td>\n",
       "      <td>-0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52349</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.291992</td>\n",
       "      <td>0.856018</td>\n",
       "      <td>6.318115</td>\n",
       "      <td>0.849976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>1.803002e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.065443</td>\n",
       "      <td>-0.005906</td>\n",
       "      <td>-6.743755e-06</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101292</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.878418</td>\n",
       "      <td>2.188477</td>\n",
       "      <td>6.697693</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-2.498002e-16</td>\n",
       "      <td>-2.443601e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.087056</td>\n",
       "      <td>-0.386212</td>\n",
       "      <td>-9.662120e-05</td>\n",
       "      <td>-0.000022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50277</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.320312</td>\n",
       "      <td>0.848755</td>\n",
       "      <td>4.226624</td>\n",
       "      <td>0.900024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.844947e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>7.172041e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.056773</td>\n",
       "      <td>-0.043986</td>\n",
       "      <td>-2.774407e-05</td>\n",
       "      <td>0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111173</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.519531</td>\n",
       "      <td>0.489838</td>\n",
       "      <td>4.606201</td>\n",
       "      <td>0.499969</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>2.818856e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.050947</td>\n",
       "      <td>-0.177959</td>\n",
       "      <td>5.931298e-05</td>\n",
       "      <td>0.000029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52539</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.221924</td>\n",
       "      <td>0.311768</td>\n",
       "      <td>7.380859</td>\n",
       "      <td>0.249985</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-1.109600e-03</td>\n",
       "      <td>8.361340e-04</td>\n",
       "      <td>-1.108003e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.059345</td>\n",
       "      <td>-0.074766</td>\n",
       "      <td>3.495339e-05</td>\n",
       "      <td>0.000024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54297</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.215088</td>\n",
       "      <td>0.130890</td>\n",
       "      <td>6.469910</td>\n",
       "      <td>0.049999</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-5.428991e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.052033</td>\n",
       "      <td>-0.451802</td>\n",
       "      <td>1.002110e-04</td>\n",
       "      <td>0.000034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27187</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.953613</td>\n",
       "      <td>0.916321</td>\n",
       "      <td>3.998901</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-3.707035e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.041669</td>\n",
       "      <td>-0.037826</td>\n",
       "      <td>2.840855e-05</td>\n",
       "      <td>-0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122628</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.046875</td>\n",
       "      <td>1.524658</td>\n",
       "      <td>3.923004</td>\n",
       "      <td>1.650024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-7.915890e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.066523</td>\n",
       "      <td>-0.026391</td>\n",
       "      <td>-2.207480e-05</td>\n",
       "      <td>-0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110982</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.569336</td>\n",
       "      <td>-0.242401</td>\n",
       "      <td>7.490784</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.469447e-16</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>7.105427e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.095486</td>\n",
       "      <td>-0.088064</td>\n",
       "      <td>1.053260e-06</td>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89168</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.663330</td>\n",
       "      <td>-0.601501</td>\n",
       "      <td>5.862671</td>\n",
       "      <td>-0.799988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.706169e-16</td>\n",
       "      <td>-5.405398e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.049980</td>\n",
       "      <td>-0.582438</td>\n",
       "      <td>7.686896e-05</td>\n",
       "      <td>0.000092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7617</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.202637</td>\n",
       "      <td>0.415527</td>\n",
       "      <td>4.226624</td>\n",
       "      <td>0.399994</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-7.632783e-17</td>\n",
       "      <td>-5.663872e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.048028</td>\n",
       "      <td>-0.097201</td>\n",
       "      <td>2.396510e-05</td>\n",
       "      <td>0.000042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6484</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.023438</td>\n",
       "      <td>0.350342</td>\n",
       "      <td>5.027649</td>\n",
       "      <td>0.299988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>-2.080558e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.047835</td>\n",
       "      <td>-0.047977</td>\n",
       "      <td>-2.592071e-05</td>\n",
       "      <td>0.000022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>-0.871155</td>\n",
       "      <td>5.365295</td>\n",
       "      <td>-1.050049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.469447e-16</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>-1.327827e-13</td>\n",
       "      <td>1.920171e-10</td>\n",
       "      <td>0.066596</td>\n",
       "      <td>-0.628347</td>\n",
       "      <td>-9.378152e-06</td>\n",
       "      <td>0.000125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78118</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.181641</td>\n",
       "      <td>0.410614</td>\n",
       "      <td>4.116699</td>\n",
       "      <td>0.399994</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>1.010303e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.045264</td>\n",
       "      <td>-0.104781</td>\n",
       "      <td>-5.047399e-05</td>\n",
       "      <td>-0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78635</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.020020</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>8.098022</td>\n",
       "      <td>4.049805</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-5.552503e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.080769</td>\n",
       "      <td>-0.225303</td>\n",
       "      <td>5.057581e-05</td>\n",
       "      <td>-0.000056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55399</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.818970</td>\n",
       "      <td>0.518738</td>\n",
       "      <td>2.860260</td>\n",
       "      <td>0.549988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-6.245005e-17</td>\n",
       "      <td>1.038059e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.035181</td>\n",
       "      <td>-0.054071</td>\n",
       "      <td>3.481776e-05</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48172</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.100586</td>\n",
       "      <td>1.283936</td>\n",
       "      <td>5.103577</td>\n",
       "      <td>1.349976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>3.091971e-13</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.051224</td>\n",
       "      <td>-0.058584</td>\n",
       "      <td>-2.122423e-05</td>\n",
       "      <td>-0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71971</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.790649</td>\n",
       "      <td>-1.100830</td>\n",
       "      <td>3.771179</td>\n",
       "      <td>-1.349976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.914335e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-1.217915e-13</td>\n",
       "      <td>1.152330e-09</td>\n",
       "      <td>0.049329</td>\n",
       "      <td>-0.901217</td>\n",
       "      <td>9.487391e-06</td>\n",
       "      <td>0.000149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.459717</td>\n",
       "      <td>-0.143631</td>\n",
       "      <td>4.454346</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-7.632783e-17</td>\n",
       "      <td>2.503553e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.061173</td>\n",
       "      <td>-0.384299</td>\n",
       "      <td>2.696964e-05</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81676</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.741211</td>\n",
       "      <td>0.876221</td>\n",
       "      <td>4.799927</td>\n",
       "      <td>0.950012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.857226e-17</td>\n",
       "      <td>-2.636780e-16</td>\n",
       "      <td>1.134648e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.042875</td>\n",
       "      <td>-0.075314</td>\n",
       "      <td>2.469164e-06</td>\n",
       "      <td>-0.000043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69242</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.225586</td>\n",
       "      <td>2.753662</td>\n",
       "      <td>6.124390</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>7.568945e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.087095</td>\n",
       "      <td>-0.097809</td>\n",
       "      <td>-6.233517e-06</td>\n",
       "      <td>-0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110958</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.986816</td>\n",
       "      <td>1.018555</td>\n",
       "      <td>2.936157</td>\n",
       "      <td>1.150024</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-6.591949e-17</td>\n",
       "      <td>1.710299e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.041405</td>\n",
       "      <td>-0.059632</td>\n",
       "      <td>-8.576502e-06</td>\n",
       "      <td>-0.000037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44335</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>14.354492</td>\n",
       "      <td>-6.555664</td>\n",
       "      <td>14.626343</td>\n",
       "      <td>-6.950195</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>7.398129e-04</td>\n",
       "      <td>-5.574226e-04</td>\n",
       "      <td>-9.434120e-14</td>\n",
       "      <td>-4.609319e-09</td>\n",
       "      <td>0.121731</td>\n",
       "      <td>-1.625116</td>\n",
       "      <td>1.347831e-04</td>\n",
       "      <td>0.000159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87161</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.303345</td>\n",
       "      <td>0.884460</td>\n",
       "      <td>3.315704</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-7.285839e-17</td>\n",
       "      <td>8.541778e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.039050</td>\n",
       "      <td>-0.052950</td>\n",
       "      <td>1.674366e-05</td>\n",
       "      <td>-0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46795</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.237061</td>\n",
       "      <td>0.679932</td>\n",
       "      <td>5.213440</td>\n",
       "      <td>0.700012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-1.072475e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.061825</td>\n",
       "      <td>-0.051795</td>\n",
       "      <td>5.143906e-06</td>\n",
       "      <td>0.000034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126717</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.630859</td>\n",
       "      <td>2.724121</td>\n",
       "      <td>9.582275</td>\n",
       "      <td>2.800049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>-2.498002e-16</td>\n",
       "      <td>3.076532e-15</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.105179</td>\n",
       "      <td>-0.114591</td>\n",
       "      <td>-4.428279e-05</td>\n",
       "      <td>-0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105513</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.123779</td>\n",
       "      <td>0.483521</td>\n",
       "      <td>5.103577</td>\n",
       "      <td>0.450012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>3.564926e-13</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.050014</td>\n",
       "      <td>-0.067884</td>\n",
       "      <td>-3.813285e-05</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78020</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.678101</td>\n",
       "      <td>0.885864</td>\n",
       "      <td>2.556610</td>\n",
       "      <td>0.950012</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-6.591949e-17</td>\n",
       "      <td>6.017409e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.043921</td>\n",
       "      <td>-0.062614</td>\n",
       "      <td>-3.868500e-05</td>\n",
       "      <td>0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88430</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.669678</td>\n",
       "      <td>0.481171</td>\n",
       "      <td>4.606201</td>\n",
       "      <td>0.499969</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-7.632783e-17</td>\n",
       "      <td>-3.556183e-15</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.058570</td>\n",
       "      <td>-0.040062</td>\n",
       "      <td>-1.350863e-05</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3762</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.637695</td>\n",
       "      <td>1.258789</td>\n",
       "      <td>3.695251</td>\n",
       "      <td>1.449951</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.983724e-16</td>\n",
       "      <td>-5.898060e-17</td>\n",
       "      <td>-6.905587e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.043398</td>\n",
       "      <td>-0.265514</td>\n",
       "      <td>4.449382e-05</td>\n",
       "      <td>-0.000067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99801</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.003418</td>\n",
       "      <td>0.774475</td>\n",
       "      <td>3.998901</td>\n",
       "      <td>0.849976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.261280e-16</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>-2.087913e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.055745</td>\n",
       "      <td>-0.028706</td>\n",
       "      <td>2.525858e-05</td>\n",
       "      <td>-0.000003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95025</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.878418</td>\n",
       "      <td>0.816406</td>\n",
       "      <td>3.847076</td>\n",
       "      <td>0.849976</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.122502e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-6.883383e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.051109</td>\n",
       "      <td>-0.026566</td>\n",
       "      <td>4.591324e-06</td>\n",
       "      <td>0.000024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68464</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.320679</td>\n",
       "      <td>1.184570</td>\n",
       "      <td>3.239807</td>\n",
       "      <td>1.300049</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.844947e-16</td>\n",
       "      <td>-5.551115e-17</td>\n",
       "      <td>7.277512e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.050092</td>\n",
       "      <td>-0.026545</td>\n",
       "      <td>-1.577713e-05</td>\n",
       "      <td>-0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129060</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.689697</td>\n",
       "      <td>-0.406006</td>\n",
       "      <td>7.836304</td>\n",
       "      <td>-0.549988</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-4.163336e-17</td>\n",
       "      <td>-2.775558e-16</td>\n",
       "      <td>7.382983e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.066550</td>\n",
       "      <td>-0.178617</td>\n",
       "      <td>3.241553e-05</td>\n",
       "      <td>0.000058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90938</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.461182</td>\n",
       "      <td>0.481628</td>\n",
       "      <td>4.530273</td>\n",
       "      <td>0.499969</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.191891e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>-6.439294e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.051347</td>\n",
       "      <td>-0.130372</td>\n",
       "      <td>5.121101e-05</td>\n",
       "      <td>0.000024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73138</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.348633</td>\n",
       "      <td>2.341064</td>\n",
       "      <td>4.302551</td>\n",
       "      <td>2.600098</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-3.053113e-16</td>\n",
       "      <td>-6.938894e-17</td>\n",
       "      <td>1.253442e-13</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.053773</td>\n",
       "      <td>-0.241658</td>\n",
       "      <td>-7.190750e-06</td>\n",
       "      <td>-0.000077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87454</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.266357</td>\n",
       "      <td>0.904541</td>\n",
       "      <td>3.239807</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.574226e-04</td>\n",
       "      <td>7.398129e-04</td>\n",
       "      <td>5.223599e-14</td>\n",
       "      <td>-7.680683e-10</td>\n",
       "      <td>0.040396</td>\n",
       "      <td>-0.014330</td>\n",
       "      <td>-2.019421e-06</td>\n",
       "      <td>-0.000018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27515</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.408447</td>\n",
       "      <td>1.127075</td>\n",
       "      <td>4.344482</td>\n",
       "      <td>1.199951</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-2.775558e-17</td>\n",
       "      <td>-2.498002e-16</td>\n",
       "      <td>6.469825e-14</td>\n",
       "      <td>3.072273e-09</td>\n",
       "      <td>0.047674</td>\n",
       "      <td>-0.162446</td>\n",
       "      <td>-5.059042e-05</td>\n",
       "      <td>-0.000038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12238 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MultiRP  Arm  RPId1  RPId2    TrackX1   TrackY1    TrackX2   TrackY2  \\\n",
       "63942         1    1    103    123   2.835815  0.610352   3.012085  0.650024   \n",
       "108415        1    1    103    123   3.061646  0.909973   3.087982  1.000000   \n",
       "69695         1    0      3     23   5.974854  0.781738   6.014465  0.799988   \n",
       "65463         1    1    103    123   3.045654  1.235107   2.936157  1.400024   \n",
       "95617         1    1    103    123   3.995605  1.041260   3.998901  1.150024   \n",
       "122053        1    0      3     23   4.223633  0.535583   4.192627  0.549988   \n",
       "82885         1    1    103    123   3.679199  1.175415   3.619354  1.300049   \n",
       "42780         1    0      3     23   8.666992  0.475464   8.823120  0.399994   \n",
       "115941        1    0      3     23   5.182617  0.700134   5.255371  0.700012   \n",
       "48679         1    1    103    123   3.510742  0.467102   3.391632  0.450012   \n",
       "16750         1    0      3     23   3.623413  0.570312   3.737183  0.599976   \n",
       "122           1    0      3     23   7.787109 -1.523438   7.912231 -1.750000   \n",
       "42238         1    1    103    123   3.519043  0.408752   3.467529  0.399994   \n",
       "61585         1    0      3     23   3.256348  0.429382   3.661255  0.599976   \n",
       "46925         1    0      3     23   5.558105  0.782654   5.559021  0.799988   \n",
       "110275        1    1    103    123   6.406982  1.886108   6.352112  2.050049   \n",
       "46958         1    0      3     23   6.180420  3.132324   6.318115  3.449951   \n",
       "101717        1    1    103    123   5.576904  3.555420   5.441223  3.850098   \n",
       "23409         1    1    103    123   3.483154  0.383545   3.391632  0.350006   \n",
       "100104        1    0      3     23   4.358643  1.268921   4.496277  1.550049   \n",
       "103956        1    1    103    123   2.711304  0.860779   2.708435  0.950012   \n",
       "88678         1    1    103    123   3.054321  1.385254   3.012085  1.550049   \n",
       "52349         1    0      3     23   6.291992  0.856018   6.318115  0.849976   \n",
       "101292        1    0      3     23   6.878418  2.188477   6.697693  2.250000   \n",
       "50277         1    1    103    123   4.320312  0.848755   4.226624  0.900024   \n",
       "111173        1    1    103    123   4.519531  0.489838   4.606201  0.499969   \n",
       "52539         1    0      3     23   7.221924  0.311768   7.380859  0.249985   \n",
       "54297         1    0      3     23   6.215088  0.130890   6.469910  0.049999   \n",
       "27187         1    1    103    123   3.953613  0.916321   3.998901  1.000000   \n",
       "122628        1    1    103    123   4.046875  1.524658   3.923004  1.650024   \n",
       "...         ...  ...    ...    ...        ...       ...        ...       ...   \n",
       "110982        1    1    103    123   7.569336 -0.242401   7.490784 -0.250000   \n",
       "89168         1    0      3     23   5.663330 -0.601501   5.862671 -0.799988   \n",
       "7617          1    1    103    123   4.202637  0.415527   4.226624  0.399994   \n",
       "6484          1    0      3     23   5.023438  0.350342   5.027649  0.299988   \n",
       "1253          1    1    103    123   5.425293 -0.871155   5.365295 -1.050049   \n",
       "78118         1    0      3     23   4.181641  0.410614   4.116699  0.399994   \n",
       "78635         1    1    103    123   8.020020  3.750000   8.098022  4.049805   \n",
       "55399         1    1    103    123   2.818970  0.518738   2.860260  0.549988   \n",
       "48172         1    0      3     23   5.100586  1.283936   5.103577  1.349976   \n",
       "71971         1    1    103    123   3.790649 -1.100830   3.771179 -1.349976   \n",
       "17963         1    1    103    123   4.459717 -0.143631   4.454346 -0.250000   \n",
       "81676         1    0      3     23   4.741211  0.876221   4.799927  0.950012   \n",
       "69242         1    1    103    123   6.225586  2.753662   6.124390  3.000000   \n",
       "110958        1    1    103    123   2.986816  1.018555   2.936157  1.150024   \n",
       "44335         1    1    103    123  14.354492 -6.555664  14.626343 -6.950195   \n",
       "87161         1    1    103    123   3.303345  0.884460   3.315704  1.000000   \n",
       "46795         1    1    103    123   5.237061  0.679932   5.213440  0.700012   \n",
       "126717        1    0      3     23   9.630859  2.724121   9.582275  2.800049   \n",
       "105513        1    0      3     23   5.123779  0.483521   5.103577  0.450012   \n",
       "78020         1    1    103    123   2.678101  0.885864   2.556610  0.950012   \n",
       "88430         1    1    103    123   4.669678  0.481171   4.606201  0.499969   \n",
       "3762          1    1    103    123   3.637695  1.258789   3.695251  1.449951   \n",
       "99801         1    1    103    123   4.003418  0.774475   3.998901  0.849976   \n",
       "95025         1    1    103    123   3.878418  0.816406   3.847076  0.849976   \n",
       "68464         1    1    103    123   3.320679  1.184570   3.239807  1.300049   \n",
       "129060        1    0      3     23   7.689697 -0.406006   7.836304 -0.549988   \n",
       "90938         1    1    103    123   4.461182  0.481628   4.530273  0.499969   \n",
       "73138         1    1    103    123   4.348633  2.341064   4.302551  2.600098   \n",
       "87454         1    1    103    123   3.266357  0.904541   3.239807  1.000000   \n",
       "27515         1    0      3     23   4.408447  1.127075   4.344482  1.199951   \n",
       "\n",
       "        TrackThX_SingleRP  TrackThY_SingleRP  Track1ThX_MultiRP  \\\n",
       "63942              -999.0             -999.0      -2.914335e-16   \n",
       "108415             -999.0             -999.0      -2.914335e-16   \n",
       "69695              -999.0             -999.0      -5.551115e-17   \n",
       "65463              -999.0             -999.0      -3.018419e-16   \n",
       "95617              -999.0             -999.0      -2.983724e-16   \n",
       "122053             -999.0             -999.0      -5.551115e-17   \n",
       "82885              -999.0             -999.0      -3.191891e-16   \n",
       "42780              -999.0             -999.0      -1.387779e-17   \n",
       "115941             -999.0             -999.0      -4.163336e-17   \n",
       "48679              -999.0             -999.0      -3.122502e-16   \n",
       "16750              -999.0             -999.0      -4.857226e-17   \n",
       "122                -999.0             -999.0      -5.551115e-17   \n",
       "42238              -999.0             -999.0      -3.053113e-16   \n",
       "61585              -999.0             -999.0      -3.816392e-17   \n",
       "46925              -999.0             -999.0      -2.775558e-17   \n",
       "110275             -999.0             -999.0      -2.914335e-16   \n",
       "46958              -999.0             -999.0      -6.938894e-17   \n",
       "101717             -999.0             -999.0      -3.261280e-16   \n",
       "23409              -999.0             -999.0      -1.109600e-03   \n",
       "100104             -999.0             -999.0      -2.775558e-17   \n",
       "103956             -999.0             -999.0      -2.983724e-16   \n",
       "88678              -999.0             -999.0      -2.844947e-16   \n",
       "52349              -999.0             -999.0      -6.938894e-17   \n",
       "101292             -999.0             -999.0      -6.938894e-17   \n",
       "50277              -999.0             -999.0      -2.844947e-16   \n",
       "111173             -999.0             -999.0      -3.191891e-16   \n",
       "52539              -999.0             -999.0      -1.109600e-03   \n",
       "54297              -999.0             -999.0      -5.551115e-17   \n",
       "27187              -999.0             -999.0      -3.053113e-16   \n",
       "122628             -999.0             -999.0      -2.983724e-16   \n",
       "...                   ...                ...                ...   \n",
       "110982             -999.0             -999.0      -3.469447e-16   \n",
       "89168              -999.0             -999.0      -4.857226e-17   \n",
       "7617               -999.0             -999.0      -3.122502e-16   \n",
       "6484               -999.0             -999.0      -4.857226e-17   \n",
       "1253               -999.0             -999.0      -3.469447e-16   \n",
       "78118              -999.0             -999.0      -6.245005e-17   \n",
       "78635              -999.0             -999.0      -3.191891e-16   \n",
       "55399              -999.0             -999.0      -3.191891e-16   \n",
       "48172              -999.0             -999.0      -2.775558e-17   \n",
       "71971              -999.0             -999.0      -2.914335e-16   \n",
       "17963              -999.0             -999.0      -3.053113e-16   \n",
       "81676              -999.0             -999.0      -4.857226e-17   \n",
       "69242              -999.0             -999.0      -3.053113e-16   \n",
       "110958             -999.0             -999.0      -3.191891e-16   \n",
       "44335              -999.0             -999.0       7.398129e-04   \n",
       "87161              -999.0             -999.0      -3.191891e-16   \n",
       "46795              -999.0             -999.0      -3.053113e-16   \n",
       "126717             -999.0             -999.0      -5.551115e-17   \n",
       "105513             -999.0             -999.0      -4.163336e-17   \n",
       "78020              -999.0             -999.0      -2.983724e-16   \n",
       "88430              -999.0             -999.0      -3.122502e-16   \n",
       "3762               -999.0             -999.0      -2.983724e-16   \n",
       "99801              -999.0             -999.0      -3.261280e-16   \n",
       "95025              -999.0             -999.0      -3.122502e-16   \n",
       "68464              -999.0             -999.0      -2.844947e-16   \n",
       "129060             -999.0             -999.0      -4.163336e-17   \n",
       "90938              -999.0             -999.0      -3.191891e-16   \n",
       "73138              -999.0             -999.0      -3.053113e-16   \n",
       "87454              -999.0             -999.0       5.574226e-04   \n",
       "27515              -999.0             -999.0      -2.775558e-17   \n",
       "\n",
       "        Track1ThY_MultiRP  Track2ThX_MultiRP  Track2ThY_MultiRP        Xi  \\\n",
       "63942       -6.938894e-17       2.175343e-14      -7.680683e-10  0.033744   \n",
       "108415      -6.245005e-17       1.447731e-13      -7.680683e-10  0.042473   \n",
       "69695       -2.636780e-16       1.439959e-13       3.072273e-09  0.059463   \n",
       "65463       -5.551115e-17       5.431419e-15      -4.609319e-09  0.048409   \n",
       "95617       -6.245005e-17      -1.876971e-14      -7.680683e-10  0.046960   \n",
       "122053      -2.775558e-16       4.694856e-14       3.072273e-09  0.039421   \n",
       "82885       -5.898060e-17       7.072121e-14      -7.680683e-10  0.050618   \n",
       "42780       -2.636780e-16       2.882243e-15      -7.680683e-10  0.071295   \n",
       "115941      -2.775558e-16      -1.543904e-14      -7.680683e-10  0.048514   \n",
       "48679       -6.938894e-17       6.472600e-14      -7.680683e-10  0.055644   \n",
       "16750       -2.775558e-16      -2.811085e-13      -7.680683e-10  0.035434   \n",
       "122         -2.775558e-16       1.011691e-13       1.920171e-10  0.072634   \n",
       "42238       -6.938894e-17      -1.105782e-13      -7.680683e-10  0.044617   \n",
       "61585       -2.775558e-16      -1.749711e-13      -7.680683e-10  0.026568   \n",
       "46925       -2.636780e-16      -2.740030e-13       3.072273e-09  0.053093   \n",
       "110275      -5.551115e-17      -9.669349e-15      -4.609319e-09  0.084304   \n",
       "46958       -2.359224e-16      -2.591677e-14       3.072273e-09  0.057486   \n",
       "101717      -5.551115e-17      -2.707834e-13       3.072273e-09  0.083403   \n",
       "23409        8.361340e-04       9.947598e-14       3.072273e-09  0.055948   \n",
       "100104      -2.775558e-16       1.008915e-13       3.072273e-09  0.036939   \n",
       "103956      -5.898060e-17      -3.463896e-14      -7.680683e-10  0.039637   \n",
       "88678       -5.898060e-17       1.392220e-13      -7.680683e-10  0.044045   \n",
       "52349       -2.636780e-16       1.803002e-13      -7.680683e-10  0.065443   \n",
       "101292      -2.498002e-16      -2.443601e-13      -4.609319e-09  0.087056   \n",
       "50277       -6.245005e-17       7.172041e-14      -7.680683e-10  0.056773   \n",
       "111173      -6.245005e-17       2.818856e-13      -7.680683e-10  0.050947   \n",
       "52539        8.361340e-04      -1.108003e-13      -7.680683e-10  0.059345   \n",
       "54297       -2.914335e-16      -5.428991e-14       3.072273e-09  0.052033   \n",
       "27187       -6.938894e-17      -3.707035e-13      -7.680683e-10  0.041669   \n",
       "122628      -6.245005e-17      -7.915890e-14      -4.609319e-09  0.066523   \n",
       "...                   ...                ...                ...       ...   \n",
       "110982      -8.326673e-17       7.105427e-15      -7.680683e-10  0.095486   \n",
       "89168       -2.706169e-16      -5.405398e-14      -7.680683e-10  0.049980   \n",
       "7617        -7.632783e-17      -5.663872e-15      -7.680683e-10  0.048028   \n",
       "6484        -2.775558e-16      -2.080558e-13       3.072273e-09  0.047835   \n",
       "1253        -8.326673e-17      -1.327827e-13       1.920171e-10  0.066596   \n",
       "78118       -2.775558e-16       1.010303e-13      -7.680683e-10  0.045264   \n",
       "78635       -5.551115e-17      -5.552503e-14      -4.609319e-09  0.080769   \n",
       "55399       -6.245005e-17       1.038059e-13      -7.680683e-10  0.035181   \n",
       "48172       -2.775558e-16       3.091971e-13      -4.609319e-09  0.051224   \n",
       "71971       -6.938894e-17      -1.217915e-13       1.152330e-09  0.049329   \n",
       "17963       -7.632783e-17       2.503553e-13      -7.680683e-10  0.061173   \n",
       "81676       -2.636780e-16       1.134648e-13       3.072273e-09  0.042875   \n",
       "69242       -5.551115e-17       7.568945e-14       3.072273e-09  0.087095   \n",
       "110958      -6.591949e-17       1.710299e-13      -7.680683e-10  0.041405   \n",
       "44335       -5.574226e-04      -9.434120e-14      -4.609319e-09  0.121731   \n",
       "87161       -7.285839e-17       8.541778e-15      -7.680683e-10  0.039050   \n",
       "46795       -6.938894e-17      -1.072475e-13      -7.680683e-10  0.061825   \n",
       "126717      -2.498002e-16       3.076532e-15       3.072273e-09  0.105179   \n",
       "105513      -2.775558e-16       3.564926e-13      -7.680683e-10  0.050014   \n",
       "78020       -6.591949e-17       6.017409e-14      -7.680683e-10  0.043921   \n",
       "88430       -7.632783e-17      -3.556183e-15      -7.680683e-10  0.058570   \n",
       "3762        -5.898060e-17      -6.905587e-14      -7.680683e-10  0.043398   \n",
       "99801       -8.326673e-17      -2.087913e-14       3.072273e-09  0.055745   \n",
       "95025       -6.938894e-17      -6.883383e-14       3.072273e-09  0.051109   \n",
       "68464       -5.551115e-17       7.277512e-14      -7.680683e-10  0.050092   \n",
       "129060      -2.775558e-16       7.382983e-14      -7.680683e-10  0.066550   \n",
       "90938       -6.938894e-17      -6.439294e-14      -7.680683e-10  0.051347   \n",
       "73138       -6.938894e-17       1.253442e-13       3.072273e-09  0.053773   \n",
       "87454        7.398129e-04       5.223599e-14      -7.680683e-10  0.040396   \n",
       "27515       -2.498002e-16       6.469825e-14       3.072273e-09  0.047674   \n",
       "\n",
       "               T           ThX       ThY  \n",
       "63942  -0.474284  1.074887e-04  0.000006  \n",
       "108415 -0.057499  3.467243e-05 -0.000013  \n",
       "69695  -0.015940 -3.846602e-06 -0.000017  \n",
       "65463  -0.139880 -3.011430e-05 -0.000050  \n",
       "95617  -0.025893  1.398855e-05 -0.000020  \n",
       "122053 -0.086561 -4.425224e-05 -0.000012  \n",
       "82885  -0.030552 -8.876831e-06 -0.000025  \n",
       "42780  -0.073110  2.390789e-05  0.000034  \n",
       "115941 -0.007996  1.186453e-05 -0.000002  \n",
       "48679  -0.136390 -3.019690e-05  0.000049  \n",
       "16750  -0.103387  4.649307e-05 -0.000019  \n",
       "122    -0.309498  3.069660e-05  0.000083  \n",
       "42238  -0.060255 -1.275966e-05  0.000036  \n",
       "61585  -2.176389  2.046944e-04 -0.000105  \n",
       "46925  -0.046155 -3.010061e-05 -0.000013  \n",
       "110275 -0.022879  1.086782e-05 -0.000017  \n",
       "46958  -1.012575  4.430719e-05 -0.000153  \n",
       "101717 -0.153911 -2.170214e-05 -0.000058  \n",
       "23409  -0.144742 -1.407362e-05  0.000058  \n",
       "100104 -1.132060  4.532236e-05 -0.000160  \n",
       "103956 -0.026083  1.932372e-05 -0.000015  \n",
       "88678  -0.088976 -5.381075e-07 -0.000046  \n",
       "52349  -0.005906 -6.743755e-06 -0.000001  \n",
       "101292 -0.386212 -9.662120e-05 -0.000022  \n",
       "50277  -0.043986 -2.774407e-05  0.000016  \n",
       "111173 -0.177959  5.931298e-05  0.000029  \n",
       "52539  -0.074766  3.495339e-05  0.000024  \n",
       "54297  -0.451802  1.002110e-04  0.000034  \n",
       "27187  -0.037826  2.840855e-05 -0.000009  \n",
       "122628 -0.026391 -2.207480e-05 -0.000009  \n",
       "...          ...           ...       ...  \n",
       "110982 -0.088064  1.053260e-06  0.000046  \n",
       "89168  -0.582438  7.686896e-05  0.000092  \n",
       "7617   -0.097201  2.396510e-05  0.000042  \n",
       "6484   -0.047977 -2.592071e-05  0.000022  \n",
       "1253   -0.628347 -9.378152e-06  0.000125  \n",
       "78118  -0.104781 -5.047399e-05 -0.000002  \n",
       "78635  -0.225303  5.057581e-05 -0.000056  \n",
       "55399  -0.054071  3.481776e-05  0.000009  \n",
       "48172  -0.058584 -2.122423e-05 -0.000031  \n",
       "71971  -0.901217  9.487391e-06  0.000149  \n",
       "17963  -0.384299  2.696964e-05  0.000094  \n",
       "81676  -0.075314  2.469164e-06 -0.000043  \n",
       "69242  -0.097809 -6.233517e-06 -0.000048  \n",
       "110958 -0.059632 -8.576502e-06 -0.000037  \n",
       "44335  -1.625116  1.347831e-04  0.000159  \n",
       "87161  -0.052950  1.674366e-05 -0.000031  \n",
       "46795  -0.051795  5.143906e-06  0.000034  \n",
       "126717 -0.114591 -4.428279e-05 -0.000028  \n",
       "105513 -0.067884 -3.813285e-05  0.000013  \n",
       "78020  -0.062614 -3.868500e-05  0.000003  \n",
       "88430  -0.040062 -1.350863e-05  0.000027  \n",
       "3762   -0.265514  4.449382e-05 -0.000067  \n",
       "99801  -0.028706  2.525858e-05 -0.000003  \n",
       "95025  -0.026566  4.591324e-06  0.000024  \n",
       "68464  -0.026545 -1.577713e-05 -0.000019  \n",
       "129060 -0.178617  3.241553e-05  0.000058  \n",
       "90938  -0.130372  5.121101e-05  0.000024  \n",
       "73138  -0.241658 -7.190750e-06 -0.000077  \n",
       "87454  -0.014330 -2.019421e-06 -0.000018  \n",
       "27515  -0.162446 -5.059042e-05 -0.000038  \n",
       "\n",
       "[12238 rows x 18 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['SingleDissociation'][ ['MultiRP', 'Arm', 'RPId1', 'RPId2',\n",
    "                                   'TrackX1', 'TrackY1', 'TrackX2', 'TrackY2',\n",
    "                                   'TrackThX_SingleRP', 'TrackThY_SingleRP', 'Track1ThX_MultiRP', 'Track1ThY_MultiRP', 'Track2ThX_MultiRP', 'Track2ThY_MultiRP',\n",
    "                                   'Xi', 'T', 'ThX', 'ThY'] ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalization of signal samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'2017B': 2.360904801, '2017C1': 5.313012839, '2017E': 8.958810514, '2017F1': 1.708478656}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "18.34120681"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "L_B  = 2.360904801;\n",
    "L_C1 = 5.313012839;\n",
    "L_E  = 8.958810514;\n",
    "L_F1 = 1.708478656;\n",
    "lumi_periods = {}\n",
    "lumi_periods[ \"2017B\" ]  = L_B\n",
    "lumi_periods[ \"2017C1\" ] = L_C1\n",
    "lumi_periods[ \"2017E\" ]  = L_E\n",
    "lumi_periods[ \"2017F1\" ] = L_F1\n",
    "print ( lumi_periods )\n",
    "np.sum( list( lumi_periods.values() ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-f04dba205081>:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals[ label ][\"norm\"] = np.product( norm_factors[ label ] )\n"
     ]
    }
   ],
   "source": [
    "#lumi = 18.346268\n",
    "lumi = np.sum( list( lumi_periods.values() ) )\n",
    "\n",
    "norm_factors = {}\n",
    "norm_factors['Elastic'] = np.array( [ ( lumi / ( 200000 * test_sample_ratio ) ), 0.017254036*1000, 0.89 ] )\n",
    "norm_factors['SingleDissociation'] = np.array( [ ( lumi / ( 200000 * test_sample_ratio ) ), 0.025643100*1000, 0.76 ] )\n",
    "for label in labels_signals:\n",
    "    df_signals[ label ][\"norm\"] = np.product( norm_factors[ label ] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Proton efficiency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'2017B': {'45': <cppyy.gbl.TH1F object at 0xd7a7750>, '56': <cppyy.gbl.TH1F object at 0xdf138e0>}, '2017C1': {'45': <cppyy.gbl.TH1F object at 0xdf215f0>, '56': <cppyy.gbl.TH1F object at 0xdf18e70>}, '2017C2': {'45': <cppyy.gbl.TH1F object at 0xdf990c0>, '56': <cppyy.gbl.TH1F object at 0xdf14a50>}, '2017D': {'45': <cppyy.gbl.TH1F object at 0xdf8b860>, '56': <cppyy.gbl.TH1F object at 0xdfb79c0>}, '2017E': {'45': <cppyy.gbl.TH1F object at 0xdfa9450>, '56': <cppyy.gbl.TH1F object at 0xdfc2ed0>}, '2017F1': {'45': <cppyy.gbl.TH1F object at 0xe247810>, '56': <cppyy.gbl.TH1F object at 0xe243740>}, '2017F2': {'45': <cppyy.gbl.TH1F object at 0xe233690>, '56': <cppyy.gbl.TH1F object at 0xe2624f0>}, '2017F3': {'45': <cppyy.gbl.TH1F object at 0xe25ef00>, '56': <cppyy.gbl.TH1F object at 0xe255a00>}}\n",
      "{'2017B': {'45': <cppyy.gbl.TH2F object at 0xde7ac90>, '56': <cppyy.gbl.TH2F object at 0xdf134b0>}, '2017C1': {'45': <cppyy.gbl.TH2F object at 0xdf17f60>, '56': <cppyy.gbl.TH2F object at 0xdf192d0>}, '2017C2': {'45': <cppyy.gbl.TH2F object at 0xdf99520>, '56': <cppyy.gbl.TH2F object at 0xdfa2ee0>}, '2017D': {'45': <cppyy.gbl.TH2F object at 0xdf8bcc0>, '56': <cppyy.gbl.TH2F object at 0xdfb7e80>}, '2017E': {'45': <cppyy.gbl.TH2F object at 0xdfb28b0>, '56': <cppyy.gbl.TH2F object at 0xdfc3390>}, '2017F1': {'45': <cppyy.gbl.TH2F object at 0xdfc4890>, '56': <cppyy.gbl.TH2F object at 0xe243ba0>}, '2017F2': {'45': <cppyy.gbl.TH2F object at 0xdfaf550>, '56': <cppyy.gbl.TH2F object at 0xe262950>}, '2017F3': {'45': <cppyy.gbl.TH2F object at 0xe268f20>, '56': <cppyy.gbl.TH2F object at 0xe255e60>}}\n",
      "{'2017B': {'45': <cppyy.gbl.TH2D object at 0xdf04030>, '56': <cppyy.gbl.TH2D object at 0xdf13d80>}, '2017C1': {'45': <cppyy.gbl.TH2D object at 0xdf187e0>, '56': <cppyy.gbl.TH2D object at 0xdf19c50>}, '2017C2': {'45': <cppyy.gbl.TH2D object at 0xdf14200>, '56': <cppyy.gbl.TH2D object at 0xdfa3860>}, '2017D': {'45': <cppyy.gbl.TH2D object at 0xdfb75b0>, '56': <cppyy.gbl.TH2D object at 0xdfbccb0>}, '2017E': {'45': <cppyy.gbl.TH2D object at 0xdfc2400>, '56': <cppyy.gbl.TH2D object at 0xe23c760>}, '2017F1': {'45': <cppyy.gbl.TH2D object at 0xe2430b0>, '56': <cppyy.gbl.TH2D object at 0xdfaedb0>}, '2017F2': {'45': <cppyy.gbl.TH2D object at 0xe2374b0>, '56': <cppyy.gbl.TH2D object at 0xe239b50>}, '2017F3': {'45': <cppyy.gbl.TH2D object at 0xe254ed0>, '56': <cppyy.gbl.TH2D object at 0xe256840>}}\n"
     ]
    }
   ],
   "source": [
    "strips_multitrack_efficiency, strips_sensor_efficiency, multiRP_efficiency, file_eff_strips, file_eff_multiRP = efficiencies_2017()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# period_ = \"2017E\"\n",
    "# f_multiRP_ = lambda row: multiRP_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].GetBinContent(\n",
    "#                 multiRP_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].FindBin( row[\"TrackX1\"], row[\"TrackY1\"] )\n",
    "#                 )\n",
    "# df_signals['Elastic'].apply(\n",
    "#     f_multiRP_,\n",
    "#     axis=1\n",
    "#     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-17-7caeed7fa241>:28: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals['SingleDissociation'][ 'eff_all_' + period_ ]    = df_signals['SingleDissociation'].apply( f_eff_all_, axis=1 )\n"
     ]
    }
   ],
   "source": [
    "for period_ in data_periods:\n",
    "    f_eff_all_ = None\n",
    "    if proton_selection == \"SingleRP\":\n",
    "        f_eff_multiRP_           = lambda row: multiRP_efficiency[ period_ ][ \"45\" if row[\"RPId1\"] == 23 else \"56\" ].GetBinContent(\n",
    "                                        multiRP_efficiency[ period_ ][ \"45\" if row[\"RPId1\"] == 23 else \"56\" ].FindBin( row[\"TrackX1\"], row[\"TrackY1\"] )\n",
    "                                        )\n",
    "\n",
    "        f_eff_all_               = lambda row: f_eff_multiRP_(row)\n",
    "        \n",
    "    elif proton_selection == \"MultiRP\":\n",
    "        f_eff_strips_multitrack_ = lambda row: strips_multitrack_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].GetBinContent( 1 )\n",
    "\n",
    "        f_eff_strips_sensor_     = lambda row: strips_sensor_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].GetBinContent(\n",
    "                                        strips_sensor_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].FindBin( row[\"TrackX2\"], row[\"TrackY2\"] )\n",
    "                                        )\n",
    "\n",
    "        f_eff_multiRP_           = lambda row: multiRP_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].GetBinContent(\n",
    "                                        multiRP_efficiency[ period_ ][ \"45\" if row[\"Arm\"] == 0 else \"56\" ].FindBin( row[\"TrackX1\"], row[\"TrackY1\"] )\n",
    "                                        )\n",
    "\n",
    "        f_eff_all_               = lambda row: f_eff_strips_multitrack_(row) * f_eff_strips_sensor_(row) * f_eff_multiRP_(row)\n",
    "    \n",
    "    #df_signals['Elastic'][ 'eff_strips_multitrack_' + period_ ] = df_signals['Elastic'].apply( f_eff_strips_multitrack_, axis=1 )\n",
    "    #df_signals['Elastic'][ 'eff_strips_sensor_' + period_ ]     = df_signals['Elastic'].apply( f_eff_strips_sensor_, axis=1 )\n",
    "    #df_signals['Elastic'][ 'eff_multiRP_' + period_ ]           = df_signals['Elastic'].apply( f_eff_multiRP_, axis=1 )\n",
    "    \n",
    "    df_signals['Elastic'][ 'eff_all_' + period_ ]               = df_signals['Elastic'].apply( f_eff_all_, axis=1 )\n",
    "    df_signals['SingleDissociation'][ 'eff_all_' + period_ ]    = df_signals['SingleDissociation'].apply( f_eff_all_, axis=1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-18-b6ed3222ba4e>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals['SingleDissociation'][ 'eff_all_weighted' ] = 0.\n",
      "<ipython-input-18-b6ed3222ba4e>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals['SingleDissociation'][ 'eff_all_weighted' ] = df_signals['SingleDissociation'][ 'eff_all_weighted' ] + lumi_periods[ period_ ] * df_signals['SingleDissociation'][ 'eff_all_' + period_ ]\n",
      "<ipython-input-18-b6ed3222ba4e>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals['SingleDissociation'][ 'eff_all_weighted' ] = df_signals['SingleDissociation'][ 'eff_all_weighted' ] / lumi\n"
     ]
    }
   ],
   "source": [
    "df_signals['Elastic'][ 'eff_all_weighted' ] = 0.\n",
    "df_signals['SingleDissociation'][ 'eff_all_weighted' ] = 0.\n",
    "for period_ in data_periods:\n",
    "    df_signals['Elastic'][ 'eff_all_weighted' ] = df_signals['Elastic'][ 'eff_all_weighted' ] + lumi_periods[ period_ ] * df_signals['Elastic'][ 'eff_all_' + period_ ]\n",
    "    df_signals['SingleDissociation'][ 'eff_all_weighted' ] = df_signals['SingleDissociation'][ 'eff_all_weighted' ] + lumi_periods[ period_ ] * df_signals['SingleDissociation'][ 'eff_all_' + period_ ]\n",
    "df_signals['Elastic'][ 'eff_all_weighted' ] = df_signals['Elastic'][ 'eff_all_weighted' ] / lumi\n",
    "df_signals['SingleDissociation'][ 'eff_all_weighted' ] = df_signals['SingleDissociation'][ 'eff_all_weighted' ] / lumi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "if run_random_experiments:\n",
    "    from random_experiment import *\n",
    "    \n",
    "    np.random.seed( 42 )\n",
    "\n",
    "    # per period, arm\n",
    "    systematics = {}\n",
    "    #systematics[ \"Xi\" ] = ( systematics_Xi_X, systematics_Xi_Y )\n",
    "    #systematics[ \"Xi\" ] = get_systematics_vs_xi_ROOT( data_periods, fileName=\"reco_characteristics/reco_characteristics_version1.root\" )\n",
    "    systematics[ \"Xi\" ] = get_systematics_vs_xi_h5( data_periods, fileName=\"reco_characteristics/reco_characteristics_version1.h5\" )\n",
    "   \n",
    "    print ( systematics )\n",
    "    \n",
    "    random_experiment( df_signals['Elastic'], data_periods=data_periods, lumi_weights=lumi_periods, variables=[ \"Xi\" ], variations=systematics )\n",
    "    random_experiment( df_signals['SingleDissociation'], data_periods=data_periods, lumi_weights=lumi_periods, variables=[ \"Xi\" ], variations=systematics )\n",
    "    df_signals['Elastic'].loc[ :, \"Xi\" ] = df_signals['Elastic'].loc[ :, \"Xi_smeared\"]\n",
    "    df_signals['SingleDissociation'].loc[ :, \"Xi\" ] = df_signals['SingleDissociation'].loc[ :, \"Xi_smeared\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_signals['Elastic'][ [\"Xi\",\"sigma_Xi\",\"Xi_smeared\"] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_signals['SingleDissociation'][ [\"Xi\",\"sigma_Xi\",\"Xi_smeared\"] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-b76230ed5b63>:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"probability\" ] = y_proba\n",
      "<ipython-input-5-b76230ed5b63>:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"category\" ] = y_pred\n",
      "<ipython-input-5-b76230ed5b63>:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"probability\" ] = y_proba\n",
      "<ipython-input-5-b76230ed5b63>:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"category\" ] = y_pred\n"
     ]
    }
   ],
   "source": [
    "# df_signals['Elastic'] = select_events( df_signals['Elastic'], clf=clf, use_keras=use_keras, scaler=scaler, prob_cut=prob_cut )\n",
    "# df_signals['SingleDissociation'] = select_events( df_signals['SingleDissociation'], clf=clf, use_keras=use_keras, scaler=scaler, prob_cut=prob_cut )\n",
    "for label in labels_signals:\n",
    "    df_signals[ label ] = select_events( df_signals[ label ], clf=clf, use_keras=use_keras, scaler=scaler, prob_cut=prob_cut )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "      <th>norm</th>\n",
       "      <th>eff_all_2017B</th>\n",
       "      <th>eff_all_2017C1</th>\n",
       "      <th>eff_all_2017E</th>\n",
       "      <th>eff_all_2017F1</th>\n",
       "      <th>eff_all_weighted</th>\n",
       "      <th>probability</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99234</th>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "      <td>137169</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.884521</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.460484</td>\n",
       "      <td>0.545252</td>\n",
       "      <td>0.404647</td>\n",
       "      <td>0.405147</td>\n",
       "      <td>0.452611</td>\n",
       "      <td>0.472847</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148266</th>\n",
       "      <td>1</td>\n",
       "      <td>149</td>\n",
       "      <td>14874</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.656982</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.456461</td>\n",
       "      <td>0.550439</td>\n",
       "      <td>0.066869</td>\n",
       "      <td>0.437371</td>\n",
       "      <td>0.291609</td>\n",
       "      <td>0.771539</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205320</th>\n",
       "      <td>1</td>\n",
       "      <td>632</td>\n",
       "      <td>63108</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.977051</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.494133</td>\n",
       "      <td>0.583288</td>\n",
       "      <td>0.066874</td>\n",
       "      <td>0.444310</td>\n",
       "      <td>0.306622</td>\n",
       "      <td>0.161987</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111452</th>\n",
       "      <td>1</td>\n",
       "      <td>1486</td>\n",
       "      <td>148530</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.606934</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.456461</td>\n",
       "      <td>0.550439</td>\n",
       "      <td>0.066869</td>\n",
       "      <td>0.437371</td>\n",
       "      <td>0.291609</td>\n",
       "      <td>0.342547</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191766</th>\n",
       "      <td>1</td>\n",
       "      <td>354</td>\n",
       "      <td>35349</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.209473</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.462658</td>\n",
       "      <td>0.556612</td>\n",
       "      <td>0.065782</td>\n",
       "      <td>0.436763</td>\n",
       "      <td>0.293607</td>\n",
       "      <td>0.138706</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7014</th>\n",
       "      <td>1</td>\n",
       "      <td>763</td>\n",
       "      <td>76219</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.906982</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.457915</td>\n",
       "      <td>0.555117</td>\n",
       "      <td>0.068817</td>\n",
       "      <td>0.433705</td>\n",
       "      <td>0.293761</td>\n",
       "      <td>0.500368</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193007</th>\n",
       "      <td>1</td>\n",
       "      <td>366</td>\n",
       "      <td>36534</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.654297</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.493171</td>\n",
       "      <td>0.572624</td>\n",
       "      <td>0.419366</td>\n",
       "      <td>0.419188</td>\n",
       "      <td>0.473245</td>\n",
       "      <td>0.263647</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73452</th>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>7325</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.747070</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.480233</td>\n",
       "      <td>0.562726</td>\n",
       "      <td>0.415227</td>\n",
       "      <td>0.422710</td>\n",
       "      <td>0.467019</td>\n",
       "      <td>0.345885</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154194</th>\n",
       "      <td>1</td>\n",
       "      <td>1818</td>\n",
       "      <td>181742</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.741211</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.480947</td>\n",
       "      <td>0.542281</td>\n",
       "      <td>0.099459</td>\n",
       "      <td>0.420526</td>\n",
       "      <td>0.306747</td>\n",
       "      <td>0.452794</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193760</th>\n",
       "      <td>1</td>\n",
       "      <td>374</td>\n",
       "      <td>37329</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.395020</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463478</td>\n",
       "      <td>0.563575</td>\n",
       "      <td>0.065042</td>\n",
       "      <td>0.439057</td>\n",
       "      <td>0.295581</td>\n",
       "      <td>0.019418</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41417</th>\n",
       "      <td>1</td>\n",
       "      <td>1086</td>\n",
       "      <td>108503</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.386230</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.466998</td>\n",
       "      <td>0.545424</td>\n",
       "      <td>0.407593</td>\n",
       "      <td>0.408693</td>\n",
       "      <td>0.455269</td>\n",
       "      <td>0.371012</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72008</th>\n",
       "      <td>1</td>\n",
       "      <td>1158</td>\n",
       "      <td>115777</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.276367</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.459422</td>\n",
       "      <td>0.558626</td>\n",
       "      <td>0.063935</td>\n",
       "      <td>0.433280</td>\n",
       "      <td>0.292547</td>\n",
       "      <td>0.506341</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79798</th>\n",
       "      <td>1</td>\n",
       "      <td>1189</td>\n",
       "      <td>118872</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.399902</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.466200</td>\n",
       "      <td>0.557046</td>\n",
       "      <td>0.066930</td>\n",
       "      <td>0.442502</td>\n",
       "      <td>0.295284</td>\n",
       "      <td>0.491849</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50971</th>\n",
       "      <td>1</td>\n",
       "      <td>492</td>\n",
       "      <td>49153</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.201172</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463727</td>\n",
       "      <td>0.556455</td>\n",
       "      <td>0.064370</td>\n",
       "      <td>0.437486</td>\n",
       "      <td>0.293077</td>\n",
       "      <td>0.629268</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174153</th>\n",
       "      <td>1</td>\n",
       "      <td>190</td>\n",
       "      <td>18990</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.805054</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.455305</td>\n",
       "      <td>0.521735</td>\n",
       "      <td>0.393211</td>\n",
       "      <td>0.391195</td>\n",
       "      <td>0.438246</td>\n",
       "      <td>0.481521</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72900</th>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>6832</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.758301</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.461653</td>\n",
       "      <td>0.578595</td>\n",
       "      <td>0.063668</td>\n",
       "      <td>0.451971</td>\n",
       "      <td>0.300230</td>\n",
       "      <td>0.612487</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129596</th>\n",
       "      <td>1</td>\n",
       "      <td>1648</td>\n",
       "      <td>164757</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.463623</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.456603</td>\n",
       "      <td>0.552268</td>\n",
       "      <td>0.065592</td>\n",
       "      <td>0.427228</td>\n",
       "      <td>0.290588</td>\n",
       "      <td>0.848062</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177367</th>\n",
       "      <td>1</td>\n",
       "      <td>220</td>\n",
       "      <td>21905</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.386475</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.454224</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>0.394139</td>\n",
       "      <td>0.387963</td>\n",
       "      <td>0.440904</td>\n",
       "      <td>0.285039</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173858</th>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>18692</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.679199</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463915</td>\n",
       "      <td>0.527508</td>\n",
       "      <td>0.401963</td>\n",
       "      <td>0.395605</td>\n",
       "      <td>0.445713</td>\n",
       "      <td>0.525970</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>3099</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.029297</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.486346</td>\n",
       "      <td>0.582258</td>\n",
       "      <td>0.065747</td>\n",
       "      <td>0.450682</td>\n",
       "      <td>0.305365</td>\n",
       "      <td>0.429604</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65373</th>\n",
       "      <td>1</td>\n",
       "      <td>619</td>\n",
       "      <td>61861</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.504883</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.465994</td>\n",
       "      <td>0.538927</td>\n",
       "      <td>0.405191</td>\n",
       "      <td>0.400446</td>\n",
       "      <td>0.451316</td>\n",
       "      <td>0.685857</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66656</th>\n",
       "      <td>1</td>\n",
       "      <td>677</td>\n",
       "      <td>67632</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.335938</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.458774</td>\n",
       "      <td>0.553447</td>\n",
       "      <td>0.065598</td>\n",
       "      <td>0.438634</td>\n",
       "      <td>0.292275</td>\n",
       "      <td>0.523207</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123580</th>\n",
       "      <td>1</td>\n",
       "      <td>1594</td>\n",
       "      <td>159353</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.292725</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.464162</td>\n",
       "      <td>0.556170</td>\n",
       "      <td>0.064871</td>\n",
       "      <td>0.430916</td>\n",
       "      <td>0.292683</td>\n",
       "      <td>0.702322</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81673</th>\n",
       "      <td>1</td>\n",
       "      <td>1206</td>\n",
       "      <td>120594</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.509277</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.448425</td>\n",
       "      <td>0.527997</td>\n",
       "      <td>0.399640</td>\n",
       "      <td>0.396247</td>\n",
       "      <td>0.442785</td>\n",
       "      <td>0.338206</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25738</th>\n",
       "      <td>1</td>\n",
       "      <td>939</td>\n",
       "      <td>93860</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.541504</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463952</td>\n",
       "      <td>0.548075</td>\n",
       "      <td>0.404435</td>\n",
       "      <td>0.400833</td>\n",
       "      <td>0.453370</td>\n",
       "      <td>0.216138</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193193</th>\n",
       "      <td>1</td>\n",
       "      <td>368</td>\n",
       "      <td>36707</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.642090</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.460876</td>\n",
       "      <td>0.555467</td>\n",
       "      <td>0.065266</td>\n",
       "      <td>0.432962</td>\n",
       "      <td>0.292440</td>\n",
       "      <td>0.644785</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133790</th>\n",
       "      <td>1</td>\n",
       "      <td>1689</td>\n",
       "      <td>168808</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.508911</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.421266</td>\n",
       "      <td>0.510851</td>\n",
       "      <td>0.373777</td>\n",
       "      <td>0.385862</td>\n",
       "      <td>0.420723</td>\n",
       "      <td>0.739431</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12750</th>\n",
       "      <td>1</td>\n",
       "      <td>817</td>\n",
       "      <td>81658</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.162109</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.480632</td>\n",
       "      <td>0.582588</td>\n",
       "      <td>0.067207</td>\n",
       "      <td>0.448955</td>\n",
       "      <td>0.305277</td>\n",
       "      <td>0.459891</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80758</th>\n",
       "      <td>1</td>\n",
       "      <td>1198</td>\n",
       "      <td>119746</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.060791</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.434953</td>\n",
       "      <td>0.527055</td>\n",
       "      <td>0.370099</td>\n",
       "      <td>0.387393</td>\n",
       "      <td>0.425525</td>\n",
       "      <td>0.511377</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64574</th>\n",
       "      <td>1</td>\n",
       "      <td>612</td>\n",
       "      <td>61121</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.713867</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.445287</td>\n",
       "      <td>0.532474</td>\n",
       "      <td>0.062246</td>\n",
       "      <td>0.406526</td>\n",
       "      <td>0.279835</td>\n",
       "      <td>0.048166</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161453</th>\n",
       "      <td>1</td>\n",
       "      <td>1912</td>\n",
       "      <td>191188</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.609253</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.455243</td>\n",
       "      <td>0.514858</td>\n",
       "      <td>0.377248</td>\n",
       "      <td>0.376903</td>\n",
       "      <td>0.427118</td>\n",
       "      <td>0.707302</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31190</th>\n",
       "      <td>1</td>\n",
       "      <td>990</td>\n",
       "      <td>98914</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.703125</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.466250</td>\n",
       "      <td>0.559140</td>\n",
       "      <td>0.063570</td>\n",
       "      <td>0.429315</td>\n",
       "      <td>0.293027</td>\n",
       "      <td>0.208849</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75936</th>\n",
       "      <td>1</td>\n",
       "      <td>97</td>\n",
       "      <td>9601</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.662598</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.471916</td>\n",
       "      <td>0.559388</td>\n",
       "      <td>0.062825</td>\n",
       "      <td>0.439805</td>\n",
       "      <td>0.294442</td>\n",
       "      <td>0.120070</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72382</th>\n",
       "      <td>1</td>\n",
       "      <td>64</td>\n",
       "      <td>6331</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.455078</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.477943</td>\n",
       "      <td>0.583314</td>\n",
       "      <td>0.066315</td>\n",
       "      <td>0.449937</td>\n",
       "      <td>0.304797</td>\n",
       "      <td>0.670885</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41302</th>\n",
       "      <td>1</td>\n",
       "      <td>1085</td>\n",
       "      <td>108430</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.040771</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.445330</td>\n",
       "      <td>0.547945</td>\n",
       "      <td>0.054720</td>\n",
       "      <td>0.416542</td>\n",
       "      <td>0.281579</td>\n",
       "      <td>0.452728</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115786</th>\n",
       "      <td>1</td>\n",
       "      <td>1509</td>\n",
       "      <td>150812</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.785645</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.479558</td>\n",
       "      <td>0.558277</td>\n",
       "      <td>0.065409</td>\n",
       "      <td>0.447601</td>\n",
       "      <td>0.297092</td>\n",
       "      <td>0.204948</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80940</th>\n",
       "      <td>1</td>\n",
       "      <td>1200</td>\n",
       "      <td>119921</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.139893</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.466758</td>\n",
       "      <td>0.549645</td>\n",
       "      <td>0.069167</td>\n",
       "      <td>0.433661</td>\n",
       "      <td>0.293481</td>\n",
       "      <td>0.747855</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8982</th>\n",
       "      <td>1</td>\n",
       "      <td>781</td>\n",
       "      <td>78049</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.350098</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.468198</td>\n",
       "      <td>0.545972</td>\n",
       "      <td>0.407176</td>\n",
       "      <td>0.409895</td>\n",
       "      <td>0.455490</td>\n",
       "      <td>0.521269</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213513</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75577</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.182129</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463041</td>\n",
       "      <td>0.552158</td>\n",
       "      <td>0.067929</td>\n",
       "      <td>0.427692</td>\n",
       "      <td>0.292570</td>\n",
       "      <td>0.593485</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125524</th>\n",
       "      <td>1</td>\n",
       "      <td>1613</td>\n",
       "      <td>161216</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.145508</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463175</td>\n",
       "      <td>0.537700</td>\n",
       "      <td>0.401861</td>\n",
       "      <td>0.399714</td>\n",
       "      <td>0.448903</td>\n",
       "      <td>0.721229</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134455</th>\n",
       "      <td>1</td>\n",
       "      <td>1695</td>\n",
       "      <td>169418</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.690918</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.455628</td>\n",
       "      <td>0.556061</td>\n",
       "      <td>0.066375</td>\n",
       "      <td>0.432286</td>\n",
       "      <td>0.292415</td>\n",
       "      <td>0.163372</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212337</th>\n",
       "      <td>1</td>\n",
       "      <td>746</td>\n",
       "      <td>74522</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.009033</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.466309</td>\n",
       "      <td>0.554191</td>\n",
       "      <td>0.064629</td>\n",
       "      <td>0.436718</td>\n",
       "      <td>0.292808</td>\n",
       "      <td>0.645714</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211012</th>\n",
       "      <td>1</td>\n",
       "      <td>733</td>\n",
       "      <td>73274</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.090820</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.483402</td>\n",
       "      <td>0.584366</td>\n",
       "      <td>0.065138</td>\n",
       "      <td>0.449245</td>\n",
       "      <td>0.305165</td>\n",
       "      <td>0.642204</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118653</th>\n",
       "      <td>1</td>\n",
       "      <td>1551</td>\n",
       "      <td>155058</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.523926</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.462724</td>\n",
       "      <td>0.537878</td>\n",
       "      <td>0.405005</td>\n",
       "      <td>0.407397</td>\n",
       "      <td>0.451148</td>\n",
       "      <td>0.756660</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150223</th>\n",
       "      <td>1</td>\n",
       "      <td>167</td>\n",
       "      <td>16651</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.605469</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.483438</td>\n",
       "      <td>0.585270</td>\n",
       "      <td>0.067666</td>\n",
       "      <td>0.446646</td>\n",
       "      <td>0.306424</td>\n",
       "      <td>0.235192</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174615</th>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "      <td>19353</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.934814</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.462284</td>\n",
       "      <td>0.546105</td>\n",
       "      <td>0.081964</td>\n",
       "      <td>0.433756</td>\n",
       "      <td>0.298139</td>\n",
       "      <td>0.236203</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177674</th>\n",
       "      <td>1</td>\n",
       "      <td>222</td>\n",
       "      <td>22186</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.347656</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.467414</td>\n",
       "      <td>0.540856</td>\n",
       "      <td>0.402385</td>\n",
       "      <td>0.400273</td>\n",
       "      <td>0.450670</td>\n",
       "      <td>0.175175</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137089</th>\n",
       "      <td>1</td>\n",
       "      <td>1719</td>\n",
       "      <td>171898</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.652344</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.461439</td>\n",
       "      <td>0.540079</td>\n",
       "      <td>0.401007</td>\n",
       "      <td>0.398067</td>\n",
       "      <td>0.448798</td>\n",
       "      <td>0.630900</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>1</td>\n",
       "      <td>760</td>\n",
       "      <td>75975</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.733398</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.471438</td>\n",
       "      <td>0.561665</td>\n",
       "      <td>0.068790</td>\n",
       "      <td>0.428426</td>\n",
       "      <td>0.296893</td>\n",
       "      <td>0.225471</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200582</th>\n",
       "      <td>1</td>\n",
       "      <td>438</td>\n",
       "      <td>43710</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.854248</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.430789</td>\n",
       "      <td>0.528464</td>\n",
       "      <td>0.374434</td>\n",
       "      <td>0.387177</td>\n",
       "      <td>0.427494</td>\n",
       "      <td>0.288483</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92048</th>\n",
       "      <td>1</td>\n",
       "      <td>1306</td>\n",
       "      <td>130518</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.741943</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.460806</td>\n",
       "      <td>0.542033</td>\n",
       "      <td>0.409138</td>\n",
       "      <td>0.406155</td>\n",
       "      <td>0.454007</td>\n",
       "      <td>0.095289</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56918</th>\n",
       "      <td>1</td>\n",
       "      <td>548</td>\n",
       "      <td>54794</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.993408</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.471086</td>\n",
       "      <td>0.559375</td>\n",
       "      <td>0.064004</td>\n",
       "      <td>0.439499</td>\n",
       "      <td>0.294879</td>\n",
       "      <td>0.309198</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105826</th>\n",
       "      <td>1</td>\n",
       "      <td>1434</td>\n",
       "      <td>143353</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.753662</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.468342</td>\n",
       "      <td>0.559081</td>\n",
       "      <td>0.062453</td>\n",
       "      <td>0.432145</td>\n",
       "      <td>0.292998</td>\n",
       "      <td>0.621300</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89575</th>\n",
       "      <td>1</td>\n",
       "      <td>1282</td>\n",
       "      <td>128122</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.623291</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.457523</td>\n",
       "      <td>0.538328</td>\n",
       "      <td>0.404973</td>\n",
       "      <td>0.402032</td>\n",
       "      <td>0.450093</td>\n",
       "      <td>0.049501</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130148</th>\n",
       "      <td>1</td>\n",
       "      <td>1654</td>\n",
       "      <td>165328</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.160156</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.488965</td>\n",
       "      <td>0.560777</td>\n",
       "      <td>0.412459</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.465150</td>\n",
       "      <td>0.280023</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154308</th>\n",
       "      <td>1</td>\n",
       "      <td>1819</td>\n",
       "      <td>181850</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.749756</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.461844</td>\n",
       "      <td>0.558510</td>\n",
       "      <td>0.067094</td>\n",
       "      <td>0.439033</td>\n",
       "      <td>0.294904</td>\n",
       "      <td>0.441318</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182310</th>\n",
       "      <td>1</td>\n",
       "      <td>266</td>\n",
       "      <td>26548</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.417236</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.459562</td>\n",
       "      <td>0.559995</td>\n",
       "      <td>0.065173</td>\n",
       "      <td>0.433816</td>\n",
       "      <td>0.293616</td>\n",
       "      <td>0.669544</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104042</th>\n",
       "      <td>1</td>\n",
       "      <td>1418</td>\n",
       "      <td>141729</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.133057</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.459312</td>\n",
       "      <td>0.556073</td>\n",
       "      <td>0.066129</td>\n",
       "      <td>0.428557</td>\n",
       "      <td>0.292425</td>\n",
       "      <td>0.713795</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89250</th>\n",
       "      <td>1</td>\n",
       "      <td>1279</td>\n",
       "      <td>127801</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.591797</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.456538</td>\n",
       "      <td>0.550677</td>\n",
       "      <td>0.065858</td>\n",
       "      <td>0.431208</td>\n",
       "      <td>0.290619</td>\n",
       "      <td>0.610509</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152408</th>\n",
       "      <td>1</td>\n",
       "      <td>1801</td>\n",
       "      <td>180072</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>0.463822</td>\n",
       "      <td>0.552246</td>\n",
       "      <td>0.065182</td>\n",
       "      <td>0.436511</td>\n",
       "      <td>0.292175</td>\n",
       "      <td>0.572279</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8874 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
       "99234     1         1372    137169      0          120.0        1    1    103   \n",
       "148266    1          149     14874      0          120.0        1    0      3   \n",
       "205320    1          632     63108      0          120.0        1    0      3   \n",
       "111452    1         1486    148530      0          140.0        1    0      3   \n",
       "191766    1          354     35349      0          130.0        1    0      3   \n",
       "7014      1          763     76219      0          130.0        1    0      3   \n",
       "193007    1          366     36534      0          120.0        1    1    103   \n",
       "73452     1           74      7325      0          130.0        1    1    103   \n",
       "154194    1         1818    181742      0          150.0        1    0      3   \n",
       "193760    1          374     37329      0          150.0        1    0      3   \n",
       "41417     1         1086    108503      0          150.0        1    1    103   \n",
       "72008     1         1158    115777      0          140.0        1    0      3   \n",
       "79798     1         1189    118872      0          130.0        1    0      3   \n",
       "50971     1          492     49153      0          120.0        1    0      3   \n",
       "174153    1          190     18990      0          150.0        1    1    103   \n",
       "72900     1           69      6832      0          130.0        1    0      3   \n",
       "129596    1         1648    164757      0          110.0        1    0      3   \n",
       "177367    1          220     21905      0          130.0        1    1    103   \n",
       "173858    1          187     18692      0          150.0        1    1    103   \n",
       "3173      1           31      3099      0          130.0        1    0      3   \n",
       "65373     1          619     61861      0          130.0        1    1    103   \n",
       "66656     1          677     67632      0          130.0        1    0      3   \n",
       "123580    1         1594    159353      0          130.0        1    0      3   \n",
       "81673     1         1206    120594      0          120.0        1    1    103   \n",
       "25738     1          939     93860      0          130.0        1    1    103   \n",
       "193193    1          368     36707      0          130.0        1    0      3   \n",
       "133790    1         1689    168808      0          120.0        1    1    103   \n",
       "12750     1          817     81658      0          130.0        1    0      3   \n",
       "80758     1         1198    119746      0          150.0        1    1    103   \n",
       "64574     1          612     61121      0          140.0        1    0      3   \n",
       "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
       "161453    1         1912    191188      0          150.0        1    1    103   \n",
       "31190     1          990     98914      0          140.0        1    0      3   \n",
       "75936     1           97      9601      0          140.0        1    0      3   \n",
       "72382     1           64      6331      0          150.0        1    0      3   \n",
       "41302     1         1085    108430      0          130.0        1    0      3   \n",
       "115786    1         1509    150812      0          110.0        1    0      3   \n",
       "80940     1         1200    119921      0          120.0        1    0      3   \n",
       "8982      1          781     78049      0          120.0        1    1    103   \n",
       "213513    1          756     75577      0          130.0        1    0      3   \n",
       "125524    1         1613    161216      0          150.0        1    1    103   \n",
       "134455    1         1695    169418      0          120.0        1    0      3   \n",
       "212337    1          746     74522      0          140.0        1    0      3   \n",
       "211012    1          733     73274      0          130.0        1    0      3   \n",
       "118653    1         1551    155058      0          150.0        1    1    103   \n",
       "150223    1          167     16651      0          140.0        1    0      3   \n",
       "174615    1          194     19353      0          120.0        1    0      3   \n",
       "177674    1          222     22186      0          110.0        1    1    103   \n",
       "137089    1         1719    171898      0          150.0        1    1    103   \n",
       "6721      1          760     75975      0          150.0        1    0      3   \n",
       "200582    1          438     43710      0          150.0        1    1    103   \n",
       "92048     1         1306    130518      0          150.0        1    1    103   \n",
       "56918     1          548     54794      0          130.0        1    0      3   \n",
       "105826    1         1434    143353      0          120.0        1    0      3   \n",
       "89575     1         1282    128122      0          130.0        1    1    103   \n",
       "130148    1         1654    165328      0          130.0        1    1    103   \n",
       "154308    1         1819    181850      0          120.0        1    0      3   \n",
       "182310    1          266     26548      0          120.0        1    0      3   \n",
       "104042    1         1418    141729      0          140.0        1    0      3   \n",
       "89250     1         1279    127801      0          130.0        1    0      3   \n",
       "152408    1         1801    180072      0          150.0        1    0      3   \n",
       "\n",
       "        RPId2    TrackX1  ...    ylow  yhigh      norm  eff_all_2017B  \\\n",
       "99234     123   6.884521  ...  -9.698  4.698  0.003521       0.460484   \n",
       "148266     23   5.656982  ... -10.098  4.298  0.003521       0.456461   \n",
       "205320     23  12.977051  ... -10.098  4.298  0.003521       0.494133   \n",
       "111452     23   5.606934  ... -10.098  4.298  0.003521       0.456461   \n",
       "191766     23   8.209473  ... -10.098  4.298  0.003521       0.462658   \n",
       "7014       23   6.906982  ... -10.098  4.298  0.003521       0.457915   \n",
       "193007    123  10.654297  ...  -9.698  4.698  0.003521       0.493171   \n",
       "73452     123  10.747070  ...  -9.698  4.698  0.003521       0.480233   \n",
       "154194     23   4.741211  ... -10.098  4.298  0.003521       0.480947   \n",
       "193760     23   9.395020  ... -10.098  4.298  0.003521       0.463478   \n",
       "41417     123   9.386230  ...  -9.698  4.698  0.003521       0.466998   \n",
       "72008      23   6.276367  ... -10.098  4.298  0.003521       0.459422   \n",
       "79798      23   8.399902  ... -10.098  4.298  0.003521       0.466200   \n",
       "50971      23   6.201172  ... -10.098  4.298  0.003521       0.463727   \n",
       "174153    123   3.805054  ...  -9.698  4.698  0.003521       0.455305   \n",
       "72900      23   9.758301  ... -10.098  4.298  0.003521       0.461653   \n",
       "129596     23   6.463623  ... -10.098  4.298  0.003521       0.456603   \n",
       "177367    123   4.386475  ...  -9.698  4.698  0.003521       0.454224   \n",
       "173858    123   4.679199  ...  -9.698  4.698  0.003521       0.463915   \n",
       "3173       23  10.029297  ... -10.098  4.298  0.003521       0.486346   \n",
       "65373     123   6.504883  ...  -9.698  4.698  0.003521       0.465994   \n",
       "66656      23   8.335938  ... -10.098  4.298  0.003521       0.458774   \n",
       "123580     23   6.292725  ... -10.098  4.298  0.003521       0.464162   \n",
       "81673     123   5.509277  ...  -9.698  4.698  0.003521       0.448425   \n",
       "25738     123   8.541504  ...  -9.698  4.698  0.003521       0.463952   \n",
       "193193     23   5.642090  ... -10.098  4.298  0.003521       0.460876   \n",
       "133790    123   3.508911  ...  -9.698  4.698  0.003521       0.421266   \n",
       "12750      23  12.162109  ... -10.098  4.298  0.003521       0.480632   \n",
       "80758     123   4.060791  ...  -9.698  4.698  0.003521       0.434953   \n",
       "64574      23   4.713867  ... -10.098  4.298  0.003521       0.445287   \n",
       "...       ...        ...  ...     ...    ...       ...            ...   \n",
       "161453    123   3.609253  ...  -9.698  4.698  0.003521       0.455243   \n",
       "31190      23   7.703125  ... -10.098  4.298  0.003521       0.466250   \n",
       "75936      23   8.662598  ... -10.098  4.298  0.003521       0.471916   \n",
       "72382      23  12.455078  ... -10.098  4.298  0.003521       0.477943   \n",
       "41302      23   5.040771  ... -10.098  4.298  0.003521       0.445330   \n",
       "115786     23   9.785645  ... -10.098  4.298  0.003521       0.479558   \n",
       "80940      23   6.139893  ... -10.098  4.298  0.003521       0.466758   \n",
       "8982      123   8.350098  ...  -9.698  4.698  0.003521       0.468198   \n",
       "213513     23   5.182129  ... -10.098  4.298  0.003521       0.463041   \n",
       "125524    123   6.145508  ...  -9.698  4.698  0.003521       0.463175   \n",
       "134455     23   8.690918  ... -10.098  4.298  0.003521       0.455628   \n",
       "212337     23   6.009033  ... -10.098  4.298  0.003521       0.466309   \n",
       "211012     23  11.090820  ... -10.098  4.298  0.003521       0.483402   \n",
       "118653    123   5.523926  ...  -9.698  4.698  0.003521       0.462724   \n",
       "150223     23  11.605469  ... -10.098  4.298  0.003521       0.483438   \n",
       "174615     23   4.934814  ... -10.098  4.298  0.003521       0.462284   \n",
       "177674    123   7.347656  ...  -9.698  4.698  0.003521       0.467414   \n",
       "137089    123   7.652344  ...  -9.698  4.698  0.003521       0.461439   \n",
       "6721       23   7.733398  ... -10.098  4.298  0.003521       0.471438   \n",
       "200582    123   3.854248  ...  -9.698  4.698  0.003521       0.430789   \n",
       "92048     123   5.741943  ...  -9.698  4.698  0.003521       0.460806   \n",
       "56918      23   6.993408  ... -10.098  4.298  0.003521       0.471086   \n",
       "105826     23   7.753662  ... -10.098  4.298  0.003521       0.468342   \n",
       "89575     123   5.623291  ...  -9.698  4.698  0.003521       0.457523   \n",
       "130148    123  10.160156  ...  -9.698  4.698  0.003521       0.488965   \n",
       "154308     23   7.749756  ... -10.098  4.298  0.003521       0.461844   \n",
       "182310     23   6.417236  ... -10.098  4.298  0.003521       0.459562   \n",
       "104042     23   5.133057  ... -10.098  4.298  0.003521       0.459312   \n",
       "89250      23   5.591797  ... -10.098  4.298  0.003521       0.456538   \n",
       "152408     23   5.425293  ... -10.098  4.298  0.003521       0.463822   \n",
       "\n",
       "        eff_all_2017C1  eff_all_2017E  eff_all_2017F1  eff_all_weighted  \\\n",
       "99234         0.545252       0.404647        0.405147          0.452611   \n",
       "148266        0.550439       0.066869        0.437371          0.291609   \n",
       "205320        0.583288       0.066874        0.444310          0.306622   \n",
       "111452        0.550439       0.066869        0.437371          0.291609   \n",
       "191766        0.556612       0.065782        0.436763          0.293607   \n",
       "7014          0.555117       0.068817        0.433705          0.293761   \n",
       "193007        0.572624       0.419366        0.419188          0.473245   \n",
       "73452         0.562726       0.415227        0.422710          0.467019   \n",
       "154194        0.542281       0.099459        0.420526          0.306747   \n",
       "193760        0.563575       0.065042        0.439057          0.295581   \n",
       "41417         0.545424       0.407593        0.408693          0.455269   \n",
       "72008         0.558626       0.063935        0.433280          0.292547   \n",
       "79798         0.557046       0.066930        0.442502          0.295284   \n",
       "50971         0.556455       0.064370        0.437486          0.293077   \n",
       "174153        0.521735       0.393211        0.391195          0.438246   \n",
       "72900         0.578595       0.063668        0.451971          0.300230   \n",
       "129596        0.552268       0.065592        0.427228          0.290588   \n",
       "177367        0.530864       0.394139        0.387963          0.440904   \n",
       "173858        0.527508       0.401963        0.395605          0.445713   \n",
       "3173          0.582258       0.065747        0.450682          0.305365   \n",
       "65373         0.538927       0.405191        0.400446          0.451316   \n",
       "66656         0.553447       0.065598        0.438634          0.292275   \n",
       "123580        0.556170       0.064871        0.430916          0.292683   \n",
       "81673         0.527997       0.399640        0.396247          0.442785   \n",
       "25738         0.548075       0.404435        0.400833          0.453370   \n",
       "193193        0.555467       0.065266        0.432962          0.292440   \n",
       "133790        0.510851       0.373777        0.385862          0.420723   \n",
       "12750         0.582588       0.067207        0.448955          0.305277   \n",
       "80758         0.527055       0.370099        0.387393          0.425525   \n",
       "64574         0.532474       0.062246        0.406526          0.279835   \n",
       "...                ...            ...             ...               ...   \n",
       "161453        0.514858       0.377248        0.376903          0.427118   \n",
       "31190         0.559140       0.063570        0.429315          0.293027   \n",
       "75936         0.559388       0.062825        0.439805          0.294442   \n",
       "72382         0.583314       0.066315        0.449937          0.304797   \n",
       "41302         0.547945       0.054720        0.416542          0.281579   \n",
       "115786        0.558277       0.065409        0.447601          0.297092   \n",
       "80940         0.549645       0.069167        0.433661          0.293481   \n",
       "8982          0.545972       0.407176        0.409895          0.455490   \n",
       "213513        0.552158       0.067929        0.427692          0.292570   \n",
       "125524        0.537700       0.401861        0.399714          0.448903   \n",
       "134455        0.556061       0.066375        0.432286          0.292415   \n",
       "212337        0.554191       0.064629        0.436718          0.292808   \n",
       "211012        0.584366       0.065138        0.449245          0.305165   \n",
       "118653        0.537878       0.405005        0.407397          0.451148   \n",
       "150223        0.585270       0.067666        0.446646          0.306424   \n",
       "174615        0.546105       0.081964        0.433756          0.298139   \n",
       "177674        0.540856       0.402385        0.400273          0.450670   \n",
       "137089        0.540079       0.401007        0.398067          0.448798   \n",
       "6721          0.561665       0.068790        0.428426          0.296893   \n",
       "200582        0.528464       0.374434        0.387177          0.427494   \n",
       "92048         0.542033       0.409138        0.406155          0.454007   \n",
       "56918         0.559375       0.064004        0.439499          0.294879   \n",
       "105826        0.559081       0.062453        0.432145          0.292998   \n",
       "89575         0.538328       0.404973        0.402032          0.450093   \n",
       "130148        0.560777       0.412459        0.411155          0.465150   \n",
       "154308        0.558510       0.067094        0.439033          0.294904   \n",
       "182310        0.559995       0.065173        0.433816          0.293616   \n",
       "104042        0.556073       0.066129        0.428557          0.292425   \n",
       "89250         0.550677       0.065858        0.431208          0.290619   \n",
       "152408        0.552246       0.065182        0.436511          0.292175   \n",
       "\n",
       "        probability  category  \n",
       "99234      0.472847         0  \n",
       "148266     0.771539         1  \n",
       "205320     0.161987         0  \n",
       "111452     0.342547         0  \n",
       "191766     0.138706         0  \n",
       "7014       0.500368         1  \n",
       "193007     0.263647         0  \n",
       "73452      0.345885         0  \n",
       "154194     0.452794         0  \n",
       "193760     0.019418         0  \n",
       "41417      0.371012         0  \n",
       "72008      0.506341         1  \n",
       "79798      0.491849         0  \n",
       "50971      0.629268         1  \n",
       "174153     0.481521         0  \n",
       "72900      0.612487         1  \n",
       "129596     0.848062         1  \n",
       "177367     0.285039         0  \n",
       "173858     0.525970         1  \n",
       "3173       0.429604         0  \n",
       "65373      0.685857         1  \n",
       "66656      0.523207         1  \n",
       "123580     0.702322         1  \n",
       "81673      0.338206         0  \n",
       "25738      0.216138         0  \n",
       "193193     0.644785         1  \n",
       "133790     0.739431         1  \n",
       "12750      0.459891         0  \n",
       "80758      0.511377         1  \n",
       "64574      0.048166         0  \n",
       "...             ...       ...  \n",
       "161453     0.707302         1  \n",
       "31190      0.208849         0  \n",
       "75936      0.120070         0  \n",
       "72382      0.670885         1  \n",
       "41302      0.452728         0  \n",
       "115786     0.204948         0  \n",
       "80940      0.747855         1  \n",
       "8982       0.521269         1  \n",
       "213513     0.593485         1  \n",
       "125524     0.721229         1  \n",
       "134455     0.163372         0  \n",
       "212337     0.645714         1  \n",
       "211012     0.642204         1  \n",
       "118653     0.756660         1  \n",
       "150223     0.235192         0  \n",
       "174615     0.236203         0  \n",
       "177674     0.175175         0  \n",
       "137089     0.630900         1  \n",
       "6721       0.225471         0  \n",
       "200582     0.288483         0  \n",
       "92048      0.095289         0  \n",
       "56918      0.309198         0  \n",
       "105826     0.621300         1  \n",
       "89575      0.049501         0  \n",
       "130148     0.280023         0  \n",
       "154308     0.441318         0  \n",
       "182310     0.669544         1  \n",
       "104042     0.713795         1  \n",
       "89250      0.610509         1  \n",
       "152408     0.572279         1  \n",
       "\n",
       "[8874 rows x 55 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['Elastic']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "      <th>norm</th>\n",
       "      <th>eff_all_2017B</th>\n",
       "      <th>eff_all_2017C1</th>\n",
       "      <th>eff_all_2017E</th>\n",
       "      <th>eff_all_2017F1</th>\n",
       "      <th>eff_all_weighted</th>\n",
       "      <th>probability</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>69695</th>\n",
       "      <td>1</td>\n",
       "      <td>1147</td>\n",
       "      <td>114675</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.974854</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.463470</td>\n",
       "      <td>0.554231</td>\n",
       "      <td>0.066777</td>\n",
       "      <td>0.440171</td>\n",
       "      <td>0.293825</td>\n",
       "      <td>0.323194</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42780</th>\n",
       "      <td>1</td>\n",
       "      <td>1743</td>\n",
       "      <td>174201</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.666992</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459555</td>\n",
       "      <td>0.561356</td>\n",
       "      <td>0.066931</td>\n",
       "      <td>0.438601</td>\n",
       "      <td>0.295314</td>\n",
       "      <td>0.146127</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.787109</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.462961</td>\n",
       "      <td>0.549109</td>\n",
       "      <td>0.062607</td>\n",
       "      <td>0.430047</td>\n",
       "      <td>0.289296</td>\n",
       "      <td>0.764422</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46925</th>\n",
       "      <td>1</td>\n",
       "      <td>442</td>\n",
       "      <td>44173</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.558105</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.462134</td>\n",
       "      <td>0.553511</td>\n",
       "      <td>0.067403</td>\n",
       "      <td>0.434956</td>\n",
       "      <td>0.293265</td>\n",
       "      <td>0.767476</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110275</th>\n",
       "      <td>1</td>\n",
       "      <td>761</td>\n",
       "      <td>76090</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.406982</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461211</td>\n",
       "      <td>0.540409</td>\n",
       "      <td>0.406161</td>\n",
       "      <td>0.400705</td>\n",
       "      <td>0.451628</td>\n",
       "      <td>0.555988</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46958</th>\n",
       "      <td>1</td>\n",
       "      <td>443</td>\n",
       "      <td>44233</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.180420</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465787</td>\n",
       "      <td>0.555704</td>\n",
       "      <td>0.059961</td>\n",
       "      <td>0.435041</td>\n",
       "      <td>0.290743</td>\n",
       "      <td>0.626648</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101717</th>\n",
       "      <td>1</td>\n",
       "      <td>1806</td>\n",
       "      <td>180502</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.576904</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465639</td>\n",
       "      <td>0.544934</td>\n",
       "      <td>0.403752</td>\n",
       "      <td>0.407264</td>\n",
       "      <td>0.452942</td>\n",
       "      <td>0.145234</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52349</th>\n",
       "      <td>1</td>\n",
       "      <td>395</td>\n",
       "      <td>39453</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.291992</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465561</td>\n",
       "      <td>0.558443</td>\n",
       "      <td>0.066580</td>\n",
       "      <td>0.432874</td>\n",
       "      <td>0.294539</td>\n",
       "      <td>0.709907</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101292</th>\n",
       "      <td>1</td>\n",
       "      <td>1799</td>\n",
       "      <td>179815</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.878418</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.464320</td>\n",
       "      <td>0.557210</td>\n",
       "      <td>0.062773</td>\n",
       "      <td>0.434937</td>\n",
       "      <td>0.292354</td>\n",
       "      <td>0.293554</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52539</th>\n",
       "      <td>1</td>\n",
       "      <td>398</td>\n",
       "      <td>39713</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.221924</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.468319</td>\n",
       "      <td>0.560153</td>\n",
       "      <td>0.067716</td>\n",
       "      <td>0.439784</td>\n",
       "      <td>0.296587</td>\n",
       "      <td>0.684406</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54297</th>\n",
       "      <td>1</td>\n",
       "      <td>422</td>\n",
       "      <td>42167</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.215088</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.468043</td>\n",
       "      <td>0.553571</td>\n",
       "      <td>0.069115</td>\n",
       "      <td>0.435363</td>\n",
       "      <td>0.294917</td>\n",
       "      <td>0.665666</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122628</th>\n",
       "      <td>1</td>\n",
       "      <td>1921</td>\n",
       "      <td>192090</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.046875</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.449778</td>\n",
       "      <td>0.526578</td>\n",
       "      <td>0.397049</td>\n",
       "      <td>0.391056</td>\n",
       "      <td>0.440799</td>\n",
       "      <td>0.540010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103944</th>\n",
       "      <td>1</td>\n",
       "      <td>1949</td>\n",
       "      <td>194807</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.692383</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459999</td>\n",
       "      <td>0.555467</td>\n",
       "      <td>0.065065</td>\n",
       "      <td>0.434136</td>\n",
       "      <td>0.292338</td>\n",
       "      <td>0.288026</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111891</th>\n",
       "      <td>1</td>\n",
       "      <td>816</td>\n",
       "      <td>81545</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.209473</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.463727</td>\n",
       "      <td>0.556455</td>\n",
       "      <td>0.064370</td>\n",
       "      <td>0.437486</td>\n",
       "      <td>0.293077</td>\n",
       "      <td>0.074927</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81308</th>\n",
       "      <td>1</td>\n",
       "      <td>360</td>\n",
       "      <td>35950</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.954102</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.469434</td>\n",
       "      <td>0.540991</td>\n",
       "      <td>0.401626</td>\n",
       "      <td>0.391193</td>\n",
       "      <td>0.449753</td>\n",
       "      <td>0.069028</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105436</th>\n",
       "      <td>1</td>\n",
       "      <td>1971</td>\n",
       "      <td>197002</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.554688</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.456146</td>\n",
       "      <td>0.534290</td>\n",
       "      <td>0.396512</td>\n",
       "      <td>0.386573</td>\n",
       "      <td>0.443174</td>\n",
       "      <td>0.055132</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21173</th>\n",
       "      <td>1</td>\n",
       "      <td>1080</td>\n",
       "      <td>107966</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.500977</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.463162</td>\n",
       "      <td>0.533041</td>\n",
       "      <td>0.398093</td>\n",
       "      <td>0.392026</td>\n",
       "      <td>0.444995</td>\n",
       "      <td>0.534167</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95252</th>\n",
       "      <td>1</td>\n",
       "      <td>1591</td>\n",
       "      <td>159041</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.265137</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.454815</td>\n",
       "      <td>0.551491</td>\n",
       "      <td>0.067947</td>\n",
       "      <td>0.432366</td>\n",
       "      <td>0.291762</td>\n",
       "      <td>0.191238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86909</th>\n",
       "      <td>1</td>\n",
       "      <td>1467</td>\n",
       "      <td>146631</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.417480</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.464576</td>\n",
       "      <td>0.551112</td>\n",
       "      <td>0.067292</td>\n",
       "      <td>0.426796</td>\n",
       "      <td>0.292070</td>\n",
       "      <td>0.670957</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84433</th>\n",
       "      <td>1</td>\n",
       "      <td>1075</td>\n",
       "      <td>107452</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.504639</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.449145</td>\n",
       "      <td>0.530741</td>\n",
       "      <td>0.394629</td>\n",
       "      <td>0.391807</td>\n",
       "      <td>0.440812</td>\n",
       "      <td>0.266558</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75512</th>\n",
       "      <td>1</td>\n",
       "      <td>1696</td>\n",
       "      <td>169533</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.706787</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459952</td>\n",
       "      <td>0.555349</td>\n",
       "      <td>0.068713</td>\n",
       "      <td>0.438307</td>\n",
       "      <td>0.294468</td>\n",
       "      <td>0.245793</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21266</th>\n",
       "      <td>1</td>\n",
       "      <td>941</td>\n",
       "      <td>94005</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.672363</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461828</td>\n",
       "      <td>0.552400</td>\n",
       "      <td>0.068062</td>\n",
       "      <td>0.435372</td>\n",
       "      <td>0.293264</td>\n",
       "      <td>0.720900</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102372</th>\n",
       "      <td>1</td>\n",
       "      <td>1829</td>\n",
       "      <td>182812</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.812744</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.463370</td>\n",
       "      <td>0.536678</td>\n",
       "      <td>0.401877</td>\n",
       "      <td>0.410722</td>\n",
       "      <td>0.449665</td>\n",
       "      <td>0.342633</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70823</th>\n",
       "      <td>1</td>\n",
       "      <td>1561</td>\n",
       "      <td>156099</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.957520</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.444615</td>\n",
       "      <td>0.547907</td>\n",
       "      <td>0.058394</td>\n",
       "      <td>0.417198</td>\n",
       "      <td>0.283332</td>\n",
       "      <td>0.517952</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129355</th>\n",
       "      <td>1</td>\n",
       "      <td>185</td>\n",
       "      <td>18478</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.531494</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459778</td>\n",
       "      <td>0.544479</td>\n",
       "      <td>0.402416</td>\n",
       "      <td>0.397442</td>\n",
       "      <td>0.450489</td>\n",
       "      <td>0.348731</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23690</th>\n",
       "      <td>1</td>\n",
       "      <td>967</td>\n",
       "      <td>96639</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.588623</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.471452</td>\n",
       "      <td>0.563023</td>\n",
       "      <td>0.065460</td>\n",
       "      <td>0.437299</td>\n",
       "      <td>0.296489</td>\n",
       "      <td>0.708140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51142</th>\n",
       "      <td>1</td>\n",
       "      <td>376</td>\n",
       "      <td>37546</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.006592</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.464887</td>\n",
       "      <td>0.542408</td>\n",
       "      <td>0.406881</td>\n",
       "      <td>0.397928</td>\n",
       "      <td>0.452773</td>\n",
       "      <td>0.029511</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52516</th>\n",
       "      <td>1</td>\n",
       "      <td>397</td>\n",
       "      <td>39685</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.056396</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459045</td>\n",
       "      <td>0.558410</td>\n",
       "      <td>0.068735</td>\n",
       "      <td>0.434373</td>\n",
       "      <td>0.294882</td>\n",
       "      <td>0.482933</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124486</th>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>5612</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.705566</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.468414</td>\n",
       "      <td>0.548556</td>\n",
       "      <td>0.403035</td>\n",
       "      <td>0.397460</td>\n",
       "      <td>0.453086</td>\n",
       "      <td>0.609495</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29881</th>\n",
       "      <td>1</td>\n",
       "      <td>1295</td>\n",
       "      <td>129421</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.234131</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.459518</td>\n",
       "      <td>0.553982</td>\n",
       "      <td>0.065820</td>\n",
       "      <td>0.437819</td>\n",
       "      <td>0.292558</td>\n",
       "      <td>0.719251</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20072</th>\n",
       "      <td>1</td>\n",
       "      <td>903</td>\n",
       "      <td>90223</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.805176</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.487310</td>\n",
       "      <td>0.580423</td>\n",
       "      <td>0.066393</td>\n",
       "      <td>0.454727</td>\n",
       "      <td>0.305649</td>\n",
       "      <td>0.086856</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21646</th>\n",
       "      <td>1</td>\n",
       "      <td>946</td>\n",
       "      <td>94588</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.212891</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.456432</td>\n",
       "      <td>0.536811</td>\n",
       "      <td>0.401566</td>\n",
       "      <td>0.404114</td>\n",
       "      <td>0.448043</td>\n",
       "      <td>0.494114</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4719</th>\n",
       "      <td>1</td>\n",
       "      <td>263</td>\n",
       "      <td>26280</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.512207</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461567</td>\n",
       "      <td>0.543784</td>\n",
       "      <td>0.398071</td>\n",
       "      <td>0.406442</td>\n",
       "      <td>0.449234</td>\n",
       "      <td>0.425870</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47560</th>\n",
       "      <td>1</td>\n",
       "      <td>452</td>\n",
       "      <td>45147</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.301270</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.466365</td>\n",
       "      <td>0.555948</td>\n",
       "      <td>0.065749</td>\n",
       "      <td>0.432141</td>\n",
       "      <td>0.293445</td>\n",
       "      <td>0.608216</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124480</th>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>5604</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.091064</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.458643</td>\n",
       "      <td>0.554532</td>\n",
       "      <td>0.066874</td>\n",
       "      <td>0.434202</td>\n",
       "      <td>0.292782</td>\n",
       "      <td>0.754382</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78687</th>\n",
       "      <td>1</td>\n",
       "      <td>874</td>\n",
       "      <td>87357</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.836426</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465548</td>\n",
       "      <td>0.558672</td>\n",
       "      <td>0.062889</td>\n",
       "      <td>0.431761</td>\n",
       "      <td>0.292697</td>\n",
       "      <td>0.742831</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127097</th>\n",
       "      <td>1</td>\n",
       "      <td>152</td>\n",
       "      <td>15175</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.381592</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.456822</td>\n",
       "      <td>0.548179</td>\n",
       "      <td>0.068315</td>\n",
       "      <td>0.428369</td>\n",
       "      <td>0.290868</td>\n",
       "      <td>0.628308</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127827</th>\n",
       "      <td>1</td>\n",
       "      <td>164</td>\n",
       "      <td>16370</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.551880</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.440503</td>\n",
       "      <td>0.515894</td>\n",
       "      <td>0.278419</td>\n",
       "      <td>0.338639</td>\n",
       "      <td>0.373683</td>\n",
       "      <td>0.662372</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125090</th>\n",
       "      <td>1</td>\n",
       "      <td>66</td>\n",
       "      <td>6575</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.736572</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.452432</td>\n",
       "      <td>0.508852</td>\n",
       "      <td>0.134341</td>\n",
       "      <td>0.175387</td>\n",
       "      <td>0.287597</td>\n",
       "      <td>0.082079</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94132</th>\n",
       "      <td>1</td>\n",
       "      <td>510</td>\n",
       "      <td>50956</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.620605</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.473381</td>\n",
       "      <td>0.550068</td>\n",
       "      <td>0.402574</td>\n",
       "      <td>0.397438</td>\n",
       "      <td>0.453935</td>\n",
       "      <td>0.145477</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126588</th>\n",
       "      <td>1</td>\n",
       "      <td>144</td>\n",
       "      <td>14391</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.494629</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.479858</td>\n",
       "      <td>0.578069</td>\n",
       "      <td>0.067601</td>\n",
       "      <td>0.457406</td>\n",
       "      <td>0.304848</td>\n",
       "      <td>0.014965</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107524</th>\n",
       "      <td>1</td>\n",
       "      <td>534</td>\n",
       "      <td>53359</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.229004</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.468171</td>\n",
       "      <td>0.559050</td>\n",
       "      <td>0.062134</td>\n",
       "      <td>0.429899</td>\n",
       "      <td>0.292602</td>\n",
       "      <td>0.052490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44005</th>\n",
       "      <td>1</td>\n",
       "      <td>1461</td>\n",
       "      <td>146070</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.841064</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.438644</td>\n",
       "      <td>0.519487</td>\n",
       "      <td>0.400678</td>\n",
       "      <td>0.374627</td>\n",
       "      <td>0.437554</td>\n",
       "      <td>0.692542</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31846</th>\n",
       "      <td>1</td>\n",
       "      <td>1244</td>\n",
       "      <td>124328</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.824463</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465818</td>\n",
       "      <td>0.545125</td>\n",
       "      <td>0.404765</td>\n",
       "      <td>0.410652</td>\n",
       "      <td>0.453831</td>\n",
       "      <td>0.362146</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130034</th>\n",
       "      <td>1</td>\n",
       "      <td>195</td>\n",
       "      <td>19483</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.849854</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461287</td>\n",
       "      <td>0.559711</td>\n",
       "      <td>0.068980</td>\n",
       "      <td>0.437768</td>\n",
       "      <td>0.295984</td>\n",
       "      <td>0.635390</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75094</th>\n",
       "      <td>1</td>\n",
       "      <td>1690</td>\n",
       "      <td>168920</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.560913</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.451063</td>\n",
       "      <td>0.517543</td>\n",
       "      <td>0.128024</td>\n",
       "      <td>0.163168</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.123267</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78996</th>\n",
       "      <td>1</td>\n",
       "      <td>890</td>\n",
       "      <td>88927</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.143555</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.466484</td>\n",
       "      <td>0.558819</td>\n",
       "      <td>0.065534</td>\n",
       "      <td>0.432459</td>\n",
       "      <td>0.294217</td>\n",
       "      <td>0.623048</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33864</th>\n",
       "      <td>1</td>\n",
       "      <td>1321</td>\n",
       "      <td>132007</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.050293</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.467444</td>\n",
       "      <td>0.555188</td>\n",
       "      <td>0.068201</td>\n",
       "      <td>0.438894</td>\n",
       "      <td>0.295191</td>\n",
       "      <td>0.426802</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83765</th>\n",
       "      <td>1</td>\n",
       "      <td>1065</td>\n",
       "      <td>106478</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.621826</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461907</td>\n",
       "      <td>0.525110</td>\n",
       "      <td>0.401186</td>\n",
       "      <td>0.389645</td>\n",
       "      <td>0.443825</td>\n",
       "      <td>0.681822</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110982</th>\n",
       "      <td>1</td>\n",
       "      <td>803</td>\n",
       "      <td>80242</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.569336</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.457618</td>\n",
       "      <td>0.538102</td>\n",
       "      <td>0.401824</td>\n",
       "      <td>0.398050</td>\n",
       "      <td>0.448131</td>\n",
       "      <td>0.092275</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>2018</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.425293</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.458934</td>\n",
       "      <td>0.533545</td>\n",
       "      <td>0.394589</td>\n",
       "      <td>0.391874</td>\n",
       "      <td>0.442871</td>\n",
       "      <td>0.685294</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78635</th>\n",
       "      <td>1</td>\n",
       "      <td>874</td>\n",
       "      <td>87304</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.020020</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.464390</td>\n",
       "      <td>0.542782</td>\n",
       "      <td>0.407647</td>\n",
       "      <td>0.399994</td>\n",
       "      <td>0.453384</td>\n",
       "      <td>0.198865</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48172</th>\n",
       "      <td>1</td>\n",
       "      <td>94</td>\n",
       "      <td>9315</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.100586</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.465129</td>\n",
       "      <td>0.551149</td>\n",
       "      <td>0.064432</td>\n",
       "      <td>0.436134</td>\n",
       "      <td>0.291625</td>\n",
       "      <td>0.690669</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17963</th>\n",
       "      <td>1</td>\n",
       "      <td>748</td>\n",
       "      <td>74730</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.459717</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.455396</td>\n",
       "      <td>0.530657</td>\n",
       "      <td>0.393130</td>\n",
       "      <td>0.389405</td>\n",
       "      <td>0.440636</td>\n",
       "      <td>0.482055</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69242</th>\n",
       "      <td>1</td>\n",
       "      <td>1140</td>\n",
       "      <td>114000</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.225586</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.468919</td>\n",
       "      <td>0.541068</td>\n",
       "      <td>0.407448</td>\n",
       "      <td>0.402988</td>\n",
       "      <td>0.453652</td>\n",
       "      <td>0.091583</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44335</th>\n",
       "      <td>1</td>\n",
       "      <td>1776</td>\n",
       "      <td>177540</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>14.354492</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.492706</td>\n",
       "      <td>0.444157</td>\n",
       "      <td>0.419279</td>\n",
       "      <td>0.390090</td>\n",
       "      <td>0.433218</td>\n",
       "      <td>0.239670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46795</th>\n",
       "      <td>1</td>\n",
       "      <td>441</td>\n",
       "      <td>44028</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.237061</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.455441</td>\n",
       "      <td>0.535826</td>\n",
       "      <td>0.400898</td>\n",
       "      <td>0.404242</td>\n",
       "      <td>0.447316</td>\n",
       "      <td>0.023148</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126717</th>\n",
       "      <td>1</td>\n",
       "      <td>146</td>\n",
       "      <td>14597</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.630859</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.467609</td>\n",
       "      <td>0.567456</td>\n",
       "      <td>0.062876</td>\n",
       "      <td>0.429049</td>\n",
       "      <td>0.295248</td>\n",
       "      <td>0.006601</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105513</th>\n",
       "      <td>1</td>\n",
       "      <td>1972</td>\n",
       "      <td>197137</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.123779</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.458341</td>\n",
       "      <td>0.550292</td>\n",
       "      <td>0.067990</td>\n",
       "      <td>0.432639</td>\n",
       "      <td>0.291915</td>\n",
       "      <td>0.733464</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129060</th>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>18113</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.689697</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.461244</td>\n",
       "      <td>0.552214</td>\n",
       "      <td>0.068331</td>\n",
       "      <td>0.441289</td>\n",
       "      <td>0.293818</td>\n",
       "      <td>0.447527</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6131 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
       "69695     1         1147    114675      0          140.0        1    0      3   \n",
       "42780     1         1743    174201      0          120.0        1    0      3   \n",
       "122       1            2       189      0          150.0        1    0      3   \n",
       "46925     1          442     44173      0          120.0        1    0      3   \n",
       "110275    1          761     76090      0          140.0        1    1    103   \n",
       "46958     1          443     44233      0          150.0        1    0      3   \n",
       "101717    1         1806    180502      0          140.0        1    1    103   \n",
       "52349     1          395     39453      0          150.0        1    0      3   \n",
       "101292    1         1799    179815      0          140.0        1    0      3   \n",
       "52539     1          398     39713      0          120.0        1    0      3   \n",
       "54297     1          422     42167      0          150.0        1    0      3   \n",
       "122628    1         1921    192090      0          150.0        1    1    103   \n",
       "103944    1         1949    194807      0          150.0        1    0      3   \n",
       "111891    1          816     81545      0          120.0        1    0      3   \n",
       "81308     1          360     35950      0          150.0        1    1    103   \n",
       "105436    1         1971    197002      0          120.0        1    1    103   \n",
       "21173     1         1080    107966      0          120.0        1    1    103   \n",
       "95252     1         1591    159041      0          140.0        1    0      3   \n",
       "86909     1         1467    146631      0          130.0        1    0      3   \n",
       "84433     1         1075    107452      0          140.0        1    1    103   \n",
       "75512     1         1696    169533      0          120.0        1    0      3   \n",
       "21266     1          941     94005      0          130.0        1    0      3   \n",
       "102372    1         1829    182812      0          150.0        1    1    103   \n",
       "70823     1         1561    156099      0          150.0        1    0      3   \n",
       "129355    1          185     18478      0          120.0        1    1    103   \n",
       "23690     1          967     96639      0          150.0        1    0      3   \n",
       "51142     1          376     37546      0          120.0        1    1    103   \n",
       "52516     1          397     39685      0          140.0        1    0      3   \n",
       "124486    1           57      5612      0          130.0        1    1    103   \n",
       "29881     1         1295    129421      0          140.0        1    0      3   \n",
       "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
       "20072     1          903     90223      0          120.0        1    0      3   \n",
       "21646     1          946     94588      0          130.0        1    1    103   \n",
       "4719      1          263     26280      0          120.0        1    1    103   \n",
       "47560     1          452     45147      0          120.0        1    0      3   \n",
       "124480    1           57      5604      0          130.0        1    0      3   \n",
       "78687     1          874     87357      0          120.0        1    0      3   \n",
       "127097    1          152     15175      0          150.0        1    0      3   \n",
       "127827    1          164     16370      0          150.0        1    1    103   \n",
       "125090    1           66      6575      0          120.0        1    1    103   \n",
       "94132     1          510     50956      0          130.0        1    1    103   \n",
       "126588    1          144     14391      0          140.0        1    0      3   \n",
       "107524    1          534     53359      0          150.0        1    0      3   \n",
       "44005     1         1461    146070      0          130.0        1    1    103   \n",
       "31846     1         1244    124328      0          150.0        1    1    103   \n",
       "130034    1          195     19483      0          150.0        1    0      3   \n",
       "75094     1         1690    168920      0          150.0        1    1    103   \n",
       "78996     1          890     88927      0          140.0        1    0      3   \n",
       "33864     1         1321    132007      0          120.0        1    0      3   \n",
       "83765     1         1065    106478      0          120.0        1    1    103   \n",
       "110982    1          803     80242      0          130.0        1    1    103   \n",
       "1253      1           21      2018      0          120.0        1    1    103   \n",
       "78635     1          874     87304      0          120.0        1    1    103   \n",
       "48172     1           94      9315      0          130.0        1    0      3   \n",
       "17963     1          748     74730      0          150.0        1    1    103   \n",
       "69242     1         1140    114000      0          140.0        1    1    103   \n",
       "44335     1         1776    177540      0          140.0        1    1    103   \n",
       "46795     1          441     44028      0          120.0        1    1    103   \n",
       "126717    1          146     14597      0          150.0        1    0      3   \n",
       "105513    1         1972    197137      0          120.0        1    0      3   \n",
       "129060    1          182     18113      0          130.0        1    0      3   \n",
       "\n",
       "        RPId2    TrackX1  ...    ylow  yhigh      norm  eff_all_2017B  \\\n",
       "69695      23   5.974854  ... -10.098  4.298  0.004468       0.463470   \n",
       "42780      23   8.666992  ... -10.098  4.298  0.004468       0.459555   \n",
       "122        23   7.787109  ... -10.098  4.298  0.004468       0.462961   \n",
       "46925      23   5.558105  ... -10.098  4.298  0.004468       0.462134   \n",
       "110275    123   6.406982  ...  -9.698  4.698  0.004468       0.461211   \n",
       "46958      23   6.180420  ... -10.098  4.298  0.004468       0.465787   \n",
       "101717    123   5.576904  ...  -9.698  4.698  0.004468       0.465639   \n",
       "52349      23   6.291992  ... -10.098  4.298  0.004468       0.465561   \n",
       "101292     23   6.878418  ... -10.098  4.298  0.004468       0.464320   \n",
       "52539      23   7.221924  ... -10.098  4.298  0.004468       0.468319   \n",
       "54297      23   6.215088  ... -10.098  4.298  0.004468       0.468043   \n",
       "122628    123   4.046875  ...  -9.698  4.698  0.004468       0.449778   \n",
       "103944     23   6.692383  ... -10.098  4.298  0.004468       0.459999   \n",
       "111891     23   6.209473  ... -10.098  4.298  0.004468       0.463727   \n",
       "81308     123   9.954102  ...  -9.698  4.698  0.004468       0.469434   \n",
       "105436    123   9.554688  ...  -9.698  4.698  0.004468       0.456146   \n",
       "21173     123   5.500977  ...  -9.698  4.698  0.004468       0.463162   \n",
       "95252      23   5.265137  ... -10.098  4.298  0.004468       0.454815   \n",
       "86909      23   7.417480  ... -10.098  4.298  0.004468       0.464576   \n",
       "84433     123   4.504639  ...  -9.698  4.698  0.004468       0.449145   \n",
       "75512      23   6.706787  ... -10.098  4.298  0.004468       0.459952   \n",
       "21266      23   5.672363  ... -10.098  4.298  0.004468       0.461828   \n",
       "102372    123   6.812744  ...  -9.698  4.698  0.004468       0.463370   \n",
       "70823      23   4.957520  ... -10.098  4.298  0.004468       0.444615   \n",
       "129355    123   7.531494  ...  -9.698  4.698  0.004468       0.459778   \n",
       "23690      23   7.588623  ... -10.098  4.298  0.004468       0.471452   \n",
       "51142     123   7.006592  ...  -9.698  4.698  0.004468       0.464887   \n",
       "52516      23   6.056396  ... -10.098  4.298  0.004468       0.459045   \n",
       "124486    123   9.705566  ...  -9.698  4.698  0.004468       0.468414   \n",
       "29881      23   7.234131  ... -10.098  4.298  0.004468       0.459518   \n",
       "...       ...        ...  ...     ...    ...       ...            ...   \n",
       "20072      23  11.805176  ... -10.098  4.298  0.004468       0.487310   \n",
       "21646     123   5.212891  ...  -9.698  4.698  0.004468       0.456432   \n",
       "4719      123   9.512207  ...  -9.698  4.698  0.004468       0.461567   \n",
       "47560      23   8.301270  ... -10.098  4.298  0.004468       0.466365   \n",
       "124480     23   5.091064  ... -10.098  4.298  0.004468       0.458643   \n",
       "78687      23   6.836426  ... -10.098  4.298  0.004468       0.465548   \n",
       "127097     23   5.381592  ... -10.098  4.298  0.004468       0.456822   \n",
       "127827    123   3.551880  ...  -9.698  4.698  0.004468       0.440503   \n",
       "125090    123   3.736572  ...  -9.698  4.698  0.004468       0.452432   \n",
       "94132     123   9.620605  ...  -9.698  4.698  0.004468       0.473381   \n",
       "126588     23  10.494629  ... -10.098  4.298  0.004468       0.479858   \n",
       "107524     23   8.229004  ... -10.098  4.298  0.004468       0.468171   \n",
       "44005     123   4.841064  ...  -9.698  4.698  0.004468       0.438644   \n",
       "31846     123   5.824463  ...  -9.698  4.698  0.004468       0.465818   \n",
       "130034     23   7.849854  ... -10.098  4.298  0.004468       0.461287   \n",
       "75094     123   3.560913  ...  -9.698  4.698  0.004468       0.451063   \n",
       "78996      23   8.143555  ... -10.098  4.298  0.004468       0.466484   \n",
       "33864      23   7.050293  ... -10.098  4.298  0.004468       0.467444   \n",
       "83765     123   4.621826  ...  -9.698  4.698  0.004468       0.461907   \n",
       "110982    123   7.569336  ...  -9.698  4.698  0.004468       0.457618   \n",
       "1253      123   5.425293  ...  -9.698  4.698  0.004468       0.458934   \n",
       "78635     123   8.020020  ...  -9.698  4.698  0.004468       0.464390   \n",
       "48172      23   5.100586  ... -10.098  4.298  0.004468       0.465129   \n",
       "17963     123   4.459717  ...  -9.698  4.698  0.004468       0.455396   \n",
       "69242     123   6.225586  ...  -9.698  4.698  0.004468       0.468919   \n",
       "44335     123  14.354492  ...  -9.698  4.698  0.004468       0.492706   \n",
       "46795     123   5.237061  ...  -9.698  4.698  0.004468       0.455441   \n",
       "126717     23   9.630859  ... -10.098  4.298  0.004468       0.467609   \n",
       "105513     23   5.123779  ... -10.098  4.298  0.004468       0.458341   \n",
       "129060     23   7.689697  ... -10.098  4.298  0.004468       0.461244   \n",
       "\n",
       "        eff_all_2017C1  eff_all_2017E  eff_all_2017F1  eff_all_weighted  \\\n",
       "69695         0.554231       0.066777        0.440171          0.293825   \n",
       "42780         0.561356       0.066931        0.438601          0.295314   \n",
       "122           0.549109       0.062607        0.430047          0.289296   \n",
       "46925         0.553511       0.067403        0.434956          0.293265   \n",
       "110275        0.540409       0.406161        0.400705          0.451628   \n",
       "46958         0.555704       0.059961        0.435041          0.290743   \n",
       "101717        0.544934       0.403752        0.407264          0.452942   \n",
       "52349         0.558443       0.066580        0.432874          0.294539   \n",
       "101292        0.557210       0.062773        0.434937          0.292354   \n",
       "52539         0.560153       0.067716        0.439784          0.296587   \n",
       "54297         0.553571       0.069115        0.435363          0.294917   \n",
       "122628        0.526578       0.397049        0.391056          0.440799   \n",
       "103944        0.555467       0.065065        0.434136          0.292338   \n",
       "111891        0.556455       0.064370        0.437486          0.293077   \n",
       "81308         0.540991       0.401626        0.391193          0.449753   \n",
       "105436        0.534290       0.396512        0.386573          0.443174   \n",
       "21173         0.533041       0.398093        0.392026          0.444995   \n",
       "95252         0.551491       0.067947        0.432366          0.291762   \n",
       "86909         0.551112       0.067292        0.426796          0.292070   \n",
       "84433         0.530741       0.394629        0.391807          0.440812   \n",
       "75512         0.555349       0.068713        0.438307          0.294468   \n",
       "21266         0.552400       0.068062        0.435372          0.293264   \n",
       "102372        0.536678       0.401877        0.410722          0.449665   \n",
       "70823         0.547907       0.058394        0.417198          0.283332   \n",
       "129355        0.544479       0.402416        0.397442          0.450489   \n",
       "23690         0.563023       0.065460        0.437299          0.296489   \n",
       "51142         0.542408       0.406881        0.397928          0.452773   \n",
       "52516         0.558410       0.068735        0.434373          0.294882   \n",
       "124486        0.548556       0.403035        0.397460          0.453086   \n",
       "29881         0.553982       0.065820        0.437819          0.292558   \n",
       "...                ...            ...             ...               ...   \n",
       "20072         0.580423       0.066393        0.454727          0.305649   \n",
       "21646         0.536811       0.401566        0.404114          0.448043   \n",
       "4719          0.543784       0.398071        0.406442          0.449234   \n",
       "47560         0.555948       0.065749        0.432141          0.293445   \n",
       "124480        0.554532       0.066874        0.434202          0.292782   \n",
       "78687         0.558672       0.062889        0.431761          0.292697   \n",
       "127097        0.548179       0.068315        0.428369          0.290868   \n",
       "127827        0.515894       0.278419        0.338639          0.373683   \n",
       "125090        0.508852       0.134341        0.175387          0.287597   \n",
       "94132         0.550068       0.402574        0.397438          0.453935   \n",
       "126588        0.578069       0.067601        0.457406          0.304848   \n",
       "107524        0.559050       0.062134        0.429899          0.292602   \n",
       "44005         0.519487       0.400678        0.374627          0.437554   \n",
       "31846         0.545125       0.404765        0.410652          0.453831   \n",
       "130034        0.559711       0.068980        0.437768          0.295984   \n",
       "75094         0.517543       0.128024        0.163168          0.285714   \n",
       "78996         0.558819       0.065534        0.432459          0.294217   \n",
       "33864         0.555188       0.068201        0.438894          0.295191   \n",
       "83765         0.525110       0.401186        0.389645          0.443825   \n",
       "110982        0.538102       0.401824        0.398050          0.448131   \n",
       "1253          0.533545       0.394589        0.391874          0.442871   \n",
       "78635         0.542782       0.407647        0.399994          0.453384   \n",
       "48172         0.551149       0.064432        0.436134          0.291625   \n",
       "17963         0.530657       0.393130        0.389405          0.440636   \n",
       "69242         0.541068       0.407448        0.402988          0.453652   \n",
       "44335         0.444157       0.419279        0.390090          0.433218   \n",
       "46795         0.535826       0.400898        0.404242          0.447316   \n",
       "126717        0.567456       0.062876        0.429049          0.295248   \n",
       "105513        0.550292       0.067990        0.432639          0.291915   \n",
       "129060        0.552214       0.068331        0.441289          0.293818   \n",
       "\n",
       "        probability  category  \n",
       "69695      0.323194         0  \n",
       "42780      0.146127         0  \n",
       "122        0.764422         1  \n",
       "46925      0.767476         1  \n",
       "110275     0.555988         1  \n",
       "46958      0.626648         1  \n",
       "101717     0.145234         0  \n",
       "52349      0.709907         1  \n",
       "101292     0.293554         0  \n",
       "52539      0.684406         1  \n",
       "54297      0.665666         1  \n",
       "122628     0.540010         1  \n",
       "103944     0.288026         0  \n",
       "111891     0.074927         0  \n",
       "81308      0.069028         0  \n",
       "105436     0.055132         0  \n",
       "21173      0.534167         1  \n",
       "95252      0.191238         0  \n",
       "86909      0.670957         1  \n",
       "84433      0.266558         0  \n",
       "75512      0.245793         0  \n",
       "21266      0.720900         1  \n",
       "102372     0.342633         0  \n",
       "70823      0.517952         1  \n",
       "129355     0.348731         0  \n",
       "23690      0.708140         1  \n",
       "51142      0.029511         0  \n",
       "52516      0.482933         0  \n",
       "124486     0.609495         1  \n",
       "29881      0.719251         1  \n",
       "...             ...       ...  \n",
       "20072      0.086856         0  \n",
       "21646      0.494114         0  \n",
       "4719       0.425870         0  \n",
       "47560      0.608216         1  \n",
       "124480     0.754382         1  \n",
       "78687      0.742831         1  \n",
       "127097     0.628308         1  \n",
       "127827     0.662372         1  \n",
       "125090     0.082079         0  \n",
       "94132      0.145477         0  \n",
       "126588     0.014965         0  \n",
       "107524     0.052490         0  \n",
       "44005      0.692542         1  \n",
       "31846      0.362146         0  \n",
       "130034     0.635390         1  \n",
       "75094      0.123267         0  \n",
       "78996      0.623048         1  \n",
       "33864      0.426802         0  \n",
       "83765      0.681822         1  \n",
       "110982     0.092275         0  \n",
       "1253       0.685294         1  \n",
       "78635      0.198865         0  \n",
       "48172      0.690669         1  \n",
       "17963      0.482055         0  \n",
       "69242      0.091583         0  \n",
       "44335      0.239670         0  \n",
       "46795      0.023148         0  \n",
       "126717     0.006601         0  \n",
       "105513     0.733464         1  \n",
       "129060     0.447527         0  \n",
       "\n",
       "[6131 rows x 55 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signals['SingleDissociation']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021/04/16 21:29:13\n",
      "Total time elapsed: 1\n"
     ]
    }
   ],
   "source": [
    "resample_factor = 20\n",
    "label = \"data_random_resample_20\"\n",
    "\n",
    "fileNames_bkg = [\n",
    "    'output/output-UL2017B-PreSel-Rnd-Res20.h5',\n",
    "    'output/output-UL2017C1-PreSel-Rnd-Res20.h5',\n",
    "    'output/output-UL2017E-PreSel-Rnd-Res20_0.h5',\n",
    "    'output/output-UL2017E-PreSel-Rnd-Res20_1.h5',\n",
    "    'output/output-UL2017F1-PreSel-Rnd-Res20.h5'\n",
    "]\n",
    "\n",
    "import time\n",
    "print( time.strftime(\"%Y/%m/%d %H:%M:%S\", time.localtime() ) )\n",
    "time_s_ = time.time()\n",
    "\n",
    "df_counts_bkg, df_bkg = 2 * [None]\n",
    "\n",
    "if run_tables:\n",
    "    with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), complevel=5 ) as store_:\n",
    "\n",
    "        df_counts_bkg_list_ = []\n",
    "        df_bkg_list_ = []\n",
    "        for file_ in fileNames_bkg:\n",
    "            df_counts_bkg_, df_bkg_ = get_data( [ file_ ] )\n",
    "            df_bkg_ = process_data( df_bkg_, proton_selection, min_mass = 110., within_aperture=True )\n",
    "            df_counts_bkg_list_.append( df_counts_bkg_ )\n",
    "            df_bkg_list_.append( df_bkg_ )\n",
    "\n",
    "        df_counts_bkg_ = df_counts_bkg_list_[0]\n",
    "        for idx_ in range( 1, len( df_counts_bkg_list_ ) ):\n",
    "            df_counts_bkg_ = df_counts_bkg_.add( df_counts_bkg_list_[idx_] )\n",
    "\n",
    "        df_bkg_ = pd.concat( df_bkg_list_ )\n",
    "        \n",
    "        store_[ \"counts\" ] = df_counts_bkg_\n",
    "        store_[ \"df\" ] = df_bkg_\n",
    "\n",
    "with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), 'r' ) as store_:\n",
    "    df_counts_bkg = store_[ \"counts\" ]\n",
    "    df_bkg = store_[ \"df\" ]\n",
    "        \n",
    "time_e_ = time.time()\n",
    "print ( \"Total time elapsed: {:.0f}\".format( time_e_ - time_s_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "All           869119560\n",
       "Muon            8456020\n",
       "Vertex          7782360\n",
       "ProtonsRnd      6301680\n",
       "dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_counts_bkg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set aside test sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[727796, 485198, 727796, 485198]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "y_bkg_ = np.zeros( df_bkg.shape[0] )\n",
    "df_bkg_train_, df_bkg_test_, y_bkg_train_, y_bkg_test_ = train_test_split( df_bkg, y_bkg_, test_size=test_sample_ratio, shuffle=True, random_state=12345 )\n",
    "print ( [ arr_.shape[0] for arr_ in ( df_bkg_train_, df_bkg_test_, y_bkg_train_, y_bkg_test_ ) ] )\n",
    "# print ( df_bkg_test_.mean() )\n",
    "df_bkg = df_bkg_test_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "norm_factors['Bkg'] = np.array( [ ( 1. / resample_factor ) * ( 1. / test_sample_ratio ) ] )\n",
    "df_bkg[\"norm\"] = np.product( norm_factors['Bkg'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-b76230ed5b63>:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"probability\" ] = y_proba\n",
      "<ipython-input-5-b76230ed5b63>:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"category\" ] = y_pred\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>XiMuMu</th>\n",
       "      <th>period</th>\n",
       "      <th>within_aperture</th>\n",
       "      <th>xlow</th>\n",
       "      <th>xhigh</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "      <th>norm</th>\n",
       "      <th>probability</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>931377</th>\n",
       "      <td>303838</td>\n",
       "      <td>698</td>\n",
       "      <td>1020683264</td>\n",
       "      <td>3</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.717773</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023206</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.262890e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240398</th>\n",
       "      <td>303998</td>\n",
       "      <td>166</td>\n",
       "      <td>216886368</td>\n",
       "      <td>12</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.843018</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026504</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.923964e-09</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830447</th>\n",
       "      <td>300280</td>\n",
       "      <td>440</td>\n",
       "      <td>559030272</td>\n",
       "      <td>10</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.314697</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027692</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.372533e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393413</th>\n",
       "      <td>305112</td>\n",
       "      <td>126</td>\n",
       "      <td>126610400</td>\n",
       "      <td>6</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.260498</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011132</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.925433e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806350</th>\n",
       "      <td>304797</td>\n",
       "      <td>1154</td>\n",
       "      <td>2007562880</td>\n",
       "      <td>15</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.954102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024156</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.404151e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498669</th>\n",
       "      <td>299149</td>\n",
       "      <td>466</td>\n",
       "      <td>673804352</td>\n",
       "      <td>14</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.507812</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001710</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.287757e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765511</th>\n",
       "      <td>300235</td>\n",
       "      <td>124</td>\n",
       "      <td>188800800</td>\n",
       "      <td>5</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.574707</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013089</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.118016e-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176720</th>\n",
       "      <td>300155</td>\n",
       "      <td>812</td>\n",
       "      <td>1092535040</td>\n",
       "      <td>12</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.956055</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009705</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.086116e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711934</th>\n",
       "      <td>304778</td>\n",
       "      <td>165</td>\n",
       "      <td>310412576</td>\n",
       "      <td>18</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>15.831055</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.460046e-11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136519</th>\n",
       "      <td>299062</td>\n",
       "      <td>210</td>\n",
       "      <td>346101376</td>\n",
       "      <td>13</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.284912</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002003</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>6.838162e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94580</th>\n",
       "      <td>305081</td>\n",
       "      <td>742</td>\n",
       "      <td>1258690816</td>\n",
       "      <td>9</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.232422</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009450</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.124475e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177166</th>\n",
       "      <td>300636</td>\n",
       "      <td>208</td>\n",
       "      <td>288388640</td>\n",
       "      <td>8</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.548828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004523</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.676609e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427087</th>\n",
       "      <td>305081</td>\n",
       "      <td>578</td>\n",
       "      <td>987459904</td>\n",
       "      <td>6</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.168091</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058749</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.321337e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578163</th>\n",
       "      <td>305064</td>\n",
       "      <td>216</td>\n",
       "      <td>356228192</td>\n",
       "      <td>13</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.148438</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002516</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>9.971719e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302635</th>\n",
       "      <td>300515</td>\n",
       "      <td>978</td>\n",
       "      <td>1512326400</td>\n",
       "      <td>2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.721191</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002827</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>5.014523e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618372</th>\n",
       "      <td>305112</td>\n",
       "      <td>1269</td>\n",
       "      <td>2133441024</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.665527</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013010</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.605915e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878245</th>\n",
       "      <td>305081</td>\n",
       "      <td>472</td>\n",
       "      <td>802829696</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.755371</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001274</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.580165e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381863</th>\n",
       "      <td>299369</td>\n",
       "      <td>67</td>\n",
       "      <td>90919096</td>\n",
       "      <td>17</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.907227</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028390</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.369136e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145479</th>\n",
       "      <td>304125</td>\n",
       "      <td>406</td>\n",
       "      <td>669632256</td>\n",
       "      <td>17</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.911621</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004724</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.914424e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44368</th>\n",
       "      <td>297219</td>\n",
       "      <td>938</td>\n",
       "      <td>1651957248</td>\n",
       "      <td>17</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.689453</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001953</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.771458e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954612</th>\n",
       "      <td>305114</td>\n",
       "      <td>49</td>\n",
       "      <td>56582040</td>\n",
       "      <td>2</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.828125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065072</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.715605e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512265</th>\n",
       "      <td>304292</td>\n",
       "      <td>847</td>\n",
       "      <td>1437351808</td>\n",
       "      <td>2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.218750</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031567</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>6.641746e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286990</th>\n",
       "      <td>305064</td>\n",
       "      <td>971</td>\n",
       "      <td>1400776192</td>\n",
       "      <td>6</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.110840</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016035</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.339614e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252903</th>\n",
       "      <td>305045</td>\n",
       "      <td>740</td>\n",
       "      <td>1181145600</td>\n",
       "      <td>9</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.130371</td>\n",
       "      <td>...</td>\n",
       "      <td>0.135805</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.771105e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889224</th>\n",
       "      <td>300237</td>\n",
       "      <td>447</td>\n",
       "      <td>627556032</td>\n",
       "      <td>6</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.917725</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043490</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.996061e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891925</th>\n",
       "      <td>297100</td>\n",
       "      <td>321</td>\n",
       "      <td>570685120</td>\n",
       "      <td>14</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.317139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049609</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.686845e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134480</th>\n",
       "      <td>303838</td>\n",
       "      <td>990</td>\n",
       "      <td>1375499136</td>\n",
       "      <td>1</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.608887</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018976</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>5.757198e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711983</th>\n",
       "      <td>300226</td>\n",
       "      <td>120</td>\n",
       "      <td>119481128</td>\n",
       "      <td>6</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.764160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007691</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.953216e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630063</th>\n",
       "      <td>305059</td>\n",
       "      <td>508</td>\n",
       "      <td>716616320</td>\n",
       "      <td>17</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.451904</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024698</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.470745e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784559</th>\n",
       "      <td>300574</td>\n",
       "      <td>77</td>\n",
       "      <td>94113312</td>\n",
       "      <td>19</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.888428</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028883</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.985788e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459895</th>\n",
       "      <td>305045</td>\n",
       "      <td>771</td>\n",
       "      <td>1220864384</td>\n",
       "      <td>2</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.546387</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002865</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>9.173299e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595481</th>\n",
       "      <td>297219</td>\n",
       "      <td>488</td>\n",
       "      <td>939101440</td>\n",
       "      <td>19</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.895020</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014581</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.614195e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367902</th>\n",
       "      <td>300631</td>\n",
       "      <td>155</td>\n",
       "      <td>170358928</td>\n",
       "      <td>19</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.238770</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005286</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.011873e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806699</th>\n",
       "      <td>304654</td>\n",
       "      <td>409</td>\n",
       "      <td>660932352</td>\n",
       "      <td>13</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.376953</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006115</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.954551e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370685</th>\n",
       "      <td>297050</td>\n",
       "      <td>347</td>\n",
       "      <td>436714912</td>\n",
       "      <td>14</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.912598</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037158</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.674891e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351340</th>\n",
       "      <td>299593</td>\n",
       "      <td>323</td>\n",
       "      <td>372354432</td>\n",
       "      <td>9</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.847168</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100843</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.182291e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428698</th>\n",
       "      <td>305046</td>\n",
       "      <td>260</td>\n",
       "      <td>281433120</td>\n",
       "      <td>8</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.357422</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005337</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.024445e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80973</th>\n",
       "      <td>300558</td>\n",
       "      <td>42</td>\n",
       "      <td>52434876</td>\n",
       "      <td>4</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.235840</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003486</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>8.098106e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84194</th>\n",
       "      <td>300155</td>\n",
       "      <td>638</td>\n",
       "      <td>858190592</td>\n",
       "      <td>10</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.128906</td>\n",
       "      <td>...</td>\n",
       "      <td>0.030570</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.460191e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2537</th>\n",
       "      <td>299480</td>\n",
       "      <td>429</td>\n",
       "      <td>610249152</td>\n",
       "      <td>7</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.880371</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006284</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.114824e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59421</th>\n",
       "      <td>304447</td>\n",
       "      <td>788</td>\n",
       "      <td>1355895680</td>\n",
       "      <td>6</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.412109</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007889</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.045924e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414649</th>\n",
       "      <td>304209</td>\n",
       "      <td>111</td>\n",
       "      <td>133804304</td>\n",
       "      <td>1</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.645508</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005092</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>3.564489e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326553</th>\n",
       "      <td>305046</td>\n",
       "      <td>54</td>\n",
       "      <td>62234292</td>\n",
       "      <td>17</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.596924</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014679</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.825047e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485446</th>\n",
       "      <td>304625</td>\n",
       "      <td>119</td>\n",
       "      <td>115791760</td>\n",
       "      <td>2</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.628540</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005501</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>8.042093e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870203</th>\n",
       "      <td>304062</td>\n",
       "      <td>1114</td>\n",
       "      <td>1574379264</td>\n",
       "      <td>2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.772949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003967</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.287224e-12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46267</th>\n",
       "      <td>304366</td>\n",
       "      <td>812</td>\n",
       "      <td>1364806528</td>\n",
       "      <td>9</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.633789</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050676</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>9.575347e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179775</th>\n",
       "      <td>300464</td>\n",
       "      <td>6</td>\n",
       "      <td>8544683</td>\n",
       "      <td>14</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.461426</td>\n",
       "      <td>...</td>\n",
       "      <td>0.061430</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.295613e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575848</th>\n",
       "      <td>304797</td>\n",
       "      <td>203</td>\n",
       "      <td>367549664</td>\n",
       "      <td>17</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.083008</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006903</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.653371e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385704</th>\n",
       "      <td>299370</td>\n",
       "      <td>359</td>\n",
       "      <td>456816320</td>\n",
       "      <td>2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.736328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002441</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.376425e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82684</th>\n",
       "      <td>304508</td>\n",
       "      <td>36</td>\n",
       "      <td>59172400</td>\n",
       "      <td>1</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.661377</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045281</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.202082e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831449</th>\n",
       "      <td>305081</td>\n",
       "      <td>414</td>\n",
       "      <td>698789696</td>\n",
       "      <td>12</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.914307</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012463</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>8.945682e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252519</th>\n",
       "      <td>305045</td>\n",
       "      <td>97</td>\n",
       "      <td>177385280</td>\n",
       "      <td>9</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>13.092285</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002090</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>9.418190e-12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794181</th>\n",
       "      <td>305045</td>\n",
       "      <td>446</td>\n",
       "      <td>752903552</td>\n",
       "      <td>13</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.072266</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021488</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>8.759578e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208251</th>\n",
       "      <td>304144</td>\n",
       "      <td>677</td>\n",
       "      <td>1197860224</td>\n",
       "      <td>2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.419922</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005795</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.104656e-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685848</th>\n",
       "      <td>304616</td>\n",
       "      <td>265</td>\n",
       "      <td>404558592</td>\n",
       "      <td>14</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.987061</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002047</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.190991e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383979</th>\n",
       "      <td>303832</td>\n",
       "      <td>109</td>\n",
       "      <td>84524248</td>\n",
       "      <td>7</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.621338</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003400</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>8.865770e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624202</th>\n",
       "      <td>300636</td>\n",
       "      <td>760</td>\n",
       "      <td>958219328</td>\n",
       "      <td>9</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003333</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.330361e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311400</th>\n",
       "      <td>304169</td>\n",
       "      <td>1675</td>\n",
       "      <td>2136752256</td>\n",
       "      <td>4</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.291992</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007957</td>\n",
       "      <td>2017E</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.061705e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470404</th>\n",
       "      <td>300400</td>\n",
       "      <td>114</td>\n",
       "      <td>167690576</td>\n",
       "      <td>8</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.828613</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047210</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.268612e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560783</th>\n",
       "      <td>300284</td>\n",
       "      <td>333</td>\n",
       "      <td>461173376</td>\n",
       "      <td>12</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.570312</td>\n",
       "      <td>...</td>\n",
       "      <td>0.025963</td>\n",
       "      <td>2017C1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>0.125</td>\n",
       "      <td>7.168266e-11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375676 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Run  LumiSection    EventNum  Slice  CrossingAngle  MultiRP  Arm  \\\n",
       "931377  303838          698  1020683264      3          130.0        1    1   \n",
       "240398  303998          166   216886368     12          150.0        1    1   \n",
       "830447  300280          440   559030272     10          150.0        1    1   \n",
       "393413  305112          126   126610400      6          150.0        1    0   \n",
       "806350  304797         1154  2007562880     15          120.0        1    1   \n",
       "498669  299149          466   673804352     14          140.0        1    1   \n",
       "765511  300235          124   188800800      5          150.0        1    0   \n",
       "176720  300155          812  1092535040     12          130.0        1    0   \n",
       "711934  304778          165   310412576     18          130.0        1    1   \n",
       "136519  299062          210   346101376     13          140.0        1    1   \n",
       "94580   305081          742  1258690816      9          130.0        1    0   \n",
       "177166  300636          208   288388640      8          130.0        1    1   \n",
       "427087  305081          578   987459904      6          130.0        1    1   \n",
       "578163  305064          216   356228192     13          130.0        1    0   \n",
       "302635  300515          978  1512326400      2          130.0        1    0   \n",
       "618372  305112         1269  2133441024      0          120.0        1    0   \n",
       "878245  305081          472   802829696      0          150.0        1    0   \n",
       "381863  299369           67    90919096     17          150.0        1    1   \n",
       "145479  304125          406   669632256     17          130.0        1    1   \n",
       "44368   297219          938  1651957248     17          130.0        1    0   \n",
       "954612  305114           49    56582040      2          120.0        1    0   \n",
       "512265  304292          847  1437351808      2          130.0        1    1   \n",
       "286990  305064          971  1400776192      6          120.0        1    1   \n",
       "252903  305045          740  1181145600      9          120.0        1    0   \n",
       "889224  300237          447   627556032      6          130.0        1    1   \n",
       "891925  297100          321   570685120     14          150.0        1    1   \n",
       "134480  303838          990  1375499136      1          130.0        1    0   \n",
       "711983  300226          120   119481128      6          150.0        1    1   \n",
       "630063  305059          508   716616320     17          150.0        1    0   \n",
       "784559  300574           77    94113312     19          150.0        1    1   \n",
       "...        ...          ...         ...    ...            ...      ...  ...   \n",
       "459895  305045          771  1220864384      2          120.0        1    1   \n",
       "595481  297219          488   939101440     19          140.0        1    0   \n",
       "367902  300631          155   170358928     19          150.0        1    0   \n",
       "806699  304654          409   660932352     13          130.0        1    1   \n",
       "370685  297050          347   436714912     14          150.0        1    0   \n",
       "351340  299593          323   372354432      9          140.0        1    0   \n",
       "428698  305046          260   281433120      8          120.0        1    1   \n",
       "80973   300558           42    52434876      4          130.0        1    1   \n",
       "84194   300155          638   858190592     10          140.0        1    1   \n",
       "2537    299480          429   610249152      7          130.0        1    0   \n",
       "59421   304447          788  1355895680      6          130.0        1    1   \n",
       "414649  304209          111   133804304      1          140.0        1    1   \n",
       "326553  305046           54    62234292     17          120.0        1    1   \n",
       "485446  304625          119   115791760      2          150.0        1    1   \n",
       "870203  304062         1114  1574379264      2          130.0        1    1   \n",
       "46267   304366          812  1364806528      9          130.0        1    1   \n",
       "179775  300464            6     8544683     14          130.0        1    1   \n",
       "575848  304797          203   367549664     17          150.0        1    1   \n",
       "385704  299370          359   456816320      2          130.0        1    1   \n",
       "82684   304508           36    59172400      1          130.0        1    1   \n",
       "831449  305081          414   698789696     12          150.0        1    1   \n",
       "252519  305045           97   177385280      9          140.0        1    1   \n",
       "794181  305045          446   752903552     13          130.0        1    1   \n",
       "208251  304144          677  1197860224      2          130.0        1    1   \n",
       "685848  304616          265   404558592     14          140.0        1    1   \n",
       "383979  303832          109    84524248      7          150.0        1    1   \n",
       "624202  300636          760   958219328      9          120.0        1    0   \n",
       "311400  304169         1675  2136752256      4          110.0        1    1   \n",
       "470404  300400          114   167690576      8          140.0        1    0   \n",
       "560783  300284          333   461173376     12          130.0        1    0   \n",
       "\n",
       "        RPId1  RPId2    TrackX1  ...    XiMuMu  period  within_aperture  \\\n",
       "931377    103    123   7.717773  ...  0.023206   2017E             True   \n",
       "240398    103    123   6.843018  ...  0.026504   2017E             True   \n",
       "830447    103    123   4.314697  ...  0.027692  2017C1             True   \n",
       "393413      3     23   6.260498  ...  0.011132  2017F1             True   \n",
       "806350    103    123   9.954102  ...  0.024156   2017E             True   \n",
       "498669    103    123   6.507812  ...  0.001710   2017B             True   \n",
       "765511      3     23   9.574707  ...  0.013089  2017C1             True   \n",
       "176720      3     23   5.956055  ...  0.009705  2017C1             True   \n",
       "711934    103    123  15.831055  ...  0.002724   2017E             True   \n",
       "136519    103    123   6.284912  ...  0.002003   2017B             True   \n",
       "94580       3     23   8.232422  ...  0.009450  2017F1             True   \n",
       "177166    103    123  12.548828  ...  0.004523  2017C1             True   \n",
       "427087    103    123   3.168091  ...  0.058749  2017F1             True   \n",
       "578163      3     23   5.148438  ...  0.002516  2017F1             True   \n",
       "302635      3     23   9.721191  ...  0.002827  2017C1             True   \n",
       "618372      3     23   8.665527  ...  0.013010  2017F1             True   \n",
       "878245      3     23   5.755371  ...  0.001274  2017F1             True   \n",
       "381863    103    123   4.907227  ...  0.028390  2017C1             True   \n",
       "145479    103    123  10.911621  ...  0.004724   2017E             True   \n",
       "44368       3     23  10.689453  ...  0.001953   2017B             True   \n",
       "954612      3     23  10.828125  ...  0.065072  2017F1             True   \n",
       "512265    103    123   6.218750  ...  0.031567   2017E             True   \n",
       "286990    103    123   8.110840  ...  0.016035  2017F1             True   \n",
       "252903      3     23   4.130371  ...  0.135805  2017F1             True   \n",
       "889224    103    123   6.917725  ...  0.043490  2017C1             True   \n",
       "891925    103    123   6.317139  ...  0.049609   2017B             True   \n",
       "134480      3     23  11.608887  ...  0.018976   2017E             True   \n",
       "711983    103    123   4.764160  ...  0.007691  2017C1             True   \n",
       "630063      3     23   6.451904  ...  0.024698  2017F1             True   \n",
       "784559    103    123   4.888428  ...  0.028883  2017C1             True   \n",
       "...       ...    ...        ...  ...       ...     ...              ...   \n",
       "459895    103    123  11.546387  ...  0.002865  2017F1             True   \n",
       "595481      3     23   7.895020  ...  0.014581   2017B             True   \n",
       "367902      3     23   6.238770  ...  0.005286  2017C1             True   \n",
       "806699    103    123   4.376953  ...  0.006115   2017E             True   \n",
       "370685      3     23  11.912598  ...  0.037158   2017B             True   \n",
       "351340      3     23   8.847168  ...  0.100843  2017C1             True   \n",
       "428698    103    123   9.357422  ...  0.005337  2017F1             True   \n",
       "80973     103    123   6.235840  ...  0.003486  2017C1             True   \n",
       "84194     103    123   9.128906  ...  0.030570  2017C1             True   \n",
       "2537        3     23  11.880371  ...  0.006284  2017C1             True   \n",
       "59421     103    123   8.412109  ...  0.007889   2017E             True   \n",
       "414649    103    123   8.645508  ...  0.005092   2017E             True   \n",
       "326553    103    123   4.596924  ...  0.014679  2017F1             True   \n",
       "485446    103    123   3.628540  ...  0.005501   2017E             True   \n",
       "870203    103    123   5.772949  ...  0.003967   2017E             True   \n",
       "46267     103    123   8.633789  ...  0.050676   2017E             True   \n",
       "179775    103    123   8.461426  ...  0.061430  2017C1             True   \n",
       "575848    103    123   9.083008  ...  0.006903   2017E             True   \n",
       "385704    103    123   6.736328  ...  0.002441  2017C1             True   \n",
       "82684     103    123   4.661377  ...  0.045281   2017E             True   \n",
       "831449    103    123   3.914307  ...  0.012463  2017F1             True   \n",
       "252519    103    123  13.092285  ...  0.002090  2017F1             True   \n",
       "794181    103    123   5.072266  ...  0.021488  2017F1             True   \n",
       "208251    103    123   5.419922  ...  0.005795   2017E             True   \n",
       "685848    103    123   5.987061  ...  0.002047   2017E             True   \n",
       "383979    103    123   4.621338  ...  0.003400   2017E             True   \n",
       "624202      3     23  10.000000  ...  0.003333  2017C1             True   \n",
       "311400    103    123   9.291992  ...  0.007957   2017E             True   \n",
       "470404      3     23   7.828613  ...  0.047210  2017C1             True   \n",
       "560783      3     23  11.570312  ...  0.025963  2017C1             True   \n",
       "\n",
       "         xlow   xhigh    ylow  yhigh   norm   probability  category  \n",
       "931377  2.422  24.620  -9.698  4.698  0.125  2.262890e-04         0  \n",
       "240398  2.422  24.620  -9.698  4.698  0.125  1.923964e-09         0  \n",
       "830447  2.422  24.620  -9.698  4.698  0.125  2.372533e-03         0  \n",
       "393413  1.995  24.334 -10.098  4.298  0.125  1.925433e-06         0  \n",
       "806350  2.422  24.620  -9.698  4.698  0.125  1.404151e-07         0  \n",
       "498669  2.422  24.620  -9.698  4.698  0.125  1.287757e-06         0  \n",
       "765511  1.995  24.334 -10.098  4.298  0.125  1.118016e-10         0  \n",
       "176720  1.995  24.334 -10.098  4.298  0.125  1.086116e-03         0  \n",
       "711934  2.422  24.620  -9.698  4.698  0.125  7.460046e-11         0  \n",
       "136519  2.422  24.620  -9.698  4.698  0.125  6.838162e-07         0  \n",
       "94580   1.995  24.334 -10.098  4.298  0.125  3.124475e-04         0  \n",
       "177166  2.422  24.620  -9.698  4.698  0.125  4.676609e-07         0  \n",
       "427087  2.422  24.620  -9.698  4.698  0.125  4.321337e-04         0  \n",
       "578163  1.995  24.334 -10.098  4.298  0.125  9.971719e-06         0  \n",
       "302635  1.995  24.334 -10.098  4.298  0.125  5.014523e-07         0  \n",
       "618372  1.995  24.334 -10.098  4.298  0.125  1.605915e-06         0  \n",
       "878245  1.995  24.334 -10.098  4.298  0.125  2.580165e-07         0  \n",
       "381863  2.422  24.620  -9.698  4.698  0.125  2.369136e-03         0  \n",
       "145479  2.422  24.620  -9.698  4.698  0.125  3.914424e-07         0  \n",
       "44368   1.995  24.334 -10.098  4.298  0.125  3.771458e-05         0  \n",
       "954612  1.995  24.334 -10.098  4.298  0.125  3.715605e-03         0  \n",
       "512265  2.422  24.620  -9.698  4.698  0.125  6.641746e-04         0  \n",
       "286990  2.422  24.620  -9.698  4.698  0.125  1.339614e-04         0  \n",
       "252903  1.995  24.334 -10.098  4.298  0.125  7.771105e-03         0  \n",
       "889224  2.422  24.620  -9.698  4.698  0.125  4.996061e-04         0  \n",
       "891925  2.422  24.620  -9.698  4.698  0.125  3.686845e-04         0  \n",
       "134480  1.995  24.334 -10.098  4.298  0.125  5.757198e-06         0  \n",
       "711983  2.422  24.620  -9.698  4.698  0.125  2.953216e-05         0  \n",
       "630063  1.995  24.334 -10.098  4.298  0.125  1.470745e-04         0  \n",
       "784559  2.422  24.620  -9.698  4.698  0.125  1.985788e-03         0  \n",
       "...       ...     ...     ...    ...    ...           ...       ...  \n",
       "459895  2.422  24.620  -9.698  4.698  0.125  9.173299e-08         0  \n",
       "595481  1.995  24.334 -10.098  4.298  0.125  7.614195e-04         0  \n",
       "367902  1.995  24.334 -10.098  4.298  0.125  7.011873e-08         0  \n",
       "806699  2.422  24.620  -9.698  4.698  0.125  7.954551e-05         0  \n",
       "370685  1.995  24.334 -10.098  4.298  0.125  1.674891e-04         0  \n",
       "351340  1.995  24.334 -10.098  4.298  0.125  1.182291e-02         0  \n",
       "428698  2.422  24.620  -9.698  4.698  0.125  1.024445e-05         0  \n",
       "80973   2.422  24.620  -9.698  4.698  0.125  8.098106e-07         0  \n",
       "84194   2.422  24.620  -9.698  4.698  0.125  7.460191e-05         0  \n",
       "2537    1.995  24.334 -10.098  4.298  0.125  1.114824e-05         0  \n",
       "59421   2.422  24.620  -9.698  4.698  0.125  1.045924e-07         0  \n",
       "414649  2.422  24.620  -9.698  4.698  0.125  3.564489e-08         0  \n",
       "326553  2.422  24.620  -9.698  4.698  0.125  4.825047e-05         0  \n",
       "485446  2.422  24.620  -9.698  4.698  0.125  8.042093e-05         0  \n",
       "870203  2.422  24.620  -9.698  4.698  0.125  2.287224e-12         0  \n",
       "46267   2.422  24.620  -9.698  4.698  0.125  9.575347e-05         0  \n",
       "179775  2.422  24.620  -9.698  4.698  0.125  2.295613e-02         0  \n",
       "575848  2.422  24.620  -9.698  4.698  0.125  1.653371e-07         0  \n",
       "385704  2.422  24.620  -9.698  4.698  0.125  1.376425e-05         0  \n",
       "82684   2.422  24.620  -9.698  4.698  0.125  2.202082e-02         0  \n",
       "831449  2.422  24.620  -9.698  4.698  0.125  8.945682e-05         0  \n",
       "252519  2.422  24.620  -9.698  4.698  0.125  9.418190e-12         0  \n",
       "794181  2.422  24.620  -9.698  4.698  0.125  8.759578e-06         0  \n",
       "208251  2.422  24.620  -9.698  4.698  0.125  1.104656e-10         0  \n",
       "685848  2.422  24.620  -9.698  4.698  0.125  1.190991e-08         0  \n",
       "383979  2.422  24.620  -9.698  4.698  0.125  8.865770e-05         0  \n",
       "624202  1.995  24.334 -10.098  4.298  0.125  2.330361e-06         0  \n",
       "311400  2.422  24.620  -9.698  4.698  0.125  7.061705e-07         0  \n",
       "470404  1.995  24.334 -10.098  4.298  0.125  2.268612e-03         0  \n",
       "560783  1.995  24.334 -10.098  4.298  0.125  7.168266e-11         0  \n",
       "\n",
       "[375676 rows x 52 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bkg = select_events( df_bkg, clf=clf, use_keras=use_keras, scaler=scaler, prob_cut=prob_cut )\n",
    "df_bkg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>TrackY1</th>\n",
       "      <th>TrackX2</th>\n",
       "      <th>TrackY2</th>\n",
       "      <th>TrackThX_SingleRP</th>\n",
       "      <th>TrackThY_SingleRP</th>\n",
       "      <th>Track1ThX_MultiRP</th>\n",
       "      <th>Track1ThY_MultiRP</th>\n",
       "      <th>Track2ThX_MultiRP</th>\n",
       "      <th>Track2ThY_MultiRP</th>\n",
       "      <th>Track1PixShift_MultiRP</th>\n",
       "      <th>Track2PixShift_MultiRP</th>\n",
       "      <th>Xi</th>\n",
       "      <th>T</th>\n",
       "      <th>ThX</th>\n",
       "      <th>ThY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>931377</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.717773</td>\n",
       "      <td>3.917969</td>\n",
       "      <td>7.778809</td>\n",
       "      <td>4.246582</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000450</td>\n",
       "      <td>-0.004251</td>\n",
       "      <td>-0.011944</td>\n",
       "      <td>0.002010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.083591</td>\n",
       "      <td>-0.304767</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>-0.000070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240398</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.843018</td>\n",
       "      <td>0.598999</td>\n",
       "      <td>6.612549</td>\n",
       "      <td>0.624084</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000594</td>\n",
       "      <td>-0.003225</td>\n",
       "      <td>-0.010418</td>\n",
       "      <td>-0.000869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109480</td>\n",
       "      <td>-0.217202</td>\n",
       "      <td>-0.000043</td>\n",
       "      <td>0.000060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830447</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.314697</td>\n",
       "      <td>1.865356</td>\n",
       "      <td>4.228577</td>\n",
       "      <td>2.043213</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.010441</td>\n",
       "      <td>0.002130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.063251</td>\n",
       "      <td>-0.057753</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>-0.000035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393413</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.260498</td>\n",
       "      <td>-1.885376</td>\n",
       "      <td>6.102234</td>\n",
       "      <td>-2.185303</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001468</td>\n",
       "      <td>0.000730</td>\n",
       "      <td>0.004402</td>\n",
       "      <td>-0.000261</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.080536</td>\n",
       "      <td>-0.875371</td>\n",
       "      <td>-0.000082</td>\n",
       "      <td>0.000125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806350</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.954102</td>\n",
       "      <td>1.825684</td>\n",
       "      <td>9.824951</td>\n",
       "      <td>1.921265</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.001113</td>\n",
       "      <td>0.002037</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.124452</td>\n",
       "      <td>-0.142661</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498669</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.507812</td>\n",
       "      <td>-1.518921</td>\n",
       "      <td>6.394470</td>\n",
       "      <td>-1.615479</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003735</td>\n",
       "      <td>-0.002356</td>\n",
       "      <td>-0.010738</td>\n",
       "      <td>-0.001504</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095222</td>\n",
       "      <td>-0.192892</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.000069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765511</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.574707</td>\n",
       "      <td>-0.990540</td>\n",
       "      <td>9.608887</td>\n",
       "      <td>-1.189331</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006756</td>\n",
       "      <td>0.004091</td>\n",
       "      <td>-0.001191</td>\n",
       "      <td>0.001998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096490</td>\n",
       "      <td>-0.230496</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>0.000075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176720</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.956055</td>\n",
       "      <td>1.512451</td>\n",
       "      <td>5.947815</td>\n",
       "      <td>1.604370</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006170</td>\n",
       "      <td>0.004532</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>0.004154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.060343</td>\n",
       "      <td>-0.127257</td>\n",
       "      <td>-0.000030</td>\n",
       "      <td>-0.000047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711934</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>15.831055</td>\n",
       "      <td>-7.824219</td>\n",
       "      <td>16.092773</td>\n",
       "      <td>-8.351562</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>-0.003081</td>\n",
       "      <td>-0.007854</td>\n",
       "      <td>0.001757</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.130358</td>\n",
       "      <td>-2.678105</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136519</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.284912</td>\n",
       "      <td>3.042480</td>\n",
       "      <td>6.296021</td>\n",
       "      <td>3.303467</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.009182</td>\n",
       "      <td>0.002534</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.076829</td>\n",
       "      <td>-0.158121</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>-0.000052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94580</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.232422</td>\n",
       "      <td>0.737244</td>\n",
       "      <td>8.510010</td>\n",
       "      <td>0.714783</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001847</td>\n",
       "      <td>0.001232</td>\n",
       "      <td>0.006563</td>\n",
       "      <td>0.003890</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066831</td>\n",
       "      <td>-0.374918</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177166</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.548828</td>\n",
       "      <td>3.808594</td>\n",
       "      <td>12.779419</td>\n",
       "      <td>4.033203</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006163</td>\n",
       "      <td>0.000866</td>\n",
       "      <td>-0.009285</td>\n",
       "      <td>0.002607</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109074</td>\n",
       "      <td>-0.529097</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427087</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.168091</td>\n",
       "      <td>2.222412</td>\n",
       "      <td>2.600555</td>\n",
       "      <td>2.343018</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000654</td>\n",
       "      <td>-0.002789</td>\n",
       "      <td>-0.008884</td>\n",
       "      <td>0.001858</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.107637</td>\n",
       "      <td>-1.171990</td>\n",
       "      <td>-0.000171</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578163</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.148438</td>\n",
       "      <td>1.233887</td>\n",
       "      <td>5.099304</td>\n",
       "      <td>1.316162</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002432</td>\n",
       "      <td>0.000791</td>\n",
       "      <td>0.005922</td>\n",
       "      <td>0.002350</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.058759</td>\n",
       "      <td>-0.149231</td>\n",
       "      <td>-0.000037</td>\n",
       "      <td>-0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302635</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.721191</td>\n",
       "      <td>-0.456116</td>\n",
       "      <td>9.925171</td>\n",
       "      <td>-0.610352</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004324</td>\n",
       "      <td>0.003301</td>\n",
       "      <td>0.000478</td>\n",
       "      <td>0.004076</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.081655</td>\n",
       "      <td>-0.246555</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618372</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.665527</td>\n",
       "      <td>-2.076660</td>\n",
       "      <td>8.847656</td>\n",
       "      <td>-2.174805</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.014744</td>\n",
       "      <td>0.015915</td>\n",
       "      <td>0.003595</td>\n",
       "      <td>0.005426</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.076358</td>\n",
       "      <td>-0.137776</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>-0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878245</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.755371</td>\n",
       "      <td>1.206909</td>\n",
       "      <td>5.818298</td>\n",
       "      <td>1.251099</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002306</td>\n",
       "      <td>0.000623</td>\n",
       "      <td>0.005505</td>\n",
       "      <td>0.001390</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.055997</td>\n",
       "      <td>-0.022972</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-0.000021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381863</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.907227</td>\n",
       "      <td>2.737305</td>\n",
       "      <td>4.690247</td>\n",
       "      <td>2.953369</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003765</td>\n",
       "      <td>-0.002837</td>\n",
       "      <td>-0.011745</td>\n",
       "      <td>0.002324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.088529</td>\n",
       "      <td>-0.114632</td>\n",
       "      <td>-0.000046</td>\n",
       "      <td>-0.000026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145479</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.911621</td>\n",
       "      <td>0.778259</td>\n",
       "      <td>10.920898</td>\n",
       "      <td>0.814453</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.001035</td>\n",
       "      <td>-0.003811</td>\n",
       "      <td>-0.007671</td>\n",
       "      <td>0.001865</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.117331</td>\n",
       "      <td>-0.221399</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44368</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.689453</td>\n",
       "      <td>2.262695</td>\n",
       "      <td>10.888916</td>\n",
       "      <td>2.337891</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006170</td>\n",
       "      <td>0.004532</td>\n",
       "      <td>0.006704</td>\n",
       "      <td>0.003262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.087842</td>\n",
       "      <td>-0.099158</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>-0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954612</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.828125</td>\n",
       "      <td>-0.587646</td>\n",
       "      <td>10.940430</td>\n",
       "      <td>-0.772827</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004066</td>\n",
       "      <td>0.001132</td>\n",
       "      <td>0.008369</td>\n",
       "      <td>0.001805</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.092413</td>\n",
       "      <td>-0.242053</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>0.000078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512265</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.218750</td>\n",
       "      <td>2.480469</td>\n",
       "      <td>5.928223</td>\n",
       "      <td>2.650635</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000742</td>\n",
       "      <td>-0.004032</td>\n",
       "      <td>-0.007673</td>\n",
       "      <td>0.001870</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105989</td>\n",
       "      <td>-0.210590</td>\n",
       "      <td>-0.000072</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286990</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.110840</td>\n",
       "      <td>2.352295</td>\n",
       "      <td>8.090332</td>\n",
       "      <td>2.512695</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.010529</td>\n",
       "      <td>0.001862</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.090112</td>\n",
       "      <td>-0.014609</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252903</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.130371</td>\n",
       "      <td>2.121582</td>\n",
       "      <td>3.893768</td>\n",
       "      <td>2.292725</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003189</td>\n",
       "      <td>0.001795</td>\n",
       "      <td>0.007328</td>\n",
       "      <td>0.001362</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.051961</td>\n",
       "      <td>-0.987681</td>\n",
       "      <td>-0.000136</td>\n",
       "      <td>-0.000078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889224</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.917725</td>\n",
       "      <td>2.711182</td>\n",
       "      <td>7.028687</td>\n",
       "      <td>2.985107</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000204</td>\n",
       "      <td>-0.007040</td>\n",
       "      <td>-0.011211</td>\n",
       "      <td>-0.000784</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.072228</td>\n",
       "      <td>-0.413542</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>-0.000073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891925</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.317139</td>\n",
       "      <td>3.089600</td>\n",
       "      <td>6.264221</td>\n",
       "      <td>3.352051</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005644</td>\n",
       "      <td>-0.001040</td>\n",
       "      <td>-0.012016</td>\n",
       "      <td>-0.001207</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.079964</td>\n",
       "      <td>-0.106476</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134480</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.608887</td>\n",
       "      <td>-2.711182</td>\n",
       "      <td>11.390991</td>\n",
       "      <td>-3.072754</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000826</td>\n",
       "      <td>-0.002560</td>\n",
       "      <td>0.005220</td>\n",
       "      <td>0.002757</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.133143</td>\n",
       "      <td>-1.512099</td>\n",
       "      <td>-0.000131</td>\n",
       "      <td>0.000154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711983</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.764160</td>\n",
       "      <td>3.053467</td>\n",
       "      <td>4.793457</td>\n",
       "      <td>3.391846</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004473</td>\n",
       "      <td>-0.000157</td>\n",
       "      <td>-0.011051</td>\n",
       "      <td>0.002566</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.061931</td>\n",
       "      <td>-0.532841</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>-0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630063</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.451904</td>\n",
       "      <td>0.685303</td>\n",
       "      <td>6.678345</td>\n",
       "      <td>0.635681</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000874</td>\n",
       "      <td>-0.002496</td>\n",
       "      <td>0.005510</td>\n",
       "      <td>0.000269</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.052311</td>\n",
       "      <td>-0.283394</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>0.000029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784559</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.888428</td>\n",
       "      <td>1.732422</td>\n",
       "      <td>4.817627</td>\n",
       "      <td>1.838745</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.008194</td>\n",
       "      <td>0.000987</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.071969</td>\n",
       "      <td>-0.012808</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459895</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.546387</td>\n",
       "      <td>0.169891</td>\n",
       "      <td>11.528931</td>\n",
       "      <td>0.152435</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.003667</td>\n",
       "      <td>-0.008831</td>\n",
       "      <td>0.001806</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.120477</td>\n",
       "      <td>-0.321465</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595481</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.895020</td>\n",
       "      <td>3.247070</td>\n",
       "      <td>8.024536</td>\n",
       "      <td>3.482422</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005478</td>\n",
       "      <td>0.004137</td>\n",
       "      <td>0.005501</td>\n",
       "      <td>0.001442</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.069366</td>\n",
       "      <td>-0.450854</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>-0.000104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367902</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.238770</td>\n",
       "      <td>2.083008</td>\n",
       "      <td>6.366211</td>\n",
       "      <td>2.236816</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>-0.001253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.058576</td>\n",
       "      <td>-0.271709</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>-0.000072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806699</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.376953</td>\n",
       "      <td>0.434998</td>\n",
       "      <td>4.038269</td>\n",
       "      <td>0.444122</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.010742</td>\n",
       "      <td>0.002027</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.088794</td>\n",
       "      <td>-0.514932</td>\n",
       "      <td>-0.000103</td>\n",
       "      <td>0.000051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.912598</td>\n",
       "      <td>2.811523</td>\n",
       "      <td>12.070801</td>\n",
       "      <td>2.877686</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004932</td>\n",
       "      <td>0.003498</td>\n",
       "      <td>0.001895</td>\n",
       "      <td>0.003050</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.101184</td>\n",
       "      <td>-0.026258</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>-0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351340</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.847168</td>\n",
       "      <td>1.045410</td>\n",
       "      <td>8.878906</td>\n",
       "      <td>1.000488</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005508</td>\n",
       "      <td>0.003654</td>\n",
       "      <td>0.005934</td>\n",
       "      <td>0.004108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.087394</td>\n",
       "      <td>-0.039638</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>0.000023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428698</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.357422</td>\n",
       "      <td>-1.843140</td>\n",
       "      <td>9.327759</td>\n",
       "      <td>-2.006592</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.009163</td>\n",
       "      <td>-0.001863</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.107586</td>\n",
       "      <td>-0.593655</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80973</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.235840</td>\n",
       "      <td>1.363647</td>\n",
       "      <td>6.069885</td>\n",
       "      <td>1.427246</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.011593</td>\n",
       "      <td>0.002508</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094508</td>\n",
       "      <td>-0.117838</td>\n",
       "      <td>-0.000028</td>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84194</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.128906</td>\n",
       "      <td>4.337402</td>\n",
       "      <td>9.097656</td>\n",
       "      <td>4.627930</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.010960</td>\n",
       "      <td>0.002732</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109097</td>\n",
       "      <td>-0.056178</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>-0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2537</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.880371</td>\n",
       "      <td>0.997131</td>\n",
       "      <td>12.098511</td>\n",
       "      <td>0.936829</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004534</td>\n",
       "      <td>0.003929</td>\n",
       "      <td>0.002088</td>\n",
       "      <td>0.002664</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096005</td>\n",
       "      <td>-0.100389</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59421</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.412109</td>\n",
       "      <td>-4.914551</td>\n",
       "      <td>7.851624</td>\n",
       "      <td>-5.246582</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000450</td>\n",
       "      <td>-0.004251</td>\n",
       "      <td>-0.009098</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.170837</td>\n",
       "      <td>-2.646156</td>\n",
       "      <td>-0.000114</td>\n",
       "      <td>0.000248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414649</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.645508</td>\n",
       "      <td>-1.574707</td>\n",
       "      <td>8.411743</td>\n",
       "      <td>-1.653809</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000742</td>\n",
       "      <td>-0.004032</td>\n",
       "      <td>-0.009094</td>\n",
       "      <td>-0.001899</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.118732</td>\n",
       "      <td>-0.336387</td>\n",
       "      <td>-0.000055</td>\n",
       "      <td>0.000075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326553</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.596924</td>\n",
       "      <td>2.450439</td>\n",
       "      <td>4.296265</td>\n",
       "      <td>2.634521</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>-0.002860</td>\n",
       "      <td>-0.010319</td>\n",
       "      <td>0.002301</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.080389</td>\n",
       "      <td>-0.423138</td>\n",
       "      <td>-0.000103</td>\n",
       "      <td>-0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485446</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.628540</td>\n",
       "      <td>1.401855</td>\n",
       "      <td>3.505493</td>\n",
       "      <td>1.584229</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.003667</td>\n",
       "      <td>-0.011456</td>\n",
       "      <td>0.000498</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.060749</td>\n",
       "      <td>-0.143280</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>-0.000054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870203</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.772949</td>\n",
       "      <td>3.311279</td>\n",
       "      <td>5.478149</td>\n",
       "      <td>3.520996</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.003667</td>\n",
       "      <td>-0.011101</td>\n",
       "      <td>0.002470</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.101189</td>\n",
       "      <td>-0.235314</td>\n",
       "      <td>-0.000077</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46267</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.633789</td>\n",
       "      <td>1.457275</td>\n",
       "      <td>8.345459</td>\n",
       "      <td>1.514771</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000577</td>\n",
       "      <td>-0.004108</td>\n",
       "      <td>-0.008015</td>\n",
       "      <td>0.002312</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132103</td>\n",
       "      <td>-0.388144</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>0.000084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179775</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.461426</td>\n",
       "      <td>3.300049</td>\n",
       "      <td>8.382324</td>\n",
       "      <td>3.489746</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005058</td>\n",
       "      <td>-0.000598</td>\n",
       "      <td>-0.009781</td>\n",
       "      <td>0.002081</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.108012</td>\n",
       "      <td>-0.036030</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575848</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.083008</td>\n",
       "      <td>4.273926</td>\n",
       "      <td>8.728149</td>\n",
       "      <td>4.514160</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001171</td>\n",
       "      <td>-0.000883</td>\n",
       "      <td>-0.008781</td>\n",
       "      <td>-0.000840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.145999</td>\n",
       "      <td>-0.252895</td>\n",
       "      <td>-0.000069</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385704</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.736328</td>\n",
       "      <td>0.900574</td>\n",
       "      <td>6.883728</td>\n",
       "      <td>0.945496</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006163</td>\n",
       "      <td>0.000866</td>\n",
       "      <td>-0.013763</td>\n",
       "      <td>0.004244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.068017</td>\n",
       "      <td>-0.332841</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82684</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.661377</td>\n",
       "      <td>0.974243</td>\n",
       "      <td>4.561157</td>\n",
       "      <td>1.081055</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002126</td>\n",
       "      <td>-0.000225</td>\n",
       "      <td>-0.010887</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.065690</td>\n",
       "      <td>-0.027489</td>\n",
       "      <td>-0.000020</td>\n",
       "      <td>-0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831449</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.914307</td>\n",
       "      <td>0.270905</td>\n",
       "      <td>3.820709</td>\n",
       "      <td>0.289307</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000342</td>\n",
       "      <td>-0.002891</td>\n",
       "      <td>-0.013409</td>\n",
       "      <td>-0.000080</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.061896</td>\n",
       "      <td>-0.029235</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>0.000023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252519</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>13.092285</td>\n",
       "      <td>0.387146</td>\n",
       "      <td>13.170044</td>\n",
       "      <td>0.355133</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.010265</td>\n",
       "      <td>0.001667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.131598</td>\n",
       "      <td>-0.728354</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794181</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.072266</td>\n",
       "      <td>2.794678</td>\n",
       "      <td>4.864929</td>\n",
       "      <td>3.018066</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.008144</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.089444</td>\n",
       "      <td>-0.106651</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>-0.000029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208251</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.419922</td>\n",
       "      <td>3.274170</td>\n",
       "      <td>5.283142</td>\n",
       "      <td>3.569092</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001019</td>\n",
       "      <td>-0.003522</td>\n",
       "      <td>-0.009838</td>\n",
       "      <td>0.000914</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078181</td>\n",
       "      <td>-0.220562</td>\n",
       "      <td>-0.000029</td>\n",
       "      <td>-0.000068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685848</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.987061</td>\n",
       "      <td>-1.335693</td>\n",
       "      <td>5.649597</td>\n",
       "      <td>-1.365234</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000405</td>\n",
       "      <td>-0.002975</td>\n",
       "      <td>-0.011086</td>\n",
       "      <td>-0.006826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.119117</td>\n",
       "      <td>-0.259467</td>\n",
       "      <td>-0.000069</td>\n",
       "      <td>0.000043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383979</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.621338</td>\n",
       "      <td>2.662354</td>\n",
       "      <td>4.222900</td>\n",
       "      <td>2.817383</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>-0.003081</td>\n",
       "      <td>-0.012123</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100943</td>\n",
       "      <td>-0.538251</td>\n",
       "      <td>-0.000115</td>\n",
       "      <td>0.000024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624202</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.635132</td>\n",
       "      <td>10.276123</td>\n",
       "      <td>1.627808</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005730</td>\n",
       "      <td>0.003946</td>\n",
       "      <td>0.004162</td>\n",
       "      <td>0.002728</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.074419</td>\n",
       "      <td>-0.205332</td>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311400</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.291992</td>\n",
       "      <td>-1.784546</td>\n",
       "      <td>9.200562</td>\n",
       "      <td>-1.954834</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000450</td>\n",
       "      <td>-0.004251</td>\n",
       "      <td>-0.008499</td>\n",
       "      <td>0.001253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113789</td>\n",
       "      <td>-0.712575</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470404</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.828613</td>\n",
       "      <td>0.062061</td>\n",
       "      <td>7.930176</td>\n",
       "      <td>-0.137283</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005730</td>\n",
       "      <td>0.003946</td>\n",
       "      <td>0.008064</td>\n",
       "      <td>-0.003825</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.072609</td>\n",
       "      <td>-0.491730</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560783</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.570312</td>\n",
       "      <td>1.424316</td>\n",
       "      <td>11.553467</td>\n",
       "      <td>1.360352</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004410</td>\n",
       "      <td>0.004023</td>\n",
       "      <td>0.004213</td>\n",
       "      <td>0.002553</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.114671</td>\n",
       "      <td>-0.166114</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375676 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MultiRP  Arm  RPId1  RPId2    TrackX1   TrackY1    TrackX2   TrackY2  \\\n",
       "931377        1    1    103    123   7.717773  3.917969   7.778809  4.246582   \n",
       "240398        1    1    103    123   6.843018  0.598999   6.612549  0.624084   \n",
       "830447        1    1    103    123   4.314697  1.865356   4.228577  2.043213   \n",
       "393413        1    0      3     23   6.260498 -1.885376   6.102234 -2.185303   \n",
       "806350        1    1    103    123   9.954102  1.825684   9.824951  1.921265   \n",
       "498669        1    1    103    123   6.507812 -1.518921   6.394470 -1.615479   \n",
       "765511        1    0      3     23   9.574707 -0.990540   9.608887 -1.189331   \n",
       "176720        1    0      3     23   5.956055  1.512451   5.947815  1.604370   \n",
       "711934        1    1    103    123  15.831055 -7.824219  16.092773 -8.351562   \n",
       "136519        1    1    103    123   6.284912  3.042480   6.296021  3.303467   \n",
       "94580         1    0      3     23   8.232422  0.737244   8.510010  0.714783   \n",
       "177166        1    1    103    123  12.548828  3.808594  12.779419  4.033203   \n",
       "427087        1    1    103    123   3.168091  2.222412   2.600555  2.343018   \n",
       "578163        1    0      3     23   5.148438  1.233887   5.099304  1.316162   \n",
       "302635        1    0      3     23   9.721191 -0.456116   9.925171 -0.610352   \n",
       "618372        1    0      3     23   8.665527 -2.076660   8.847656 -2.174805   \n",
       "878245        1    0      3     23   5.755371  1.206909   5.818298  1.251099   \n",
       "381863        1    1    103    123   4.907227  2.737305   4.690247  2.953369   \n",
       "145479        1    1    103    123  10.911621  0.778259  10.920898  0.814453   \n",
       "44368         1    0      3     23  10.689453  2.262695  10.888916  2.337891   \n",
       "954612        1    0      3     23  10.828125 -0.587646  10.940430 -0.772827   \n",
       "512265        1    1    103    123   6.218750  2.480469   5.928223  2.650635   \n",
       "286990        1    1    103    123   8.110840  2.352295   8.090332  2.512695   \n",
       "252903        1    0      3     23   4.130371  2.121582   3.893768  2.292725   \n",
       "889224        1    1    103    123   6.917725  2.711182   7.028687  2.985107   \n",
       "891925        1    1    103    123   6.317139  3.089600   6.264221  3.352051   \n",
       "134480        1    0      3     23  11.608887 -2.711182  11.390991 -3.072754   \n",
       "711983        1    1    103    123   4.764160  3.053467   4.793457  3.391846   \n",
       "630063        1    0      3     23   6.451904  0.685303   6.678345  0.635681   \n",
       "784559        1    1    103    123   4.888428  1.732422   4.817627  1.838745   \n",
       "...         ...  ...    ...    ...        ...       ...        ...       ...   \n",
       "459895        1    1    103    123  11.546387  0.169891  11.528931  0.152435   \n",
       "595481        1    0      3     23   7.895020  3.247070   8.024536  3.482422   \n",
       "367902        1    0      3     23   6.238770  2.083008   6.366211  2.236816   \n",
       "806699        1    1    103    123   4.376953  0.434998   4.038269  0.444122   \n",
       "370685        1    0      3     23  11.912598  2.811523  12.070801  2.877686   \n",
       "351340        1    0      3     23   8.847168  1.045410   8.878906  1.000488   \n",
       "428698        1    1    103    123   9.357422 -1.843140   9.327759 -2.006592   \n",
       "80973         1    1    103    123   6.235840  1.363647   6.069885  1.427246   \n",
       "84194         1    1    103    123   9.128906  4.337402   9.097656  4.627930   \n",
       "2537          1    0      3     23  11.880371  0.997131  12.098511  0.936829   \n",
       "59421         1    1    103    123   8.412109 -4.914551   7.851624 -5.246582   \n",
       "414649        1    1    103    123   8.645508 -1.574707   8.411743 -1.653809   \n",
       "326553        1    1    103    123   4.596924  2.450439   4.296265  2.634521   \n",
       "485446        1    1    103    123   3.628540  1.401855   3.505493  1.584229   \n",
       "870203        1    1    103    123   5.772949  3.311279   5.478149  3.520996   \n",
       "46267         1    1    103    123   8.633789  1.457275   8.345459  1.514771   \n",
       "179775        1    1    103    123   8.461426  3.300049   8.382324  3.489746   \n",
       "575848        1    1    103    123   9.083008  4.273926   8.728149  4.514160   \n",
       "385704        1    1    103    123   6.736328  0.900574   6.883728  0.945496   \n",
       "82684         1    1    103    123   4.661377  0.974243   4.561157  1.081055   \n",
       "831449        1    1    103    123   3.914307  0.270905   3.820709  0.289307   \n",
       "252519        1    1    103    123  13.092285  0.387146  13.170044  0.355133   \n",
       "794181        1    1    103    123   5.072266  2.794678   4.864929  3.018066   \n",
       "208251        1    1    103    123   5.419922  3.274170   5.283142  3.569092   \n",
       "685848        1    1    103    123   5.987061 -1.335693   5.649597 -1.365234   \n",
       "383979        1    1    103    123   4.621338  2.662354   4.222900  2.817383   \n",
       "624202        1    0      3     23  10.000000  1.635132  10.276123  1.627808   \n",
       "311400        1    1    103    123   9.291992 -1.784546   9.200562 -1.954834   \n",
       "470404        1    0      3     23   7.828613  0.062061   7.930176 -0.137283   \n",
       "560783        1    0      3     23  11.570312  1.424316  11.553467  1.360352   \n",
       "\n",
       "        TrackThX_SingleRP  TrackThY_SingleRP  Track1ThX_MultiRP  \\\n",
       "931377             -999.0             -999.0          -0.000450   \n",
       "240398             -999.0             -999.0          -0.000594   \n",
       "830447             -999.0             -999.0           0.004837   \n",
       "393413             -999.0             -999.0           0.001468   \n",
       "806350             -999.0             -999.0          -0.000153   \n",
       "498669             -999.0             -999.0           0.003735   \n",
       "765511             -999.0             -999.0           0.006756   \n",
       "176720             -999.0             -999.0           0.006170   \n",
       "711934             -999.0             -999.0           0.000433   \n",
       "136519             -999.0             -999.0           0.004837   \n",
       "94580              -999.0             -999.0           0.001847   \n",
       "177166             -999.0             -999.0           0.006163   \n",
       "427087             -999.0             -999.0           0.000654   \n",
       "578163             -999.0             -999.0           0.002432   \n",
       "302635             -999.0             -999.0           0.004324   \n",
       "618372             -999.0             -999.0           0.014744   \n",
       "878245             -999.0             -999.0           0.002306   \n",
       "381863             -999.0             -999.0           0.003765   \n",
       "145479             -999.0             -999.0          -0.001035   \n",
       "44368              -999.0             -999.0           0.006170   \n",
       "954612             -999.0             -999.0           0.004066   \n",
       "512265             -999.0             -999.0          -0.000742   \n",
       "286990             -999.0             -999.0          -0.000153   \n",
       "252903             -999.0             -999.0           0.003189   \n",
       "889224             -999.0             -999.0           0.000204   \n",
       "891925             -999.0             -999.0           0.005644   \n",
       "134480             -999.0             -999.0           0.000826   \n",
       "711983             -999.0             -999.0           0.004473   \n",
       "630063             -999.0             -999.0           0.000874   \n",
       "784559             -999.0             -999.0           0.004837   \n",
       "...                   ...                ...                ...   \n",
       "459895             -999.0             -999.0          -0.000008   \n",
       "595481             -999.0             -999.0           0.005478   \n",
       "367902             -999.0             -999.0           0.005287   \n",
       "806699             -999.0             -999.0          -0.000153   \n",
       "370685             -999.0             -999.0           0.004932   \n",
       "351340             -999.0             -999.0           0.005508   \n",
       "428698             -999.0             -999.0          -0.000153   \n",
       "80973              -999.0             -999.0           0.004837   \n",
       "84194              -999.0             -999.0           0.004837   \n",
       "2537               -999.0             -999.0           0.004534   \n",
       "59421              -999.0             -999.0          -0.000450   \n",
       "414649             -999.0             -999.0          -0.000742   \n",
       "326553             -999.0             -999.0           0.000140   \n",
       "485446             -999.0             -999.0          -0.000008   \n",
       "870203             -999.0             -999.0          -0.000008   \n",
       "46267              -999.0             -999.0           0.000577   \n",
       "179775             -999.0             -999.0           0.005058   \n",
       "575848             -999.0             -999.0           0.001171   \n",
       "385704             -999.0             -999.0           0.006163   \n",
       "82684              -999.0             -999.0           0.002126   \n",
       "831449             -999.0             -999.0          -0.000342   \n",
       "252519             -999.0             -999.0          -0.000153   \n",
       "794181             -999.0             -999.0          -0.000153   \n",
       "208251             -999.0             -999.0           0.001019   \n",
       "685848             -999.0             -999.0          -0.000405   \n",
       "383979             -999.0             -999.0           0.000433   \n",
       "624202             -999.0             -999.0           0.005730   \n",
       "311400             -999.0             -999.0          -0.000450   \n",
       "470404             -999.0             -999.0           0.005730   \n",
       "560783             -999.0             -999.0           0.004410   \n",
       "\n",
       "        Track1ThY_MultiRP  Track2ThX_MultiRP  Track2ThY_MultiRP  \\\n",
       "931377          -0.004251          -0.011944           0.002010   \n",
       "240398          -0.003225          -0.010418          -0.000869   \n",
       "830447          -0.000891          -0.010441           0.002130   \n",
       "393413           0.000730           0.004402          -0.000261   \n",
       "806350          -0.002640          -0.001113           0.002037   \n",
       "498669          -0.002356          -0.010738          -0.001504   \n",
       "765511           0.004091          -0.001191           0.001998   \n",
       "176720           0.004532           0.004301           0.004154   \n",
       "711934          -0.003081          -0.007854           0.001757   \n",
       "136519          -0.000891          -0.009182           0.002534   \n",
       "94580            0.001232           0.006563           0.003890   \n",
       "177166           0.000866          -0.009285           0.002607   \n",
       "427087          -0.002789          -0.008884           0.001858   \n",
       "578163           0.000791           0.005922           0.002350   \n",
       "302635           0.003301           0.000478           0.004076   \n",
       "618372           0.015915           0.003595           0.005426   \n",
       "878245           0.000623           0.005505           0.001390   \n",
       "381863          -0.002837          -0.011745           0.002324   \n",
       "145479          -0.003811          -0.007671           0.001865   \n",
       "44368            0.004532           0.006704           0.003262   \n",
       "954612           0.001132           0.008369           0.001805   \n",
       "512265          -0.004032          -0.007673           0.001870   \n",
       "286990          -0.002640          -0.010529           0.001862   \n",
       "252903           0.001795           0.007328           0.001362   \n",
       "889224          -0.007040          -0.011211          -0.000784   \n",
       "891925          -0.001040          -0.012016          -0.001207   \n",
       "134480          -0.002560           0.005220           0.002757   \n",
       "711983          -0.000157          -0.011051           0.002566   \n",
       "630063          -0.002496           0.005510           0.000269   \n",
       "784559          -0.000891          -0.008194           0.000987   \n",
       "...                   ...                ...                ...   \n",
       "459895          -0.003667          -0.008831           0.001806   \n",
       "595481           0.004137           0.005501           0.001442   \n",
       "367902           0.003362           0.000570          -0.001253   \n",
       "806699          -0.002640          -0.010742           0.002027   \n",
       "370685           0.003498           0.001895           0.003050   \n",
       "351340           0.003654           0.005934           0.004108   \n",
       "428698          -0.002640          -0.009163          -0.001863   \n",
       "80973           -0.000891          -0.011593           0.002508   \n",
       "84194           -0.000891          -0.010960           0.002732   \n",
       "2537             0.003929           0.002088           0.002664   \n",
       "59421           -0.004251          -0.009098           0.000051   \n",
       "414649          -0.004032          -0.009094          -0.001899   \n",
       "326553          -0.002860          -0.010319           0.002301   \n",
       "485446          -0.003667          -0.011456           0.000498   \n",
       "870203          -0.003667          -0.011101           0.002470   \n",
       "46267           -0.004108          -0.008015           0.002312   \n",
       "179775          -0.000598          -0.009781           0.002081   \n",
       "575848          -0.000883          -0.008781          -0.000840   \n",
       "385704           0.000866          -0.013763           0.004244   \n",
       "82684           -0.000225          -0.010887           0.000736   \n",
       "831449          -0.002891          -0.013409          -0.000080   \n",
       "252519          -0.002640          -0.010265           0.001667   \n",
       "794181          -0.002640          -0.008144           0.001045   \n",
       "208251          -0.003522          -0.009838           0.000914   \n",
       "685848          -0.002975          -0.011086          -0.006826   \n",
       "383979          -0.003081          -0.012123           0.002371   \n",
       "624202           0.003946           0.004162           0.002728   \n",
       "311400          -0.004251          -0.008499           0.001253   \n",
       "470404           0.003946           0.008064          -0.003825   \n",
       "560783           0.004023           0.004213           0.002553   \n",
       "\n",
       "        Track1PixShift_MultiRP  Track2PixShift_MultiRP        Xi         T  \\\n",
       "931377                       0                       0  0.083591 -0.304767   \n",
       "240398                       0                       0  0.109480 -0.217202   \n",
       "830447                       0                       0  0.063251 -0.057753   \n",
       "393413                       0                       0  0.080536 -0.875371   \n",
       "806350                       0                       0  0.124452 -0.142661   \n",
       "498669                       0                       0  0.095222 -0.192892   \n",
       "765511                       0                       0  0.096490 -0.230496   \n",
       "176720                       0                       0  0.060343 -0.127257   \n",
       "711934                       0                       0  0.130358 -2.678105   \n",
       "136519                       0                       0  0.076829 -0.158121   \n",
       "94580                        0                       0  0.066831 -0.374918   \n",
       "177166                       0                       0  0.109074 -0.529097   \n",
       "427087                       0                       0  0.107637 -1.171990   \n",
       "578163                       0                       0  0.058759 -0.149231   \n",
       "302635                       0                       0  0.081655 -0.246555   \n",
       "618372                       0                       0  0.076358 -0.137776   \n",
       "878245                       0                       0  0.055997 -0.022972   \n",
       "381863                       0                       0  0.088529 -0.114632   \n",
       "145479                       0                       0  0.117331 -0.221399   \n",
       "44368                        0                       0  0.087842 -0.099158   \n",
       "954612                       0                       0  0.092413 -0.242053   \n",
       "512265                       0                       0  0.105989 -0.210590   \n",
       "286990                       0                       0  0.090112 -0.014609   \n",
       "252903                       0                       0  0.051961 -0.987681   \n",
       "889224                       0                       0  0.072228 -0.413542   \n",
       "891925                       0                       0  0.079964 -0.106476   \n",
       "134480                       0                       0  0.133143 -1.512099   \n",
       "711983                       0                       0  0.061931 -0.532841   \n",
       "630063                       0                       0  0.052311 -0.283394   \n",
       "784559                       0                       0  0.071969 -0.012808   \n",
       "...                        ...                     ...       ...       ...   \n",
       "459895                       0                       0  0.120477 -0.321465   \n",
       "595481                       0                       0  0.069366 -0.450854   \n",
       "367902                       0                       0  0.058576 -0.271709   \n",
       "806699                       0                       0  0.088794 -0.514932   \n",
       "370685                       0                       0  0.101184 -0.026258   \n",
       "351340                       0                       0  0.087394 -0.039638   \n",
       "428698                       0                       0  0.107586 -0.593655   \n",
       "80973                        0                       0  0.094508 -0.117838   \n",
       "84194                        0                       0  0.109097 -0.056178   \n",
       "2537                         0                       0  0.096005 -0.100389   \n",
       "59421                        0                       0  0.170837 -2.646156   \n",
       "414649                       0                       0  0.118732 -0.336387   \n",
       "326553                       0                       0  0.080389 -0.423138   \n",
       "485446                       0                       0  0.060749 -0.143280   \n",
       "870203                       0                       0  0.101189 -0.235314   \n",
       "46267                        0                       0  0.132103 -0.388144   \n",
       "179775                       0                       0  0.108012 -0.036030   \n",
       "575848                       0                       0  0.145999 -0.252895   \n",
       "385704                       0                       0  0.068017 -0.332841   \n",
       "82684                        0                       0  0.065690 -0.027489   \n",
       "831449                       0                       0  0.061896 -0.029235   \n",
       "252519                       0                       0  0.131598 -0.728354   \n",
       "794181                       0                       0  0.089444 -0.106651   \n",
       "208251                       0                       0  0.078181 -0.220562   \n",
       "685848                       0                       0  0.119117 -0.259467   \n",
       "383979                       0                       0  0.100943 -0.538251   \n",
       "624202                       0                       0  0.074419 -0.205332   \n",
       "311400                       0                       0  0.113789 -0.712575   \n",
       "470404                       0                       0  0.072609 -0.491730   \n",
       "560783                       0                       0  0.114671 -0.166114   \n",
       "\n",
       "             ThX       ThY  \n",
       "931377  0.000052 -0.000070  \n",
       "240398 -0.000043  0.000060  \n",
       "830447 -0.000011 -0.000035  \n",
       "393413 -0.000082  0.000125  \n",
       "806350 -0.000006  0.000058  \n",
       "498669 -0.000002  0.000069  \n",
       "765511 -0.000013  0.000075  \n",
       "176720 -0.000030 -0.000047  \n",
       "711934  0.000125  0.000239  \n",
       "136519  0.000035 -0.000052  \n",
       "94580   0.000097  0.000006  \n",
       "177166  0.000116  0.000014  \n",
       "427087 -0.000171  0.000040  \n",
       "578163 -0.000037 -0.000048  \n",
       "302635  0.000050  0.000061  \n",
       "618372  0.000051 -0.000028  \n",
       "878245  0.000008 -0.000021  \n",
       "381863 -0.000046 -0.000026  \n",
       "145479  0.000039  0.000064  \n",
       "44368   0.000038 -0.000031  \n",
       "954612 -0.000008  0.000078  \n",
       "512265 -0.000072  0.000009  \n",
       "286990  0.000013  0.000004  \n",
       "252903 -0.000136 -0.000078  \n",
       "889224  0.000072 -0.000073  \n",
       "891925  0.000006 -0.000051  \n",
       "134480 -0.000131  0.000154  \n",
       "711983  0.000043 -0.000107  \n",
       "630063  0.000079  0.000029  \n",
       "784559  0.000003  0.000014  \n",
       "...          ...       ...  \n",
       "459895  0.000019  0.000089  \n",
       "595481  0.000024 -0.000104  \n",
       "367902  0.000039 -0.000072  \n",
       "806699 -0.000103  0.000051  \n",
       "370685  0.000014 -0.000015  \n",
       "351340 -0.000018  0.000023  \n",
       "428698  0.000023  0.000122  \n",
       "80973  -0.000028  0.000046  \n",
       "84194   0.000028 -0.000020  \n",
       "2537    0.000039  0.000030  \n",
       "59421  -0.000114  0.000248  \n",
       "414649 -0.000055  0.000075  \n",
       "326553 -0.000103 -0.000015  \n",
       "485446 -0.000025 -0.000054  \n",
       "870203 -0.000077  0.000004  \n",
       "46267  -0.000056  0.000084  \n",
       "179775  0.000010  0.000023  \n",
       "575848 -0.000069  0.000040  \n",
       "385704  0.000087  0.000028  \n",
       "82684  -0.000020 -0.000014  \n",
       "831449 -0.000012  0.000023  \n",
       "252519  0.000070  0.000120  \n",
       "794181 -0.000042 -0.000029  \n",
       "208251 -0.000029 -0.000068  \n",
       "685848 -0.000069  0.000043  \n",
       "383979 -0.000115  0.000024  \n",
       "624202  0.000069  0.000019  \n",
       "311400  0.000003  0.000137  \n",
       "470404  0.000016  0.000110  \n",
       "560783 -0.000051  0.000039  \n",
       "\n",
       "[375676 rows x 20 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bkg[ ['MultiRP', 'Arm', 'RPId1', 'RPId2',\n",
    "         'TrackX1', 'TrackY1', 'TrackX2', 'TrackY2',\n",
    "         'TrackThX_SingleRP', 'TrackThY_SingleRP', 'Track1ThX_MultiRP', 'Track1ThY_MultiRP', 'Track2ThX_MultiRP', 'Track2ThY_MultiRP',\n",
    "         'Track1PixShift_MultiRP', 'Track2PixShift_MultiRP',\n",
    "         'Xi', 'T', 'ThX', 'ThY'] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #df_bkg[\"period\"] = df_bkg[\"Run\"].map( f_bkg_period_ )\n",
    "# df_bkg.loc[ :, \"period\" ] = np.nan\n",
    "# for idx_ in range( df_run_ranges.shape[0] ):\n",
    "#     msk_period_ = ( ( df_bkg[ \"Run\" ] >= df_run_ranges.iloc[ idx_ ][ \"min\" ] ) & ( df_bkg[ \"Run\" ] <= df_run_ranges.iloc[ idx_ ][ \"max\" ] ) )\n",
    "#     sum_period_ = np.sum( msk_period_ )\n",
    "#     if sum_period_ > 0:\n",
    "#         period_key_ = df_run_ranges.index[ idx_ ]\n",
    "#         df_bkg.loc[ :, \"period\" ].loc[ msk_period_ ] = period_key_\n",
    "#         print ( \"{}: {}\".format( period_key_, sum_period_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if proton_selection == \"MultiRP\":\n",
    "#     #df_bkg[ \"within_aperture\" ] = df_bkg.apply( lambda row: check_aperture( aperture_period_map[ row[\"period\"][0] ], row[\"Arm\"], row[\"CrossingAngle\"], row[\"Xi\"], row[\"ThX\"] ), axis=1 )\n",
    "#     df_bkg[ \"within_aperture\" ] = df_bkg.apply( lambda row: check_aperture( aperture_period_map[ row[\"period\"] ], row[\"Arm\"], row[\"CrossingAngle\"], row[\"Xi\"], row[\"ThX\"] ), axis=1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_bkg[ [\"Xi\", \"ThX\", \"period\", \"within_aperture\" ] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# df_bkg = df_bkg[ df_bkg[ \"within_aperture\" ] ]\n",
    "# df_bkg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "142507 233169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-35-1452943ecb6f>:13: RuntimeWarning: invalid value encountered in true_divide\n",
      "  axes[0].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
      "<ipython-input-35-1452943ecb6f>:19: RuntimeWarning: invalid value encountered in true_divide\n",
      "  axes[1].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if proton_selection == \"MultiRP\":\n",
    "    msk_bkg = ( df_bkg[\"InvMass\"] >= 0. )\n",
    "    # Multi-RP\n",
    "    msk1_bkg = msk_bkg & ( df_bkg[\"MultiRP\"] == 1 ) & ( df_bkg[\"Arm\"] == 0 )\n",
    "    msk2_bkg = msk_bkg & ( df_bkg[\"MultiRP\"] == 1 ) & ( df_bkg[\"Arm\"] == 1 )\n",
    "\n",
    "    print ( len(df_bkg[ \"Xi\" ][ msk1_bkg ]), len(df_bkg[ \"Xi\" ][ msk2_bkg ]) )\n",
    "\n",
    "    fig, axes = plt.subplots( 1, 2, figsize=(20,10) )\n",
    "    h_, xedges_, yedges_, im_ = axes[0].hist2d( df_bkg[ \"Xi\" ][ msk1_bkg ], df_bkg[ \"ThX\" ][ msk1_bkg ], bins=(100,100), range=( (0.,0.25), (-300.e-06,300.e-06) ), norm=LogNorm(), cmap='viridis' )\n",
    "    bin_centres_x_ = ( xedges_[:-1] + xedges_[1:] ) / 2\n",
    "    bin_centres_y_ = ( yedges_[:-1] + yedges_[1:] ) / 2\n",
    "    axes[0].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
    "    axes[0].set_xlabel( r\"$\\xi$\", fontsize=20 )\n",
    "    axes[0].set_ylabel( r\"$\\theta_x^{\\ast}$\", fontsize=20 )\n",
    "    h_, xedges_, yedges_, im_ = axes[1].hist2d( df_bkg[ \"Xi\" ][ msk2_bkg], df_bkg[ \"ThX\" ][ msk2_bkg ], bins=(100,100), range=( (0.,0.25), (-300.e-06,300.e-06) ), norm=LogNorm(), cmap='viridis' )\n",
    "    bin_centres_x_ = ( xedges_[:-1] + xedges_[1:] ) / 2\n",
    "    bin_centres_y_ = ( yedges_[:-1] + yedges_[1:] ) / 2\n",
    "    axes[1].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
    "    axes[1].set_xlabel( r\"$\\xi$\", fontsize=20 )\n",
    "    axes[1].set_ylabel( r\"$\\theta_x^{\\ast}$\", fontsize=20 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(12,10) )\n",
    "plt.hist( df_bkg[\"probability\"], histtype='step', color='orange', bins=60, range=(0.,1.), weights=df_bkg[\"norm\"] )\n",
    "plt.hist( df_signals['SingleDissociation'][\"probability\"], histtype='step', color='darkblue', bins=60, range=(0.,1.), weights=( df_signals['SingleDissociation'][\"norm\"] * df_signals['SingleDissociation'][\"eff_all_weighted\"] ) )\n",
    "plt.hist( df_signals['Elastic'][\"probability\"], histtype='step', color='skyblue', bins=60, range=(0.,1.), weights=( df_signals['Elastic'][\"norm\"] * df_signals['Elastic'][\"eff_all_weighted\"] ) )\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAssAAAI/CAYAAACBC5TUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAeTUlEQVR4nO3db4xl933X8c8XmyBo0RTVASH/wS42oQa1chgcHoAI0ILTZutSBWo7onJrZRXAFU8SdSMq+qBCcZUilSgu0dBaq0j+oyitWq9wCQgpGNRUeO2U1q4VWLmi3hrVdoMGqSBFbr882A1abfbnvbN37r2/mft6SZUyd87c822OHL1z8ju/U90dAADg6/2hTQ8AAACzEssAADAglgEAYEAsAwDAgFgGAIABsQwAAAPXb3qAt3PDDTf0rbfeuukxAAA4xp5//vk3u/udV/rd1LF866235uzZs5seAwCAY6yq/sfod1Muw6iqE1W1t7+/v+lRAADYYlPGcnef6e6TOzs7mx4FAIAtNmUsAwDADMQyAAAMTBnL1iwDADCDKWPZmmUAAGYwZSwDAMAMxDIAAAxMGcvWLAMAMIMpY9maZQAAZjBlLAMAwAzEMgAADIhlAAAYmDKWPeAHAMAMpoxlD/gBADCDKWMZAABmIJYBAGBALAMAwIBYBgCAgSlj2W4YAADMYMpYthsGAAAzmDKWAQBgBmIZAAAGrt/0AFN6ohY77oFe7RwAAGyUO8sAADAglgEAYGDKWLZ1HAAAM5gylm0dBwDADKaMZQAAmIFYBgCAAbEMAAADYhkAAAbEMgAADIhlAAAYEMsAADAwZSx7KQkAADOYMpa9lAQAgBlMGcsAADADsQwAAANiGQAABsQyAAAMiGUAABgQywAAMCCWAQBgQCwDAMCAWAYAgAGxDAAAA2IZAAAGpozlqjpRVXv7+/ubHgUAgC02ZSx395nuPrmzs7PpUQAA2GJTxjIAAMxALAMAwIBYBgCAAbEMAAADYhkAAAbEMgAADIhlAAAYEMsAADAglgEAYEAsAwDAgFgGAIABsQwAAANiGQAABsQyAAAMiGUAABhYayxX1TdU1fNV9f51nhcAAK7FUrFcVY9V1etV9eJln99TVV+uqnNVdeqSX/1Iks8uc04AAFiXZe8sn05yz6UfVNV1SR5N8r4kdya5v6rurKrvSPIbSX5nyXMCAMBaXL/MH3f3s1V162Uf353kXHe/kiRV9VSSe5N8Y5JvyIWA/r9V9Ux3/8Ey5wcAgFVaKpYHbkzy6iU/n0/ynu5+OEmq6sEkbwplAABmt4pYrit81v//X3Sffts/rjqZ5GSS3HLLLYc6GAAAHMQqdsM4n+TmS36+Kclri/5xd+919253777zne889OEAAGBRq4jl55LcUVW3VdU7ktyX5OkVnAcAAFZq2a3jnkzyxSTvqqrzVfVQd7+V5OEkn0/ycpLPdvdLB/zeE1W1t7+/v8x4AACwlOruqx+1Ibu7u3327Nn1n/iJKy27voIH5v33DgCAxVTV8929e6Xfed01AAAMiGUAABiYMpatWQYAYAZTxnJ3n+nukzs7O5seBQCALTZlLAMAwAzEMgAADEwZy9YsAwAwgylj2ZplAABmMGUsAwDADMQyAAAMiGUAABiYMpY94AcAwAymjGUP+AEAMIMpYxkAAGYglgEAYEAsAwDAwJSx7AE/AABmMGUse8APAIAZTBnLAAAwA7EMAAADYhkAAAbEMgAADIhlAAAYmDKWbR0HAMAMpoxlW8cBADCDKWMZAABmIJYBAGBALAMAwIBYBgCAAbEMAAADYhkAAAbEMgAADEwZy15KAgDADKaMZS8lAQBgBlPGMgAAzEAsAwDAgFgGAIABsQwAAANiGQAABsQyAAAMiGUAABgQywAAMCCWAQBgQCwDAMCAWAYAgIEpY7mqTlTV3v7+/qZHAQBgi00Zy919prtP7uzsbHoUAAC22JSxDAAAMxDLAAAwIJYBAGBALAMAwIBYBgCAAbEMAAADYhkAAAbEMgAADIhlAAAYEMsAADAglgEAYEAsAwDAgFgGAIABsQwAAANiGQAABsQyAAAMrC2Wq+pbq+rTVfW5qvqH6zovAABcq6Viuaoeq6rXq+rFyz6/p6q+XFXnqupUknT3y9394SR/P8nuMucFAIB1WPbO8ukk91z6QVVdl+TRJO9LcmeS+6vqzou/+54k/znJf1jyvAAAsHLXL/PH3f1sVd162cd3JznX3a8kSVU9leTeJL/R3U8nebqq/k2SJ5Y59xSeqMWOe6BXOwcAACuxVCwP3Jjk1Ut+Pp/kPVX13iTfl+SPJHlm9MdVdTLJySS55ZZbVjAeAAAsZhWxfKXbrd3dX0jyhav9cXfvJdlLkt3dXbdkAQDYmFXshnE+yc2X/HxTktdWcB4AAFipVcTyc0nuqKrbquodSe5L8vRBvqCqTlTV3v7+/grGAwCAxSy7ddyTSb6Y5F1Vdb6qHurut5I8nOTzSV5O8tnufukg39vdZ7r75M7OzjLjAQDAUpbdDeP+wefP5G0e4gMAgKPA664BAGBgyli2ZhkAgBlMGcvWLAMAMIMpYxkAAGYglgEAYGDKWLZmGQCAGUwZy9YsAwAwgyljGQAAZiCWAQBgQCwDAMDAlLHsAT8AAGYwZSx7wA8AgBlMGcsAADADsQwAAAPXb3qArfBELX7sA726OQAAOBB3lgEAYGDKWLYbBgAAM5gylu2GAQDADKaMZQAAmIFYBgCAAbEMAAADYhkAAAbEMgAADEwZy7aOAwBgBlPGsq3jAACYwZSxDAAAMxDLAAAwIJYBAGBALAMAwMD1mx6AyzxRix33QK92DgAA3FkGAIARsQwAAANTxrKXkgAAMIMpY9lLSQAAmMGUsQwAADMQywAAMCCWAQBgQCwDAMCAWAYAgAGxDAAAA2IZAAAGxDIAAAxcv+kBuEZP1GLHPdCrnQMA4BhzZxkAAAbEMgAADEwZy1V1oqr29vf3Nz0KAABbbMpY7u4z3X1yZ2dn06MAALDFpoxlAACYgVgGAIABsQwAAANiGQAABsQyAAAMiGUAABjwuuvjzmuxAQCumTvLAAAwIJYBAGBALAMAwIBYBgCAAbEMAAADYhkAAAbEMgAADIhlAAAYWNtLSarqe5N8d5I/meTR7v536zo3C/DyEgCAr7PUneWqeqyqXq+qFy/7/J6q+nJVnauqU0nS3b/Q3R9K8mCS71/mvAAAsA7LLsM4neSeSz+oquuSPJrkfUnuTHJ/Vd15ySE/evH3AAAwtaViubufTfKVyz6+O8m57n6lu7+a5Kkk99YFP5Hkl7r7hWXOCwAA67CKB/xuTPLqJT+fv/jZDyf5jiQfqKoPj/64qk5W1dmqOvvGG2+sYDwAAFjMKh7wu9KTYt3dn0zyyav9cXfvJdlLkt3dXU+TAQCwMau4s3w+yc2X/HxTktdWcB4AAFipVdxZfi7JHVV1W5LfTnJfkgdWcB42wRZzAMAWWXbruCeTfDHJu6rqfFU91N1vJXk4yeeTvJzks9390gG/90RV7e3v7y8zHgAALKW6570DuLu722fPnl3/iRe9e8qYO8sAwBFRVc939+6Vfud11wAAMDBlLFuGAQDADKaM5e4+090nd3Z2Nj0KAABbbMpYBgCAGYhlAAAYWMU+y2A/ZgDgWJjyzrIH/AAAmMGUsewBPwAAZjBlLAMAwAzEMgAADEwZy9YsAwAwgylj2ZplAABmMGUsAwDADMQyAAAMeCkJm7Xoy0sSLzABANbOnWUAABiYMpbthgEAwAymjGW7YQAAMIMpYxkAAGbgAT+OjkUfBvQgIABwSNxZBgCAAbEMAAADYhkAAAamjGVbxwEAMIMpH/Dr7jNJzuzu7n5o07NwBHkQEAA4JFPeWQYAgBmIZQAAGBDLAAAwIJYBAGBALAMAwIBYBgCAAbEMAAADU8ayl5IAADADLyVhaz3ypTcXOu7UXTeseBIAYFZTxjKsw6mX37nYgXd50x8AbKspl2EAAMAMxDIAAAyIZQAAGBDLAAAw4AE/uIqqn1zouO6PrHgSAGDdxDJcRT/+0QWPFMsAcNxYhgEAAANiGQAABsQyAAAMiGUAABiYMpar6kRV7e3v7296FAAAttiUsdzdZ7r75M7OzqZHAQBgi00ZywAAMAOxDAAAA15KAmvmjYAAcHSIZVgzbwQEgKPDMgwAABhwZxkOyxO16QkAgEPmzjIAAAyIZQAAGLAMA2Z1kGUdD/Tq5gCALebOMgAADIhlAAAYEMsAADAglgEAYEAsAwDAgFgGAIABsQwAAANr22e5qr4lyT9NstPdH1jXeWEbVP3kQsd1f2TFkwDA8bJULFfVY0nen+T17v6Ll3x+T5J/meS6JD/T3Y909ytJHqqqzy1zTuDr9eMfXfBIsQwAB7HsMozTSe659IOqui7Jo0nel+TOJPdX1Z1LngcAANZuqVju7meTfOWyj+9Ocq67X+nuryZ5Ksm9y5wHAAA2YRUP+N2Y5NVLfj6f5Maq+uaq+nSSu6rqY6M/rqqTVXW2qs6+8cYbKxgPAAAWs4oH/OoKn3V3/26SD1/tj7t7L8lekuzu7vYhzwYAAAtbxZ3l80luvuTnm5K8toLzAADASq3izvJzSe6oqtuS/HaS+5I8cJAvqKoTSU7cfvvtKxgPtpct5gDgYKr72lc6VNWTSd6b5IYkv5Pkx7r7Z6vqu5L8VC5sHfdYd//za/n+3d3dPnv27DXPd82euNJKEtgiD1gBBcD2qKrnu3v3Sr9b6s5yd98/+PyZJM8s890AALBpXncNAAADa3vd9UFYswxHwyNfenOh407ddcOKJwGA1VhqzfKqWbMMG7LgmmUPDAJwHKxszTJwPC16x7gf/+iC3yiWATiaxDLwdU69/M5D/T7LNQA4qqaMZWuW4XhZOL7vmndZGADbacrdMLr7THef3NnZ2fQoAABssSljGQAAZiCWAQBgQCwDAMDAlLFcVSeqam9/f3/TowAAsMWmjGUP+AEAMIMpYxkAAGYglgEAYGDKl5IA28mb/gCYjTvLAAAwMOWdZa+7hu30sXefXuzAFx5c+DvdhQZgGdXdm55haHd3t8+ePbv+Ez9R6z8nsLD64CcWPrb7IyucBIDjoKqe7+7dK/1uyjvLAG+nH//oAY5eLJatlwbgSsQyQBZfAnLKnWqAreIBPwAAGHBnGSAHWdrhzjLANnFnGQAABqaM5ao6UVV7+/v7mx4FAIAtNmUsd/eZ7j65s7Oz6VEAANhiU8YyAADMQCwDAMCA3TCAY23hl41s6rxecgIwNXeWAQBgwJ1l4Fhb+M18j2/ovN4ICDA1sQwca4u/bAQAvp5YBjiARdciA3A8TBnLVXUiyYnbb79906MAXBOvzwY4HqZ8wM9LSQAAmMGUd5YBZrWpBwYB2AyxDMChsLc0cByJZYADsLsGwHaZcs0yAADMQCwDAMCAZRgAG3Sc1vl6ayFwHIllgCPgOEU1wFEilgG2lAAHuDqxDMCh8NZC4DgSywAbtOg634+/8OBK5wDgyqaM5ao6keTE7bffvulRAKbg4TmAzZhy67juPtPdJ3d2djY9CgAAW2zKO8sA22LRdb71wU8c+rndrQa4OrEMcIwsusMFAIuZchkGAADMwJ1lgCNg0eUaj+TB1Q4CsGXcWQYAgAF3lgG2lJeIAFydWAbgbS38WuxNnXeDr+M+CjMCyxHLAMfIotvBJcmpx1c3B8BxYc0yAAAMiGUAABgQywAAMGDNMgBMwgODMB93lgEAYMCdZYBjZPG9kxe36A4bh727xsLnbftAA6sjlgFYq0WXGhwFgh6OP7EMAJc5TkEPLGdtsVxV35Dkp5N8NckXutt2+AAATG2pB/yq6rGqer2qXrzs83uq6stVda6qvvYG1O9L8rnu/lCS71nmvAAAsA7L3lk+neRTST7ztQ+q6rokjyb5ziTnkzxXVU8nuSnJr1887PeXPC8AJDnYkglbrgEHtdSd5e5+NslXLvv47iTnuvuV7v5qkqeS3JsL4XzTYZwXAADWYRVrlm9M8uolP59P8p4kn0zyqar67iRnRn9cVSeTnEySW265ZQXjAXAQq9iO7jDP+0geXO0gb2Pxf2/shgFH1Spiua7wWXf37yX5wav9cXfvJdlLkt3d3T7k2QBgWraig/msYjnE+SQ3X/LzTUleW8F5AABgpVYRy88luaOqbquqdyS5L8nTB/mCqjpRVXv7+/srGA8AABaz1DKMqnoyyXuT3FBV55P8WHf/bFU9nOTzSa5L8lh3v3SQ7+3uM0nO7O7ufmiZ+QCYz6Zen30QR2FGYD2WiuXuvn/w+TNJnlnmuwHguPBGQDi6bOEGAAADU8ayNcsAAMxgFVvHLc2aZQAYW3RZhzcWwvKmjGUA2EZH4UUssG3EMgBH2qI7VyRJXnhwVWMAx5Q1ywAAMDBlLHf3me4+ubOzs+lRAADYYlPGMgAAzEAsAwDAgAf8AFirRXd82KSjMCOwHlPGclWdSHLi9ttv3/QoAHBkHeQ12/ZkhiubchmGB/wAAJjBlLEMAAAzEMsAADAglgEAYEAsAwDAgN0wADjSDrLN2yN5cHWDvI2Pvfv0Qsedeny1cwAHN+WdZbthAAAwgynvLAMA63WQPZkXYd9mjguxDABHzKLLOj7+woMrnQO2wZTLMAAAYAZiGQAABsQyAAAMTLlm2dZxAKyCLdyAg5ryzrKt4wAAmMGUsQwAADMQywAAMCCWAQBgQCwDAMCAWAYAgIEpt44DAJa36FZ5iVdjw4g7ywAAMDBlLFfViara29/f3/QoAABssSlj2UtJAACYgTXLAMDGPPKlNxc67tRdN6x4EriyKe8sAwDADMQyAAAMWIYBACxs0e3oTvVHVjsIrIlYBoAV68c/upHvqw9+4lDPC9vIMgwAABgQywAAMGAZBgBw6BbdEg5mJ5YBgOnZj5lNsQwDAAAGxDIAAAxMGctVdaKq9vb39zc9CgAAW2zKWO7uM919cmdnZ9OjAACwxTzgBwBszKJvBPz4Cw+udA4YEcsAwMLRCttmymUYAAAwA7EMAAADYhkAAAasWQYAprfomupT/ZHVDsLWcWcZAAAGxDIAAAyIZQAAGBDLAAAwIJYBAGBALAMAwICt4wDYGv34Rzc9wlod5P/f+uAnDvU7H8mDh/p9i7N1HIfLnWUAABgQywAAMLC2WK6qb6mqn62qz63rnAAAsIyFYrmqHquq16vqxcs+v6eqvlxV56rq1Nt9R3e/0t0PLTMsAACs06IP+J1O8qkkn/naB1V1XZJHk3xnkvNJnquqp5Ncl+Tjl/39D3X360tPCwAAa7RQLHf3s1V162Uf353kXHe/kiRV9VSSe7v740nef6hTAgDABiyzZvnGJK9e8vP5i59dUVV9c1V9OsldVfWxtznuZFWdraqzb7zxxhLjAQDAcpbZZ7mu8FmPDu7u303y4at9aXfvJdlLkt3d3eH3AQDAqi1zZ/l8kpsv+fmmJK8tNw4AAMxjmTvLzyW5o6puS/LbSe5L8sChTAUAHGkfe/fphY479fhq54BlLbp13JNJvpjkXVV1vqoe6u63kjyc5PNJXk7y2e5+6TCGqqoTVbW3v79/GF8HAADXZNHdMO4ffP5MkmcOdaIL33smyZnd3d0PHfZ3AwDAorzuGgAABqaMZcswAACYwZSx3N1nuvvkzs7OpkcBAGCLTRnLAAAwA7EMAAADYhkAAAamjGUP+AEAMIMpY9kDfgAAzGDKWAYAgBmIZQAAGBDLAAAwMGUse8APAIAZTBnLHvADAGAGU8YyAADMQCwDAMCAWAYAgIEpY9kDfgAAzGDKWPaAHwAAM5gylgEAYAZiGQAABsQyAAAMiGUAABgQywAAMDBlLNs6DgCAGUwZy7aOAwBgBlPGMgAAzEAsAwDAgFgGAIABsQwAAANiGQAABsQyAAAMiGUAABiYMpa9lAQAgBlMGcteSgIAwAymjGUAAJjB9ZseAADgsDzypTcXOu7UXTeseBKOC3eWAQBgQCwDAMCAWAYAgAGxDAAAA2IZAAAGxDIAAAyIZQAAGBDLAAAwIJYBAGBgyliuqhNVtbe/v7/pUQAA2GJTxnJ3n+nukzs7O5seBQCALTZlLAMAwAzEMgAADIhlAAAYEMsAADAglgEAYEAsAwDAgFgGAIABsQwAAANiGQAABsQyAAAMiGUAABgQywAAMCCWAQBgQCwDAMCAWAYAgIHrNz0AAMBh+di7Ty903Kn+yGoH4dhY253lqvreqvrXVfWLVfW313VeAAC4VgvFclU9VlWvV9WLl31+T1V9uarOVdWpt/uO7v6F7v5QkgeTfP81TwwAAGuy6DKM00k+leQzX/ugqq5L8miS70xyPslzVfV0kuuSfPyyv/+h7n794r/+0Yt/BwAAU1solrv72aq69bKP705yrrtfSZKqeirJvd398STvv/w7qqqSPJLkl7r7haWmBgCANVhmzfKNSV695OfzFz8b+eEk35HkA1X14dFBVXWyqs5W1dk33nhjifEAAGA5y+yGUVf4rEcHd/cnk3zyal/a3XtJ9pJkd3d3+H0AALBqy9xZPp/k5kt+vinJa8uNAwAA81gmlp9LckdV3VZV70hyX5KnD2OoqjpRVXv7+/uH8XUAAHBNFt067skkX0zyrqo6X1UPdfdbSR5O8vkkLyf5bHe/dBhDdfeZ7j65s7NzGF8HAADXZNHdMO4ffP5MkmcOdSIAgBV75EtvLnzsqbtuWOEkzG5tb/ADAICjZspYtmYZAIAZTBnL1iwDADCDKWMZAABmIJYBAGBgyli2ZhkAgBlMGcvWLAMAMIOF9lkGADhOPvbu0wsfe6o/srpBmN6Ud5YBAGAGYhkAAAamjGUP+AEAMIMpY9kDfgAAzGDKWAYAgBmIZQAAGBDLAAAwIJYBAGBgyli2GwYAADOYMpbthgEAwAymjGUAAJiBWAYAgAGxDAAAA2IZAAAGxDIAAAxMGcu2jgMAYAZTxrKt4wAAmMGUsQwAADMQywAAMCCWAQBgQCwDAMCAWAYAgAGxDAAAA2IZAAAGqrs3PcPXqaoTSU4k+f4k/30DI9yQ5M0NnJf1cp23g+t8/LnG28F13g6bus5/prvfeaVfTBnLm1ZVZ7t7d9NzsFqu83ZwnY8/13g7uM7bYcbrbBkGAAAMiGUAABgQy1e2t+kBWAvXeTu4zsefa7wdXOftMN11tmYZAAAG3FkGAICBrY7lqrqnqr5cVeeq6tQVfl9V9cmLv/+1qnr3Jubk2i1wjT948dr+WlX9clV9+ybmZDlXu86XHPeXq+r3q+oD65yPw7HIda6q91bVr1bVS1X1H9c9I8tb4D+3d6rqTFX914vX+Qc3MSfXrqoeq6rXq+rFwe+n6q+tjeWqui7Jo0nel+TOJPdX1Z2XHfa+JHdc/L+TSf7VWodkKQte499M8te7+9uS/HgmXCvF21vwOn/tuJ9I8vn1TshhWOQ6V9U3JfnpJN/T3X8hyd9b95wsZ8F/nv9xkt/o7m9P8t4k/6Kq3rHWQVnW6ST3vM3vp+qvrY3lJHcnOdfdr3T3V5M8leTey465N8ln+oJfSfJNVfWn1z0o1+yq17i7f7m7/9fFH38lyU1rnpHlLfLPcpL8cJKfS/L6Oofj0CxynR9I8vPd/VtJ0t2u9dGzyHXuJH+8qirJNyb5SpK31jsmy+juZ3Phuo1M1V/bHMs3Jnn1kp/PX/zsoMcwr4Nev4eS/NJKJ2IVrnqdq+rGJH83yafXOBeHa5F/nv9ckj9RVV+oquer6gfWNh2HZZHr/Kkk35rktSS/nuSfdPcfrGc81mSq/rp+UyeeQF3hs8u3BlnkGOa18PWrqr+RC7H8V1c6EauwyHX+qSQ/0t2/f+FmFEfQItf5+iR/KcnfSvJHk3yxqn6lu//bqofj0Cxynf9Okl9N8jeT/Nkk/76q/lN3/+8Vz8b6TNVf2xzL55PcfMnPN+XCf0s96DHMa6HrV1XfluRnkryvu393TbNxeBa5zrtJnroYyjck+a6qequ7f2EtE3IYFv3P7De7+/eS/F5VPZvk25OI5aNjkev8g0ke6Qt7356rqt9M8ueT/Jf1jMgaTNVf27wM47kkd1TVbRcfDLgvydOXHfN0kh+4+FTmX0my393/c92Dcs2ueo2r6pYkP5/kH7j7dGRd9Tp3923dfWt335rkc0n+kVA+chb5z+xfTPLXqur6qvpjSd6T5OU1z8lyFrnOv5UL/+tBqupPJXlXklfWOiWrNlV/be2d5e5+q6oezoUn469L8lh3v1RVH774+08neSbJdyU5l+T/5MJ/m+WIWPAa/7Mk35zkpy/edXyru3c3NTMHt+B15ohb5Dp398tV9W+T/FqSP0jyM919xa2pmNOC/zz/eJLTVfXrufA/1/9Id7+5saE5sKp6Mhd2Mrmhqs4n+bEkfziZs7+8wQ8AAAa2eRkGAAC8LbEMAAADYhkAAAbEMgAADIhlAAAYEMsAADAglgEAYEAsAwDAwP8DGeC5liq/mskAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(12,10) )\n",
    "plt.hist(\n",
    "    [ df_bkg[\"probability\"], df_signals['SingleDissociation'][\"probability\"], df_signals['Elastic'][\"probability\"] ],\n",
    "    color=[ 'orange', 'darkblue', 'skyblue' ],\n",
    "    weights=[ df_bkg[\"norm\"], ( df_signals['SingleDissociation'][\"norm\"] * df_signals['SingleDissociation'][\"eff_all_weighted\"] ), ( df_signals['Elastic'][\"norm\"] * df_signals['Elastic'][\"eff_all_weighted\"] ) ],\n",
    "    stacked=True, bins=60, range=(0.,1.) )\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021/04/16 21:29:32\n",
      "Total time elapsed: 0\n"
     ]
    }
   ],
   "source": [
    "label = \"data\"\n",
    "\n",
    "fileNames_data = [\n",
    "    'output/output-UL2017B-PreSel.h5',\n",
    "    'output/output-UL2017C1-PreSel.h5',\n",
    "    'output/output-UL2017E-PreSel_0.h5',\n",
    "    'output/output-UL2017E-PreSel_1.h5',\n",
    "    'output/output-UL2017F1-PreSel.h5'\n",
    "]\n",
    "\n",
    "import time\n",
    "print( time.strftime(\"%Y/%m/%d %H:%M:%S\", time.localtime() ) )\n",
    "time_s_ = time.time()\n",
    "\n",
    "df_counts_data, df_data = 2 * [None]\n",
    "\n",
    "if run_tables:\n",
    "    with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), complevel=5 ) as store_:\n",
    "\n",
    "        df_counts_data_, df_data_ = get_data( fileNames_data )\n",
    "        df_data_ = process_data( df_data_, proton_selection=proton_selection, min_mass = 110., within_aperture=True )\n",
    "        \n",
    "        store_[ \"counts\" ] = df_counts_data_\n",
    "        store_[ \"df\" ] = df_data_\n",
    "\n",
    "with pd.HDFStore( \"reduced-data-store-{}.h5\".format( label ), 'r' ) as store_:\n",
    "    df_counts_data = store_[ \"counts\" ]\n",
    "    df_data = store_[ \"df\" ]\n",
    "        \n",
    "time_e_ = time.time()\n",
    "print ( \"Total time elapsed: {:.0f}\".format( time_e_ - time_s_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-b76230ed5b63>:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"probability\" ] = y_proba\n",
      "<ipython-input-5-b76230ed5b63>:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df[ \"category\" ] = y_pred\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Run</th>\n",
       "      <th>LumiSection</th>\n",
       "      <th>EventNum</th>\n",
       "      <th>Slice</th>\n",
       "      <th>CrossingAngle</th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>...</th>\n",
       "      <th>XiMuMuMinus</th>\n",
       "      <th>XiMuMu</th>\n",
       "      <th>period</th>\n",
       "      <th>within_aperture</th>\n",
       "      <th>xlow</th>\n",
       "      <th>xhigh</th>\n",
       "      <th>ylow</th>\n",
       "      <th>yhigh</th>\n",
       "      <th>probability</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>297227</td>\n",
       "      <td>55</td>\n",
       "      <td>38079656</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.577393</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048346</td>\n",
       "      <td>0.048346</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.989309e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>297227</td>\n",
       "      <td>56</td>\n",
       "      <td>38791640</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.585938</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062855</td>\n",
       "      <td>0.062855</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>8.040369e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>297227</td>\n",
       "      <td>75</td>\n",
       "      <td>53449356</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.326172</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007848</td>\n",
       "      <td>0.019344</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.217404e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>297227</td>\n",
       "      <td>94</td>\n",
       "      <td>68360752</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.153076</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001269</td>\n",
       "      <td>0.090327</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>5.889535e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>297227</td>\n",
       "      <td>94</td>\n",
       "      <td>68360752</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.544922</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001269</td>\n",
       "      <td>0.001269</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>4.441398e-14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>297227</td>\n",
       "      <td>105</td>\n",
       "      <td>76863168</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.155762</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012475</td>\n",
       "      <td>0.008234</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.798936e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>297227</td>\n",
       "      <td>109</td>\n",
       "      <td>80472968</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.611084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046391</td>\n",
       "      <td>0.046391</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.671930e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>297227</td>\n",
       "      <td>110</td>\n",
       "      <td>81015088</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.093262</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011531</td>\n",
       "      <td>0.011531</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.570400e-09</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>297219</td>\n",
       "      <td>673</td>\n",
       "      <td>1247995264</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>13.382812</td>\n",
       "      <td>...</td>\n",
       "      <td>0.057475</td>\n",
       "      <td>0.001424</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.526979e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>297292</td>\n",
       "      <td>74</td>\n",
       "      <td>138836176</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.825684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010234</td>\n",
       "      <td>0.010234</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.765195e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>297292</td>\n",
       "      <td>76</td>\n",
       "      <td>143095728</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.505859</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008807</td>\n",
       "      <td>0.008807</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.230023e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>297292</td>\n",
       "      <td>77</td>\n",
       "      <td>143886128</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.462891</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005727</td>\n",
       "      <td>0.005727</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.425657e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>297292</td>\n",
       "      <td>79</td>\n",
       "      <td>148221984</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.190186</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004822</td>\n",
       "      <td>0.067029</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.343429e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>297292</td>\n",
       "      <td>79</td>\n",
       "      <td>148221984</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.628662</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004822</td>\n",
       "      <td>0.004822</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>6.496780e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>297292</td>\n",
       "      <td>80</td>\n",
       "      <td>149157408</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.304688</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034876</td>\n",
       "      <td>0.034876</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.009192e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>297292</td>\n",
       "      <td>85</td>\n",
       "      <td>158249440</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.896484</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022962</td>\n",
       "      <td>0.007305</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.086904e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>297292</td>\n",
       "      <td>87</td>\n",
       "      <td>162153104</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.063232</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050495</td>\n",
       "      <td>0.016747</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>4.437745e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>297292</td>\n",
       "      <td>88</td>\n",
       "      <td>163468208</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.951172</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028061</td>\n",
       "      <td>0.028061</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>5.542142e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>297292</td>\n",
       "      <td>89</td>\n",
       "      <td>166051184</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.615967</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005822</td>\n",
       "      <td>0.005822</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.608880e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>297292</td>\n",
       "      <td>90</td>\n",
       "      <td>167843024</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.999023</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031178</td>\n",
       "      <td>0.031178</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>7.431740e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>297292</td>\n",
       "      <td>90</td>\n",
       "      <td>167464640</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>13.575684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.091753</td>\n",
       "      <td>0.002454</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.303907e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>297292</td>\n",
       "      <td>91</td>\n",
       "      <td>168821568</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.214844</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001975</td>\n",
       "      <td>0.044341</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.831787e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>297292</td>\n",
       "      <td>93</td>\n",
       "      <td>173510208</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.669678</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>0.003309</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>4.196769e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>297292</td>\n",
       "      <td>93</td>\n",
       "      <td>173375408</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.758545</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034636</td>\n",
       "      <td>0.034636</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>4.859954e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>297411</td>\n",
       "      <td>378</td>\n",
       "      <td>610996416</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.497803</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008117</td>\n",
       "      <td>0.008117</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.299934e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>297411</td>\n",
       "      <td>378</td>\n",
       "      <td>611409856</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.702637</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>0.032890</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.588225e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>297411</td>\n",
       "      <td>378</td>\n",
       "      <td>611529344</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.897949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006357</td>\n",
       "      <td>0.040648</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>4.306018e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>297411</td>\n",
       "      <td>379</td>\n",
       "      <td>611826112</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.658691</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004407</td>\n",
       "      <td>0.004407</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>7.554173e-12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>297411</td>\n",
       "      <td>379</td>\n",
       "      <td>613077760</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.356689</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002549</td>\n",
       "      <td>0.039043</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>8.797348e-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>297411</td>\n",
       "      <td>380</td>\n",
       "      <td>613950912</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.856445</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070647</td>\n",
       "      <td>0.070647</td>\n",
       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.654782e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149611</th>\n",
       "      <td>305114</td>\n",
       "      <td>463</td>\n",
       "      <td>482428640</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.568359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029929</td>\n",
       "      <td>0.018845</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>4.216473e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149625</th>\n",
       "      <td>305114</td>\n",
       "      <td>464</td>\n",
       "      <td>483264288</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.743164</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004752</td>\n",
       "      <td>0.004752</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.523329e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149638</th>\n",
       "      <td>305114</td>\n",
       "      <td>465</td>\n",
       "      <td>484412128</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>14.263184</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007982</td>\n",
       "      <td>0.007982</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>6.498050e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149655</th>\n",
       "      <td>305114</td>\n",
       "      <td>465</td>\n",
       "      <td>484294752</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.689697</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001603</td>\n",
       "      <td>0.001603</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.598029e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149748</th>\n",
       "      <td>305114</td>\n",
       "      <td>479</td>\n",
       "      <td>497352672</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.211426</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011201</td>\n",
       "      <td>0.014627</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>8.445179e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149777</th>\n",
       "      <td>305114</td>\n",
       "      <td>485</td>\n",
       "      <td>502013440</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.244629</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002518</td>\n",
       "      <td>0.002518</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>7.453121e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149782</th>\n",
       "      <td>305114</td>\n",
       "      <td>486</td>\n",
       "      <td>503369088</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.338867</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020185</td>\n",
       "      <td>0.004349</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>5.529578e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149783</th>\n",
       "      <td>305114</td>\n",
       "      <td>486</td>\n",
       "      <td>503369088</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.830078</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020185</td>\n",
       "      <td>0.020185</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.030138e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149787</th>\n",
       "      <td>305114</td>\n",
       "      <td>486</td>\n",
       "      <td>503176992</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.182129</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002265</td>\n",
       "      <td>0.002265</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.296736e-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149795</th>\n",
       "      <td>305114</td>\n",
       "      <td>486</td>\n",
       "      <td>503361920</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.865723</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023856</td>\n",
       "      <td>0.023856</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>7.894321e-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149820</th>\n",
       "      <td>305114</td>\n",
       "      <td>336</td>\n",
       "      <td>365400576</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.635742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045260</td>\n",
       "      <td>0.002731</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.479788e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149827</th>\n",
       "      <td>305114</td>\n",
       "      <td>337</td>\n",
       "      <td>365896640</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.556152</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002656</td>\n",
       "      <td>0.002656</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.342098e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149843</th>\n",
       "      <td>305114</td>\n",
       "      <td>339</td>\n",
       "      <td>368017408</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.511719</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>5.786346e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149881</th>\n",
       "      <td>305114</td>\n",
       "      <td>342</td>\n",
       "      <td>371260384</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.292236</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012373</td>\n",
       "      <td>0.012373</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>5.872784e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149891</th>\n",
       "      <td>305114</td>\n",
       "      <td>344</td>\n",
       "      <td>372769088</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.368164</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002342</td>\n",
       "      <td>0.002342</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.050893e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149978</th>\n",
       "      <td>305114</td>\n",
       "      <td>408</td>\n",
       "      <td>434926720</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.954102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008477</td>\n",
       "      <td>0.070662</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>3.142238e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149979</th>\n",
       "      <td>305114</td>\n",
       "      <td>408</td>\n",
       "      <td>434926720</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.504028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008477</td>\n",
       "      <td>0.008477</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.175203e-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149985</th>\n",
       "      <td>305114</td>\n",
       "      <td>409</td>\n",
       "      <td>435866368</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>13.760742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021103</td>\n",
       "      <td>0.021103</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>8.469779e-07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150009</th>\n",
       "      <td>305114</td>\n",
       "      <td>412</td>\n",
       "      <td>438461856</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.951904</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045868</td>\n",
       "      <td>0.013034</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.045823e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150014</th>\n",
       "      <td>305114</td>\n",
       "      <td>412</td>\n",
       "      <td>438595392</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.125000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.082667</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>3.915837e-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150015</th>\n",
       "      <td>305114</td>\n",
       "      <td>412</td>\n",
       "      <td>438595392</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.477539</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>0.001198</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>1.001200e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150035</th>\n",
       "      <td>305114</td>\n",
       "      <td>413</td>\n",
       "      <td>439243744</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.232178</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006873</td>\n",
       "      <td>0.035581</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.979619e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150069</th>\n",
       "      <td>305114</td>\n",
       "      <td>415</td>\n",
       "      <td>441695808</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.383789</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004266</td>\n",
       "      <td>0.037473</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.917094e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150094</th>\n",
       "      <td>305114</td>\n",
       "      <td>420</td>\n",
       "      <td>445919776</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.752441</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043399</td>\n",
       "      <td>0.005487</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>9.963145e-06</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150095</th>\n",
       "      <td>305114</td>\n",
       "      <td>420</td>\n",
       "      <td>445919776</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.430176</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043399</td>\n",
       "      <td>0.043399</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>2.995193e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150128</th>\n",
       "      <td>305114</td>\n",
       "      <td>423</td>\n",
       "      <td>449632928</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.891602</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020682</td>\n",
       "      <td>0.020682</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>5.576051e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150134</th>\n",
       "      <td>305114</td>\n",
       "      <td>423</td>\n",
       "      <td>448794944</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.744141</td>\n",
       "      <td>...</td>\n",
       "      <td>0.079536</td>\n",
       "      <td>0.012819</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.754576e-11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150140</th>\n",
       "      <td>305114</td>\n",
       "      <td>423</td>\n",
       "      <td>449318080</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.702148</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010070</td>\n",
       "      <td>0.014632</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>1.305521e-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150148</th>\n",
       "      <td>305114</td>\n",
       "      <td>426</td>\n",
       "      <td>451947328</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.772949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023258</td>\n",
       "      <td>0.003975</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
       "      <td>2.074357e-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150165</th>\n",
       "      <td>305114</td>\n",
       "      <td>427</td>\n",
       "      <td>453352832</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.612305</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019429</td>\n",
       "      <td>0.019429</td>\n",
       "      <td>2017F1</td>\n",
       "      <td>True</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
       "      <td>3.837282e-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47694 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Run  LumiSection    EventNum  Slice  CrossingAngle  MultiRP  Arm  \\\n",
       "3       297227           55    38079656      0          120.0        1    1   \n",
       "6       297227           56    38791640      0          120.0        1    1   \n",
       "61      297227           75    53449356      0          120.0        1    0   \n",
       "109     297227           94    68360752      0          120.0        1    0   \n",
       "110     297227           94    68360752      0          120.0        1    1   \n",
       "164     297227          105    76863168      0          120.0        1    0   \n",
       "176     297227          109    80472968      0          120.0        1    1   \n",
       "181     297227          110    81015088      0          120.0        1    1   \n",
       "215     297219          673  1247995264      0          130.0        1    0   \n",
       "236     297292           74   138836176      0          150.0        1    1   \n",
       "266     297292           76   143095728      0          150.0        1    1   \n",
       "277     297292           77   143886128      0          150.0        1    1   \n",
       "332     297292           79   148221984      0          150.0        1    0   \n",
       "333     297292           79   148221984      0          150.0        1    1   \n",
       "350     297292           80   149157408      0          150.0        1    1   \n",
       "420     297292           85   158249440      0          150.0        1    0   \n",
       "442     297292           87   162153104      0          150.0        1    0   \n",
       "451     297292           88   163468208      0          150.0        1    1   \n",
       "467     297292           89   166051184      0          150.0        1    1   \n",
       "492     297292           90   167843024      0          140.0        1    1   \n",
       "497     297292           90   167464640      0          140.0        1    0   \n",
       "502     297292           91   168821568      0          140.0        1    0   \n",
       "564     297292           93   173510208      0          140.0        1    1   \n",
       "568     297292           93   173375408      0          140.0        1    1   \n",
       "627     297411          378   610996416      0          150.0        1    1   \n",
       "638     297411          378   611409856      0          150.0        1    0   \n",
       "644     297411          378   611529344      0          150.0        1    0   \n",
       "658     297411          379   611826112      0          150.0        1    1   \n",
       "661     297411          379   613077760      0          150.0        1    0   \n",
       "670     297411          380   613950912      0          150.0        1    1   \n",
       "...        ...          ...         ...    ...            ...      ...  ...   \n",
       "149611  305114          463   482428640      0          120.0        1    0   \n",
       "149625  305114          464   483264288      0          120.0        1    1   \n",
       "149638  305114          465   484412128      0          120.0        1    1   \n",
       "149655  305114          465   484294752      0          120.0        1    1   \n",
       "149748  305114          479   497352672      0          120.0        1    0   \n",
       "149777  305114          485   502013440      0          120.0        1    1   \n",
       "149782  305114          486   503369088      0          120.0        1    0   \n",
       "149783  305114          486   503369088      0          120.0        1    1   \n",
       "149787  305114          486   503176992      0          120.0        1    1   \n",
       "149795  305114          486   503361920      0          120.0        1    1   \n",
       "149820  305114          336   365400576      0          120.0        1    0   \n",
       "149827  305114          337   365896640      0          120.0        1    1   \n",
       "149843  305114          339   368017408      0          120.0        1    1   \n",
       "149881  305114          342   371260384      0          120.0        1    1   \n",
       "149891  305114          344   372769088      0          120.0        1    1   \n",
       "149978  305114          408   434926720      0          120.0        1    0   \n",
       "149979  305114          408   434926720      0          120.0        1    1   \n",
       "149985  305114          409   435866368      0          120.0        1    1   \n",
       "150009  305114          412   438461856      0          120.0        1    0   \n",
       "150014  305114          412   438595392      0          120.0        1    0   \n",
       "150015  305114          412   438595392      0          120.0        1    1   \n",
       "150035  305114          413   439243744      0          120.0        1    0   \n",
       "150069  305114          415   441695808      0          120.0        1    0   \n",
       "150094  305114          420   445919776      0          120.0        1    0   \n",
       "150095  305114          420   445919776      0          120.0        1    1   \n",
       "150128  305114          423   449632928      0          120.0        1    1   \n",
       "150134  305114          423   448794944      0          120.0        1    0   \n",
       "150140  305114          423   449318080      0          120.0        1    0   \n",
       "150148  305114          426   451947328      0          120.0        1    0   \n",
       "150165  305114          427   453352832      0          120.0        1    1   \n",
       "\n",
       "        RPId1  RPId2    TrackX1  ...  XiMuMuMinus    XiMuMu  period  \\\n",
       "3         103    123   4.577393  ...     0.048346  0.048346   2017B   \n",
       "6         103    123   8.585938  ...     0.062855  0.062855   2017B   \n",
       "61          3     23  12.326172  ...     0.007848  0.019344   2017B   \n",
       "109         3     23   5.153076  ...     0.001269  0.090327   2017B   \n",
       "110       103    123   6.544922  ...     0.001269  0.001269   2017B   \n",
       "164         3     23   5.155762  ...     0.012475  0.008234   2017B   \n",
       "176       103    123   3.611084  ...     0.046391  0.046391   2017B   \n",
       "181       103    123   6.093262  ...     0.011531  0.011531   2017B   \n",
       "215         3     23  13.382812  ...     0.057475  0.001424   2017B   \n",
       "236       103    123  12.825684  ...     0.010234  0.010234   2017B   \n",
       "266       103    123   5.505859  ...     0.008807  0.008807   2017B   \n",
       "277       103    123  12.462891  ...     0.005727  0.005727   2017B   \n",
       "332         3     23   6.190186  ...     0.004822  0.067029   2017B   \n",
       "333       103    123   4.628662  ...     0.004822  0.004822   2017B   \n",
       "350       103    123   7.304688  ...     0.034876  0.034876   2017B   \n",
       "420         3     23   5.896484  ...     0.022962  0.007305   2017B   \n",
       "442         3     23   7.063232  ...     0.050495  0.016747   2017B   \n",
       "451       103    123   7.951172  ...     0.028061  0.028061   2017B   \n",
       "467       103    123   7.615967  ...     0.005822  0.005822   2017B   \n",
       "492       103    123   9.999023  ...     0.031178  0.031178   2017B   \n",
       "497         3     23  13.575684  ...     0.091753  0.002454   2017B   \n",
       "502         3     23  10.214844  ...     0.001975  0.044341   2017B   \n",
       "564       103    123   4.669678  ...     0.003309  0.003309   2017B   \n",
       "568       103    123   7.758545  ...     0.034636  0.034636   2017B   \n",
       "627       103    123   6.497803  ...     0.008117  0.008117   2017B   \n",
       "638         3     23   6.702637  ...     0.004482  0.032890   2017B   \n",
       "644         3     23  11.897949  ...     0.006357  0.040648   2017B   \n",
       "658       103    123  10.658691  ...     0.004407  0.004407   2017B   \n",
       "661         3     23   7.356689  ...     0.002549  0.039043   2017B   \n",
       "670       103    123   6.856445  ...     0.070647  0.070647   2017B   \n",
       "...       ...    ...        ...  ...          ...       ...     ...   \n",
       "149611      3     23  11.568359  ...     0.029929  0.018845  2017F1   \n",
       "149625    103    123   9.743164  ...     0.004752  0.004752  2017F1   \n",
       "149638    103    123  14.263184  ...     0.007982  0.007982  2017F1   \n",
       "149655    103    123   5.689697  ...     0.001603  0.001603  2017F1   \n",
       "149748      3     23   8.211426  ...     0.011201  0.014627  2017F1   \n",
       "149777    103    123   5.244629  ...     0.002518  0.002518  2017F1   \n",
       "149782      3     23  10.338867  ...     0.020185  0.004349  2017F1   \n",
       "149783    103    123  11.830078  ...     0.020185  0.020185  2017F1   \n",
       "149787    103    123  10.182129  ...     0.002265  0.002265  2017F1   \n",
       "149795    103    123   7.865723  ...     0.023856  0.023856  2017F1   \n",
       "149820      3     23   5.635742  ...     0.045260  0.002731  2017F1   \n",
       "149827    103    123  10.556152  ...     0.002656  0.002656  2017F1   \n",
       "149843    103    123  11.511719  ...     0.003348  0.003348  2017F1   \n",
       "149881    103    123   7.292236  ...     0.012373  0.012373  2017F1   \n",
       "149891    103    123   6.368164  ...     0.002342  0.002342  2017F1   \n",
       "149978      3     23  10.954102  ...     0.008477  0.070662  2017F1   \n",
       "149979    103    123   3.504028  ...     0.008477  0.008477  2017F1   \n",
       "149985    103    123  13.760742  ...     0.021103  0.021103  2017F1   \n",
       "150009      3     23   6.951904  ...     0.045868  0.013034  2017F1   \n",
       "150014      3     23   9.125000  ...     0.001198  0.082667  2017F1   \n",
       "150015    103    123   9.477539  ...     0.001198  0.001198  2017F1   \n",
       "150035      3     23   5.232178  ...     0.006873  0.035581  2017F1   \n",
       "150069      3     23  11.383789  ...     0.004266  0.037473  2017F1   \n",
       "150094      3     23  10.752441  ...     0.043399  0.005487  2017F1   \n",
       "150095    103    123   6.430176  ...     0.043399  0.043399  2017F1   \n",
       "150128    103    123   5.891602  ...     0.020682  0.020682  2017F1   \n",
       "150134      3     23   8.744141  ...     0.079536  0.012819  2017F1   \n",
       "150140      3     23   5.702148  ...     0.010070  0.014632  2017F1   \n",
       "150148      3     23  11.772949  ...     0.023258  0.003975  2017F1   \n",
       "150165    103    123   9.612305  ...     0.019429  0.019429  2017F1   \n",
       "\n",
       "        within_aperture   xlow   xhigh    ylow  yhigh   probability  category  \n",
       "3                  True  2.422  24.620  -9.698  4.698  3.989309e-03         0  \n",
       "6                  True  2.422  24.620  -9.698  4.698  8.040369e-04         0  \n",
       "61                 True  1.995  24.334 -10.098  4.298  1.217404e-05         0  \n",
       "109                True  1.995  24.334 -10.098  4.298  5.889535e-04         0  \n",
       "110                True  2.422  24.620  -9.698  4.698  4.441398e-14         0  \n",
       "164                True  1.995  24.334 -10.098  4.298  2.798936e-06         0  \n",
       "176                True  2.422  24.620  -9.698  4.698  2.671930e-02         0  \n",
       "181                True  2.422  24.620  -9.698  4.698  3.570400e-09         0  \n",
       "215                True  1.995  24.334 -10.098  4.298  2.526979e-06         0  \n",
       "236                True  2.422  24.620  -9.698  4.698  2.765195e-07         0  \n",
       "266                True  2.422  24.620  -9.698  4.698  1.230023e-06         0  \n",
       "277                True  2.422  24.620  -9.698  4.698  2.425657e-08         0  \n",
       "332                True  1.995  24.334 -10.098  4.298  1.343429e-03         0  \n",
       "333                True  2.422  24.620  -9.698  4.698  6.496780e-07         0  \n",
       "350                True  2.422  24.620  -9.698  4.698  2.009192e-02         0  \n",
       "420                True  1.995  24.334 -10.098  4.298  2.086904e-05         0  \n",
       "442                True  1.995  24.334 -10.098  4.298  4.437745e-06         0  \n",
       "451                True  2.422  24.620  -9.698  4.698  5.542142e-06         0  \n",
       "467                True  2.422  24.620  -9.698  4.698  1.608880e-08         0  \n",
       "492                True  2.422  24.620  -9.698  4.698  7.431740e-06         0  \n",
       "497                True  1.995  24.334 -10.098  4.298  1.303907e-08         0  \n",
       "502                True  1.995  24.334 -10.098  4.298  2.831787e-03         0  \n",
       "564                True  2.422  24.620  -9.698  4.698  4.196769e-05         0  \n",
       "568                True  2.422  24.620  -9.698  4.698  4.859954e-03         0  \n",
       "627                True  2.422  24.620  -9.698  4.698  1.299934e-07         0  \n",
       "638                True  1.995  24.334 -10.098  4.298  1.588225e-02         0  \n",
       "644                True  1.995  24.334 -10.098  4.298  4.306018e-03         0  \n",
       "658                True  2.422  24.620  -9.698  4.698  7.554173e-12         0  \n",
       "661                True  1.995  24.334 -10.098  4.298  8.797348e-04         0  \n",
       "670                True  2.422  24.620  -9.698  4.698  3.654782e-06         0  \n",
       "...                 ...    ...     ...     ...    ...           ...       ...  \n",
       "149611             True  1.995  24.334 -10.098  4.298  4.216473e-08         0  \n",
       "149625             True  2.422  24.620  -9.698  4.698  1.523329e-08         0  \n",
       "149638             True  2.422  24.620  -9.698  4.698  6.498050e-07         0  \n",
       "149655             True  2.422  24.620  -9.698  4.698  3.598029e-07         0  \n",
       "149748             True  1.995  24.334 -10.098  4.298  8.445179e-07         0  \n",
       "149777             True  2.422  24.620  -9.698  4.698  7.453121e-05         0  \n",
       "149782             True  1.995  24.334 -10.098  4.298  5.529578e-06         0  \n",
       "149783             True  2.422  24.620  -9.698  4.698  2.030138e-06         0  \n",
       "149787             True  2.422  24.620  -9.698  4.698  3.296736e-10         0  \n",
       "149795             True  2.422  24.620  -9.698  4.698  7.894321e-10         0  \n",
       "149820             True  1.995  24.334 -10.098  4.298  2.479788e-05         0  \n",
       "149827             True  2.422  24.620  -9.698  4.698  2.342098e-06         0  \n",
       "149843             True  2.422  24.620  -9.698  4.698  5.786346e-07         0  \n",
       "149881             True  2.422  24.620  -9.698  4.698  5.872784e-05         0  \n",
       "149891             True  2.422  24.620  -9.698  4.698  1.050893e-08         0  \n",
       "149978             True  1.995  24.334 -10.098  4.298  3.142238e-03         0  \n",
       "149979             True  2.422  24.620  -9.698  4.698  1.175203e-05         0  \n",
       "149985             True  2.422  24.620  -9.698  4.698  8.469779e-07         0  \n",
       "150009             True  1.995  24.334 -10.098  4.298  1.045823e-03         0  \n",
       "150014             True  1.995  24.334 -10.098  4.298  3.915837e-02         0  \n",
       "150015             True  2.422  24.620  -9.698  4.698  1.001200e-08         0  \n",
       "150035             True  1.995  24.334 -10.098  4.298  1.979619e-03         0  \n",
       "150069             True  1.995  24.334 -10.098  4.298  1.917094e-03         0  \n",
       "150094             True  1.995  24.334 -10.098  4.298  9.963145e-06         0  \n",
       "150095             True  2.422  24.620  -9.698  4.698  2.995193e-03         0  \n",
       "150128             True  2.422  24.620  -9.698  4.698  5.576051e-08         0  \n",
       "150134             True  1.995  24.334 -10.098  4.298  1.754576e-11         0  \n",
       "150140             True  1.995  24.334 -10.098  4.298  1.305521e-03         0  \n",
       "150148             True  1.995  24.334 -10.098  4.298  2.074357e-10         0  \n",
       "150165             True  2.422  24.620  -9.698  4.698  3.837282e-08         0  \n",
       "\n",
       "[47694 rows x 51 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data = select_events( df_data, clf=clf, use_keras=use_keras, scaler=scaler, prob_cut=prob_cut )\n",
    "df_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MultiRP</th>\n",
       "      <th>Arm</th>\n",
       "      <th>RPId1</th>\n",
       "      <th>RPId2</th>\n",
       "      <th>TrackX1</th>\n",
       "      <th>TrackY1</th>\n",
       "      <th>TrackX2</th>\n",
       "      <th>TrackY2</th>\n",
       "      <th>TrackThX_SingleRP</th>\n",
       "      <th>TrackThY_SingleRP</th>\n",
       "      <th>Track1ThX_MultiRP</th>\n",
       "      <th>Track1ThY_MultiRP</th>\n",
       "      <th>Track2ThX_MultiRP</th>\n",
       "      <th>Track2ThY_MultiRP</th>\n",
       "      <th>Track1PixShift_MultiRP</th>\n",
       "      <th>Track2PixShift_MultiRP</th>\n",
       "      <th>Xi</th>\n",
       "      <th>T</th>\n",
       "      <th>ThX</th>\n",
       "      <th>ThY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.577393</td>\n",
       "      <td>1.367676</td>\n",
       "      <td>4.395691</td>\n",
       "      <td>1.493408</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005131</td>\n",
       "      <td>-0.001112</td>\n",
       "      <td>-0.008007</td>\n",
       "      <td>0.001308</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.067306</td>\n",
       "      <td>-0.160121</td>\n",
       "      <td>-0.000061</td>\n",
       "      <td>-0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.585938</td>\n",
       "      <td>2.644531</td>\n",
       "      <td>8.483521</td>\n",
       "      <td>2.801025</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.011967</td>\n",
       "      <td>-0.000461</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.102869</td>\n",
       "      <td>-0.039719</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>0.000024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>12.326172</td>\n",
       "      <td>-1.268066</td>\n",
       "      <td>12.443970</td>\n",
       "      <td>-1.466431</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.005198</td>\n",
       "      <td>0.003862</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104492</td>\n",
       "      <td>-0.174950</td>\n",
       "      <td>-0.000013</td>\n",
       "      <td>0.000065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.153076</td>\n",
       "      <td>1.484619</td>\n",
       "      <td>5.095215</td>\n",
       "      <td>1.582886</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005730</td>\n",
       "      <td>0.003946</td>\n",
       "      <td>0.002597</td>\n",
       "      <td>0.002430</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.052344</td>\n",
       "      <td>-0.218203</td>\n",
       "      <td>-0.000056</td>\n",
       "      <td>-0.000047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.544922</td>\n",
       "      <td>2.199219</td>\n",
       "      <td>6.017517</td>\n",
       "      <td>2.259277</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004545</td>\n",
       "      <td>-0.000670</td>\n",
       "      <td>-0.012466</td>\n",
       "      <td>0.001675</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.137955</td>\n",
       "      <td>-1.224899</td>\n",
       "      <td>-0.000141</td>\n",
       "      <td>0.000115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.155762</td>\n",
       "      <td>-0.244675</td>\n",
       "      <td>4.634277</td>\n",
       "      <td>-0.358795</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.006660</td>\n",
       "      <td>0.002110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.098229</td>\n",
       "      <td>-2.145445</td>\n",
       "      <td>-0.000235</td>\n",
       "      <td>0.000032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.611084</td>\n",
       "      <td>1.855103</td>\n",
       "      <td>3.331726</td>\n",
       "      <td>2.005127</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004618</td>\n",
       "      <td>-0.001184</td>\n",
       "      <td>-0.011662</td>\n",
       "      <td>0.002524</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.063853</td>\n",
       "      <td>-0.457618</td>\n",
       "      <td>-0.000106</td>\n",
       "      <td>-0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.093262</td>\n",
       "      <td>3.723389</td>\n",
       "      <td>5.966736</td>\n",
       "      <td>4.026855</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005280</td>\n",
       "      <td>-0.000305</td>\n",
       "      <td>-0.012127</td>\n",
       "      <td>0.001869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.079756</td>\n",
       "      <td>-0.183463</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>-0.000059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>13.382812</td>\n",
       "      <td>-1.072510</td>\n",
       "      <td>13.685547</td>\n",
       "      <td>-1.265137</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.002813</td>\n",
       "      <td>0.002414</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.101070</td>\n",
       "      <td>-0.337961</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.825684</td>\n",
       "      <td>-1.490356</td>\n",
       "      <td>13.019043</td>\n",
       "      <td>-1.613770</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005424</td>\n",
       "      <td>-0.001332</td>\n",
       "      <td>-0.012966</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.120749</td>\n",
       "      <td>-1.000013</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.505859</td>\n",
       "      <td>1.876709</td>\n",
       "      <td>5.371704</td>\n",
       "      <td>1.990601</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.009567</td>\n",
       "      <td>0.002259</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.086049</td>\n",
       "      <td>-0.031852</td>\n",
       "      <td>-0.000015</td>\n",
       "      <td>0.000020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>12.462891</td>\n",
       "      <td>0.022665</td>\n",
       "      <td>12.455322</td>\n",
       "      <td>-0.020706</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003960</td>\n",
       "      <td>-0.000229</td>\n",
       "      <td>-0.013000</td>\n",
       "      <td>0.001044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.139749</td>\n",
       "      <td>-0.684149</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>0.000126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.190186</td>\n",
       "      <td>-0.540222</td>\n",
       "      <td>6.284546</td>\n",
       "      <td>-0.729858</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005730</td>\n",
       "      <td>0.003946</td>\n",
       "      <td>0.005241</td>\n",
       "      <td>0.000560</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.060054</td>\n",
       "      <td>-0.327689</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.628662</td>\n",
       "      <td>3.502686</td>\n",
       "      <td>4.339050</td>\n",
       "      <td>3.758545</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003811</td>\n",
       "      <td>-0.001035</td>\n",
       "      <td>-0.011894</td>\n",
       "      <td>0.000803</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094566</td>\n",
       "      <td>-0.223416</td>\n",
       "      <td>-0.000070</td>\n",
       "      <td>-0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.304688</td>\n",
       "      <td>2.917725</td>\n",
       "      <td>7.348328</td>\n",
       "      <td>2.978027</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005424</td>\n",
       "      <td>-0.001332</td>\n",
       "      <td>-0.010056</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.087132</td>\n",
       "      <td>-0.479261</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>0.000096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.896484</td>\n",
       "      <td>1.373169</td>\n",
       "      <td>5.947510</td>\n",
       "      <td>1.458862</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.001054</td>\n",
       "      <td>0.001507</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.059909</td>\n",
       "      <td>-0.092009</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>-0.000047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.063232</td>\n",
       "      <td>1.953613</td>\n",
       "      <td>6.926147</td>\n",
       "      <td>2.037354</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005363</td>\n",
       "      <td>0.004681</td>\n",
       "      <td>0.003418</td>\n",
       "      <td>0.003153</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.087538</td>\n",
       "      <td>-0.301977</td>\n",
       "      <td>-0.000074</td>\n",
       "      <td>-0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.951172</td>\n",
       "      <td>3.257324</td>\n",
       "      <td>7.757812</td>\n",
       "      <td>3.446045</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.007660</td>\n",
       "      <td>0.000816</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.120844</td>\n",
       "      <td>-0.061124</td>\n",
       "      <td>-0.000018</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.615967</td>\n",
       "      <td>3.378662</td>\n",
       "      <td>7.183044</td>\n",
       "      <td>3.517822</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004181</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>-0.012337</td>\n",
       "      <td>0.001747</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.152520</td>\n",
       "      <td>-0.616744</td>\n",
       "      <td>-0.000076</td>\n",
       "      <td>0.000103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.999023</td>\n",
       "      <td>3.531982</td>\n",
       "      <td>9.718750</td>\n",
       "      <td>3.679443</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005424</td>\n",
       "      <td>-0.001332</td>\n",
       "      <td>-0.007627</td>\n",
       "      <td>0.002633</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.148814</td>\n",
       "      <td>-0.422757</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>0.000098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>13.575684</td>\n",
       "      <td>0.048889</td>\n",
       "      <td>13.811646</td>\n",
       "      <td>-0.072525</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005287</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.004436</td>\n",
       "      <td>0.004801</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110322</td>\n",
       "      <td>-0.148557</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.214844</td>\n",
       "      <td>2.388428</td>\n",
       "      <td>10.596680</td>\n",
       "      <td>2.526611</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005949</td>\n",
       "      <td>0.004240</td>\n",
       "      <td>0.004217</td>\n",
       "      <td>0.003677</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.074153</td>\n",
       "      <td>-0.789196</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>-0.000064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.669678</td>\n",
       "      <td>-0.220139</td>\n",
       "      <td>4.495178</td>\n",
       "      <td>-0.298828</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>-0.010681</td>\n",
       "      <td>0.002172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.076471</td>\n",
       "      <td>-0.350354</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.000084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.758545</td>\n",
       "      <td>0.040833</td>\n",
       "      <td>7.637573</td>\n",
       "      <td>0.009473</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005280</td>\n",
       "      <td>-0.000305</td>\n",
       "      <td>-0.012131</td>\n",
       "      <td>0.001867</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105756</td>\n",
       "      <td>-0.266608</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>0.000082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.497803</td>\n",
       "      <td>1.179565</td>\n",
       "      <td>6.253052</td>\n",
       "      <td>1.224854</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005424</td>\n",
       "      <td>-0.001332</td>\n",
       "      <td>-0.010544</td>\n",
       "      <td>0.000893</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.111774</td>\n",
       "      <td>-0.241651</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.000066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.702637</td>\n",
       "      <td>-1.167603</td>\n",
       "      <td>6.631226</td>\n",
       "      <td>-1.362305</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.004995</td>\n",
       "      <td>0.003582</td>\n",
       "      <td>0.000814</td>\n",
       "      <td>0.005335</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.077366</td>\n",
       "      <td>-0.286461</td>\n",
       "      <td>-0.000049</td>\n",
       "      <td>0.000070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.897949</td>\n",
       "      <td>-3.004150</td>\n",
       "      <td>12.123657</td>\n",
       "      <td>-3.363281</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006147</td>\n",
       "      <td>0.003632</td>\n",
       "      <td>0.001846</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.099989</td>\n",
       "      <td>-0.828519</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.658691</td>\n",
       "      <td>1.198120</td>\n",
       "      <td>10.495728</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003887</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>-0.009708</td>\n",
       "      <td>-0.000783</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.143355</td>\n",
       "      <td>-0.311032</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.000089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.356689</td>\n",
       "      <td>3.569824</td>\n",
       "      <td>7.430908</td>\n",
       "      <td>3.853516</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.005363</td>\n",
       "      <td>0.004681</td>\n",
       "      <td>-0.002475</td>\n",
       "      <td>0.002793</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.072296</td>\n",
       "      <td>-0.688482</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>-0.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.856445</td>\n",
       "      <td>-0.881836</td>\n",
       "      <td>6.780029</td>\n",
       "      <td>-0.994751</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.006157</td>\n",
       "      <td>-0.000967</td>\n",
       "      <td>-0.011032</td>\n",
       "      <td>0.002024</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094846</td>\n",
       "      <td>-0.422594</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149611</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.568359</td>\n",
       "      <td>-0.236252</td>\n",
       "      <td>11.817627</td>\n",
       "      <td>-0.394348</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002896</td>\n",
       "      <td>0.002015</td>\n",
       "      <td>0.002018</td>\n",
       "      <td>0.005135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.088045</td>\n",
       "      <td>-0.269933</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149625</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.743164</td>\n",
       "      <td>-3.703125</td>\n",
       "      <td>9.507935</td>\n",
       "      <td>-3.968506</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000742</td>\n",
       "      <td>-0.004032</td>\n",
       "      <td>-0.000532</td>\n",
       "      <td>0.001856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.129667</td>\n",
       "      <td>-1.127313</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.000166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149638</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>14.263184</td>\n",
       "      <td>1.154785</td>\n",
       "      <td>14.243774</td>\n",
       "      <td>1.136963</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000742</td>\n",
       "      <td>-0.004032</td>\n",
       "      <td>-0.011513</td>\n",
       "      <td>0.001931</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.142847</td>\n",
       "      <td>-0.851118</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149655</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.689697</td>\n",
       "      <td>-0.869629</td>\n",
       "      <td>5.592163</td>\n",
       "      <td>-0.992004</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000594</td>\n",
       "      <td>-0.003225</td>\n",
       "      <td>-0.008766</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.072635</td>\n",
       "      <td>-0.351536</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149748</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.211426</td>\n",
       "      <td>-0.124214</td>\n",
       "      <td>8.139648</td>\n",
       "      <td>-0.248306</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002892</td>\n",
       "      <td>0.000182</td>\n",
       "      <td>0.001831</td>\n",
       "      <td>0.001937</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.084045</td>\n",
       "      <td>-0.294849</td>\n",
       "      <td>-0.000072</td>\n",
       "      <td>0.000048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149777</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.244629</td>\n",
       "      <td>-0.071533</td>\n",
       "      <td>5.103149</td>\n",
       "      <td>-0.109192</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.001472</td>\n",
       "      <td>-0.002563</td>\n",
       "      <td>-0.009872</td>\n",
       "      <td>0.001928</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.071601</td>\n",
       "      <td>-0.199437</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>0.000056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149782</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.338867</td>\n",
       "      <td>2.395996</td>\n",
       "      <td>10.470825</td>\n",
       "      <td>2.431152</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001481</td>\n",
       "      <td>0.001356</td>\n",
       "      <td>0.003892</td>\n",
       "      <td>0.002841</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.086780</td>\n",
       "      <td>-0.008350</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.000004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149783</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.830078</td>\n",
       "      <td>0.601929</td>\n",
       "      <td>11.724854</td>\n",
       "      <td>0.631042</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000301</td>\n",
       "      <td>-0.003446</td>\n",
       "      <td>-0.010509</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132713</td>\n",
       "      <td>-0.235384</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.000077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149787</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.182129</td>\n",
       "      <td>4.085938</td>\n",
       "      <td>9.788574</td>\n",
       "      <td>4.265625</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>-0.003081</td>\n",
       "      <td>0.000174</td>\n",
       "      <td>0.001726</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.155300</td>\n",
       "      <td>-0.633016</td>\n",
       "      <td>-0.000088</td>\n",
       "      <td>0.000096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149795</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.865723</td>\n",
       "      <td>3.992188</td>\n",
       "      <td>7.433228</td>\n",
       "      <td>4.203125</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.001035</td>\n",
       "      <td>-0.003811</td>\n",
       "      <td>-0.010078</td>\n",
       "      <td>-0.001591</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.137893</td>\n",
       "      <td>-0.556083</td>\n",
       "      <td>-0.000111</td>\n",
       "      <td>0.000050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149820</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.635742</td>\n",
       "      <td>3.056396</td>\n",
       "      <td>5.415588</td>\n",
       "      <td>3.236572</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000036</td>\n",
       "      <td>0.002389</td>\n",
       "      <td>0.002339</td>\n",
       "      <td>0.001924</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.069349</td>\n",
       "      <td>-0.843081</td>\n",
       "      <td>-0.000128</td>\n",
       "      <td>-0.000070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149827</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.556152</td>\n",
       "      <td>0.973083</td>\n",
       "      <td>10.698120</td>\n",
       "      <td>1.032715</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000742</td>\n",
       "      <td>-0.004032</td>\n",
       "      <td>-0.010952</td>\n",
       "      <td>0.001804</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096927</td>\n",
       "      <td>-0.276936</td>\n",
       "      <td>0.000075</td>\n",
       "      <td>0.000037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149843</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.511719</td>\n",
       "      <td>2.897705</td>\n",
       "      <td>12.256958</td>\n",
       "      <td>3.034424</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.001035</td>\n",
       "      <td>-0.003811</td>\n",
       "      <td>-0.010273</td>\n",
       "      <td>0.001761</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.067156</td>\n",
       "      <td>-4.498074</td>\n",
       "      <td>0.000337</td>\n",
       "      <td>0.000028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149881</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>7.292236</td>\n",
       "      <td>2.825439</td>\n",
       "      <td>7.150330</td>\n",
       "      <td>3.028809</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.010197</td>\n",
       "      <td>0.001883</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.094138</td>\n",
       "      <td>-0.053997</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>-0.000011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149891</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.368164</td>\n",
       "      <td>1.017822</td>\n",
       "      <td>6.120850</td>\n",
       "      <td>1.092773</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000153</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.011116</td>\n",
       "      <td>0.001093</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095989</td>\n",
       "      <td>-0.231930</td>\n",
       "      <td>-0.000072</td>\n",
       "      <td>0.000026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149978</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.954102</td>\n",
       "      <td>-0.103981</td>\n",
       "      <td>11.100586</td>\n",
       "      <td>-0.241150</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003775</td>\n",
       "      <td>0.001353</td>\n",
       "      <td>0.003251</td>\n",
       "      <td>0.002214</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.090761</td>\n",
       "      <td>-0.131004</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149979</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.504028</td>\n",
       "      <td>3.339355</td>\n",
       "      <td>3.216705</td>\n",
       "      <td>3.705811</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>-0.003667</td>\n",
       "      <td>-0.009949</td>\n",
       "      <td>-0.003135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.063081</td>\n",
       "      <td>-1.029615</td>\n",
       "      <td>-0.000110</td>\n",
       "      <td>-0.000118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149985</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>13.760742</td>\n",
       "      <td>-6.170410</td>\n",
       "      <td>13.710083</td>\n",
       "      <td>-6.566895</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000289</td>\n",
       "      <td>-0.002054</td>\n",
       "      <td>-0.010563</td>\n",
       "      <td>0.002113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.142413</td>\n",
       "      <td>-1.586342</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150009</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>6.951904</td>\n",
       "      <td>-0.063217</td>\n",
       "      <td>7.078186</td>\n",
       "      <td>-0.166687</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.003775</td>\n",
       "      <td>0.001353</td>\n",
       "      <td>0.005600</td>\n",
       "      <td>0.001576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>-0.091158</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150014</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>9.125000</td>\n",
       "      <td>0.819458</td>\n",
       "      <td>9.368774</td>\n",
       "      <td>0.757935</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001847</td>\n",
       "      <td>0.001232</td>\n",
       "      <td>0.005934</td>\n",
       "      <td>0.000910</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.069693</td>\n",
       "      <td>-0.198269</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150015</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.477539</td>\n",
       "      <td>-4.101074</td>\n",
       "      <td>9.165894</td>\n",
       "      <td>-4.395020</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>-0.002347</td>\n",
       "      <td>-0.010418</td>\n",
       "      <td>0.001385</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.137145</td>\n",
       "      <td>-1.482468</td>\n",
       "      <td>-0.000072</td>\n",
       "      <td>0.000187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150035</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.232178</td>\n",
       "      <td>-0.461639</td>\n",
       "      <td>5.158752</td>\n",
       "      <td>-0.643250</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002432</td>\n",
       "      <td>0.000791</td>\n",
       "      <td>0.001012</td>\n",
       "      <td>-0.001499</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.054063</td>\n",
       "      <td>-0.450220</td>\n",
       "      <td>-0.000064</td>\n",
       "      <td>0.000085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150069</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.383789</td>\n",
       "      <td>2.857178</td>\n",
       "      <td>11.365967</td>\n",
       "      <td>2.909912</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002892</td>\n",
       "      <td>0.000182</td>\n",
       "      <td>0.004686</td>\n",
       "      <td>0.004158</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.108910</td>\n",
       "      <td>-0.156269</td>\n",
       "      <td>-0.000062</td>\n",
       "      <td>-0.000007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150094</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.752441</td>\n",
       "      <td>-0.323914</td>\n",
       "      <td>11.060913</td>\n",
       "      <td>-0.475494</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.001554</td>\n",
       "      <td>0.001452</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>0.003210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078046</td>\n",
       "      <td>-0.399131</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.000063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150095</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.430176</td>\n",
       "      <td>3.183838</td>\n",
       "      <td>6.273987</td>\n",
       "      <td>3.427002</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000594</td>\n",
       "      <td>-0.003225</td>\n",
       "      <td>-0.008434</td>\n",
       "      <td>0.001796</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.086444</td>\n",
       "      <td>-0.111406</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>-0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150128</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.891602</td>\n",
       "      <td>-0.718140</td>\n",
       "      <td>5.728699</td>\n",
       "      <td>-0.797241</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000157</td>\n",
       "      <td>-0.004473</td>\n",
       "      <td>-0.008400</td>\n",
       "      <td>-0.001410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.081131</td>\n",
       "      <td>-0.290952</td>\n",
       "      <td>-0.000047</td>\n",
       "      <td>0.000072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150134</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>8.744141</td>\n",
       "      <td>-5.060059</td>\n",
       "      <td>8.534424</td>\n",
       "      <td>-5.537598</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002162</td>\n",
       "      <td>0.001650</td>\n",
       "      <td>0.006697</td>\n",
       "      <td>0.002350</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.103106</td>\n",
       "      <td>-1.653209</td>\n",
       "      <td>-0.000125</td>\n",
       "      <td>0.000166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150140</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>5.702148</td>\n",
       "      <td>2.944580</td>\n",
       "      <td>5.692932</td>\n",
       "      <td>3.227783</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002604</td>\n",
       "      <td>0.002236</td>\n",
       "      <td>0.005527</td>\n",
       "      <td>0.003685</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.055026</td>\n",
       "      <td>-0.753092</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>-0.000132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150148</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>11.772949</td>\n",
       "      <td>-1.330811</td>\n",
       "      <td>11.699951</td>\n",
       "      <td>-1.569946</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.002954</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.001759</td>\n",
       "      <td>0.002355</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.118121</td>\n",
       "      <td>-0.598292</td>\n",
       "      <td>-0.000083</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150165</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>9.612305</td>\n",
       "      <td>1.704102</td>\n",
       "      <td>9.504272</td>\n",
       "      <td>1.777100</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-0.000373</td>\n",
       "      <td>-0.002933</td>\n",
       "      <td>-0.000995</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.113213</td>\n",
       "      <td>-0.171844</td>\n",
       "      <td>-0.000014</td>\n",
       "      <td>0.000064</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47694 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MultiRP  Arm  RPId1  RPId2    TrackX1   TrackY1    TrackX2   TrackY2  \\\n",
       "3             1    1    103    123   4.577393  1.367676   4.395691  1.493408   \n",
       "6             1    1    103    123   8.585938  2.644531   8.483521  2.801025   \n",
       "61            1    0      3     23  12.326172 -1.268066  12.443970 -1.466431   \n",
       "109           1    0      3     23   5.153076  1.484619   5.095215  1.582886   \n",
       "110           1    1    103    123   6.544922  2.199219   6.017517  2.259277   \n",
       "164           1    0      3     23   5.155762 -0.244675   4.634277 -0.358795   \n",
       "176           1    1    103    123   3.611084  1.855103   3.331726  2.005127   \n",
       "181           1    1    103    123   6.093262  3.723389   5.966736  4.026855   \n",
       "215           1    0      3     23  13.382812 -1.072510  13.685547 -1.265137   \n",
       "236           1    1    103    123  12.825684 -1.490356  13.019043 -1.613770   \n",
       "266           1    1    103    123   5.505859  1.876709   5.371704  1.990601   \n",
       "277           1    1    103    123  12.462891  0.022665  12.455322 -0.020706   \n",
       "332           1    0      3     23   6.190186 -0.540222   6.284546 -0.729858   \n",
       "333           1    1    103    123   4.628662  3.502686   4.339050  3.758545   \n",
       "350           1    1    103    123   7.304688  2.917725   7.348328  2.978027   \n",
       "420           1    0      3     23   5.896484  1.373169   5.947510  1.458862   \n",
       "442           1    0      3     23   7.063232  1.953613   6.926147  2.037354   \n",
       "451           1    1    103    123   7.951172  3.257324   7.757812  3.446045   \n",
       "467           1    1    103    123   7.615967  3.378662   7.183044  3.517822   \n",
       "492           1    1    103    123   9.999023  3.531982   9.718750  3.679443   \n",
       "497           1    0      3     23  13.575684  0.048889  13.811646 -0.072525   \n",
       "502           1    0      3     23  10.214844  2.388428  10.596680  2.526611   \n",
       "564           1    1    103    123   4.669678 -0.220139   4.495178 -0.298828   \n",
       "568           1    1    103    123   7.758545  0.040833   7.637573  0.009473   \n",
       "627           1    1    103    123   6.497803  1.179565   6.253052  1.224854   \n",
       "638           1    0      3     23   6.702637 -1.167603   6.631226 -1.362305   \n",
       "644           1    0      3     23  11.897949 -3.004150  12.123657 -3.363281   \n",
       "658           1    1    103    123  10.658691  1.198120  10.495728  1.250000   \n",
       "661           1    0      3     23   7.356689  3.569824   7.430908  3.853516   \n",
       "670           1    1    103    123   6.856445 -0.881836   6.780029 -0.994751   \n",
       "...         ...  ...    ...    ...        ...       ...        ...       ...   \n",
       "149611        1    0      3     23  11.568359 -0.236252  11.817627 -0.394348   \n",
       "149625        1    1    103    123   9.743164 -3.703125   9.507935 -3.968506   \n",
       "149638        1    1    103    123  14.263184  1.154785  14.243774  1.136963   \n",
       "149655        1    1    103    123   5.689697 -0.869629   5.592163 -0.992004   \n",
       "149748        1    0      3     23   8.211426 -0.124214   8.139648 -0.248306   \n",
       "149777        1    1    103    123   5.244629 -0.071533   5.103149 -0.109192   \n",
       "149782        1    0      3     23  10.338867  2.395996  10.470825  2.431152   \n",
       "149783        1    1    103    123  11.830078  0.601929  11.724854  0.631042   \n",
       "149787        1    1    103    123  10.182129  4.085938   9.788574  4.265625   \n",
       "149795        1    1    103    123   7.865723  3.992188   7.433228  4.203125   \n",
       "149820        1    0      3     23   5.635742  3.056396   5.415588  3.236572   \n",
       "149827        1    1    103    123  10.556152  0.973083  10.698120  1.032715   \n",
       "149843        1    1    103    123  11.511719  2.897705  12.256958  3.034424   \n",
       "149881        1    1    103    123   7.292236  2.825439   7.150330  3.028809   \n",
       "149891        1    1    103    123   6.368164  1.017822   6.120850  1.092773   \n",
       "149978        1    0      3     23  10.954102 -0.103981  11.100586 -0.241150   \n",
       "149979        1    1    103    123   3.504028  3.339355   3.216705  3.705811   \n",
       "149985        1    1    103    123  13.760742 -6.170410  13.710083 -6.566895   \n",
       "150009        1    0      3     23   6.951904 -0.063217   7.078186 -0.166687   \n",
       "150014        1    0      3     23   9.125000  0.819458   9.368774  0.757935   \n",
       "150015        1    1    103    123   9.477539 -4.101074   9.165894 -4.395020   \n",
       "150035        1    0      3     23   5.232178 -0.461639   5.158752 -0.643250   \n",
       "150069        1    0      3     23  11.383789  2.857178  11.365967  2.909912   \n",
       "150094        1    0      3     23  10.752441 -0.323914  11.060913 -0.475494   \n",
       "150095        1    1    103    123   6.430176  3.183838   6.273987  3.427002   \n",
       "150128        1    1    103    123   5.891602 -0.718140   5.728699 -0.797241   \n",
       "150134        1    0      3     23   8.744141 -5.060059   8.534424 -5.537598   \n",
       "150140        1    0      3     23   5.702148  2.944580   5.692932  3.227783   \n",
       "150148        1    0      3     23  11.772949 -1.330811  11.699951 -1.569946   \n",
       "150165        1    1    103    123   9.612305  1.704102   9.504272  1.777100   \n",
       "\n",
       "        TrackThX_SingleRP  TrackThY_SingleRP  Track1ThX_MultiRP  \\\n",
       "3                  -999.0             -999.0           0.005131   \n",
       "6                  -999.0             -999.0           0.004837   \n",
       "61                 -999.0             -999.0           0.005287   \n",
       "109                -999.0             -999.0           0.005730   \n",
       "110                -999.0             -999.0           0.004545   \n",
       "164                -999.0             -999.0           0.005287   \n",
       "176                -999.0             -999.0           0.004618   \n",
       "181                -999.0             -999.0           0.005280   \n",
       "215                -999.0             -999.0           0.005287   \n",
       "236                -999.0             -999.0           0.005424   \n",
       "266                -999.0             -999.0           0.004837   \n",
       "277                -999.0             -999.0           0.003960   \n",
       "332                -999.0             -999.0           0.005730   \n",
       "333                -999.0             -999.0           0.003811   \n",
       "350                -999.0             -999.0           0.005424   \n",
       "420                -999.0             -999.0           0.005287   \n",
       "442                -999.0             -999.0           0.005363   \n",
       "451                -999.0             -999.0           0.004837   \n",
       "467                -999.0             -999.0           0.004181   \n",
       "492                -999.0             -999.0           0.005424   \n",
       "497                -999.0             -999.0           0.005287   \n",
       "502                -999.0             -999.0           0.005949   \n",
       "564                -999.0             -999.0           0.004837   \n",
       "568                -999.0             -999.0           0.005280   \n",
       "627                -999.0             -999.0           0.005424   \n",
       "638                -999.0             -999.0           0.004995   \n",
       "644                -999.0             -999.0           0.006147   \n",
       "658                -999.0             -999.0           0.003887   \n",
       "661                -999.0             -999.0           0.005363   \n",
       "670                -999.0             -999.0           0.006157   \n",
       "...                   ...                ...                ...   \n",
       "149611             -999.0             -999.0           0.002896   \n",
       "149625             -999.0             -999.0          -0.000742   \n",
       "149638             -999.0             -999.0          -0.000742   \n",
       "149655             -999.0             -999.0          -0.000594   \n",
       "149748             -999.0             -999.0           0.002892   \n",
       "149777             -999.0             -999.0          -0.001472   \n",
       "149782             -999.0             -999.0           0.001481   \n",
       "149783             -999.0             -999.0          -0.000301   \n",
       "149787             -999.0             -999.0           0.000433   \n",
       "149795             -999.0             -999.0          -0.001035   \n",
       "149820             -999.0             -999.0          -0.000036   \n",
       "149827             -999.0             -999.0          -0.000742   \n",
       "149843             -999.0             -999.0          -0.001035   \n",
       "149881             -999.0             -999.0          -0.000153   \n",
       "149891             -999.0             -999.0          -0.000153   \n",
       "149978             -999.0             -999.0           0.003775   \n",
       "149979             -999.0             -999.0          -0.000008   \n",
       "149985             -999.0             -999.0           0.000289   \n",
       "150009             -999.0             -999.0           0.003775   \n",
       "150014             -999.0             -999.0           0.001847   \n",
       "150015             -999.0             -999.0           0.000068   \n",
       "150035             -999.0             -999.0           0.002432   \n",
       "150069             -999.0             -999.0           0.002892   \n",
       "150094             -999.0             -999.0           0.001554   \n",
       "150095             -999.0             -999.0          -0.000594   \n",
       "150128             -999.0             -999.0          -0.000157   \n",
       "150134             -999.0             -999.0           0.002162   \n",
       "150140             -999.0             -999.0           0.002604   \n",
       "150148             -999.0             -999.0           0.002954   \n",
       "150165             -999.0             -999.0          -0.000373   \n",
       "\n",
       "        Track1ThY_MultiRP  Track2ThX_MultiRP  Track2ThY_MultiRP  \\\n",
       "3               -0.001112          -0.008007           0.001308   \n",
       "6               -0.000891          -0.011967          -0.000461   \n",
       "61               0.003362           0.005198           0.003862   \n",
       "109              0.003946           0.002597           0.002430   \n",
       "110             -0.000670          -0.012466           0.001675   \n",
       "164              0.003362           0.006660           0.002110   \n",
       "176             -0.001184          -0.011662           0.002524   \n",
       "181             -0.000305          -0.012127           0.001869   \n",
       "215              0.003362           0.002813           0.002414   \n",
       "236             -0.001332          -0.012966           0.000129   \n",
       "266             -0.000891          -0.009567           0.002259   \n",
       "277             -0.000229          -0.013000           0.001044   \n",
       "332              0.003946           0.005241           0.000560   \n",
       "333             -0.001035          -0.011894           0.000803   \n",
       "350             -0.001332          -0.010056           0.000795   \n",
       "420              0.003362           0.001054           0.001507   \n",
       "442              0.004681           0.003418           0.003153   \n",
       "451             -0.000891          -0.007660           0.000816   \n",
       "467              0.000064          -0.012337           0.001747   \n",
       "492             -0.001332          -0.007627           0.002633   \n",
       "497              0.003362           0.004436           0.004801   \n",
       "502              0.004240           0.004217           0.003677   \n",
       "564             -0.000891          -0.010681           0.002172   \n",
       "568             -0.000305          -0.012131           0.001867   \n",
       "627             -0.001332          -0.010544           0.000893   \n",
       "638              0.003582           0.000814           0.005335   \n",
       "644              0.003632           0.001846           0.001826   \n",
       "658              0.000285          -0.009708          -0.000783   \n",
       "661              0.004681          -0.002475           0.002793   \n",
       "670             -0.000967          -0.011032           0.002024   \n",
       "...                   ...                ...                ...   \n",
       "149611           0.002015           0.002018           0.005135   \n",
       "149625          -0.004032          -0.000532           0.001856   \n",
       "149638          -0.004032          -0.011513           0.001931   \n",
       "149655          -0.003225          -0.008766           0.000702   \n",
       "149748           0.000182           0.001831           0.001937   \n",
       "149777          -0.002563          -0.009872           0.001928   \n",
       "149782           0.001356           0.003892           0.002841   \n",
       "149783          -0.003446          -0.010509           0.002146   \n",
       "149787          -0.003081           0.000174           0.001726   \n",
       "149795          -0.003811          -0.010078          -0.001591   \n",
       "149820           0.002389           0.002339           0.001924   \n",
       "149827          -0.004032          -0.010952           0.001804   \n",
       "149843          -0.003811          -0.010273           0.001761   \n",
       "149881          -0.002640          -0.010197           0.001883   \n",
       "149891          -0.002640          -0.011116           0.001093   \n",
       "149978           0.001353           0.003251           0.002214   \n",
       "149979          -0.003667          -0.009949          -0.003135   \n",
       "149985          -0.002054          -0.010563           0.002113   \n",
       "150009           0.001353           0.005600           0.001576   \n",
       "150014           0.001232           0.005934           0.000910   \n",
       "150015          -0.002347          -0.010418           0.001385   \n",
       "150035           0.000791           0.001012          -0.001499   \n",
       "150069           0.000182           0.004686           0.004158   \n",
       "150094           0.001452           0.006395           0.003210   \n",
       "150095          -0.003225          -0.008434           0.001796   \n",
       "150128          -0.004473          -0.008400          -0.001410   \n",
       "150134           0.001650           0.006697           0.002350   \n",
       "150140           0.002236           0.005527           0.003685   \n",
       "150148           0.000266           0.001759           0.002355   \n",
       "150165          -0.002933          -0.000995           0.000495   \n",
       "\n",
       "        Track1PixShift_MultiRP  Track2PixShift_MultiRP        Xi         T  \\\n",
       "3                            0                       0  0.067306 -0.160121   \n",
       "6                            0                       0  0.102869 -0.039719   \n",
       "61                           0                       0  0.104492 -0.174950   \n",
       "109                          0                       0  0.052344 -0.218203   \n",
       "110                          0                       0  0.137955 -1.224899   \n",
       "164                          0                       0  0.098229 -2.145445   \n",
       "176                          0                       0  0.063853 -0.457618   \n",
       "181                          0                       0  0.079756 -0.183463   \n",
       "215                          0                       0  0.101070 -0.337961   \n",
       "236                          0                       0  0.120749 -1.000013   \n",
       "266                          0                       0  0.086049 -0.031852   \n",
       "277                          0                       0  0.139749 -0.684149   \n",
       "332                          0                       0  0.060054 -0.327689   \n",
       "333                          0                       0  0.094566 -0.223416   \n",
       "350                          0                       0  0.087132 -0.479261   \n",
       "420                          0                       0  0.059909 -0.092009   \n",
       "442                          0                       0  0.087538 -0.301977   \n",
       "451                          0                       0  0.120844 -0.061124   \n",
       "467                          0                       0  0.152520 -0.616744   \n",
       "492                          0                       0  0.148814 -0.422757   \n",
       "497                          0                       0  0.110322 -0.148557   \n",
       "502                          0                       0  0.074153 -0.789196   \n",
       "564                          0                       0  0.076471 -0.350354   \n",
       "568                          0                       0  0.105756 -0.266608   \n",
       "627                          0                       0  0.111774 -0.241651   \n",
       "638                          0                       0  0.077366 -0.286461   \n",
       "644                          0                       0  0.099989 -0.828519   \n",
       "658                          0                       0  0.143355 -0.311032   \n",
       "661                          0                       0  0.072296 -0.688482   \n",
       "670                          0                       0  0.094846 -0.422594   \n",
       "...                        ...                     ...       ...       ...   \n",
       "149611                       0                       0  0.088045 -0.269933   \n",
       "149625                       0                       0  0.129667 -1.127313   \n",
       "149638                       0                       0  0.142847 -0.851118   \n",
       "149655                       0                       0  0.072635 -0.351536   \n",
       "149748                       0                       0  0.084045 -0.294849   \n",
       "149777                       0                       0  0.071601 -0.199437   \n",
       "149782                       0                       0  0.086780 -0.008350   \n",
       "149783                       0                       0  0.132713 -0.235384   \n",
       "149787                       0                       0  0.155300 -0.633016   \n",
       "149795                       0                       0  0.137893 -0.556083   \n",
       "149820                       0                       0  0.069349 -0.843081   \n",
       "149827                       0                       0  0.096927 -0.276936   \n",
       "149843                       0                       0  0.067156 -4.498074   \n",
       "149881                       0                       0  0.094138 -0.053997   \n",
       "149891                       0                       0  0.095989 -0.231930   \n",
       "149978                       0                       0  0.090761 -0.131004   \n",
       "149979                       0                       0  0.063081 -1.029615   \n",
       "149985                       0                       0  0.142413 -1.586342   \n",
       "150009                       0                       0  0.058824 -0.091158   \n",
       "150014                       0                       0  0.069693 -0.198269   \n",
       "150015                       0                       0  0.137145 -1.482468   \n",
       "150035                       0                       0  0.054063 -0.450220   \n",
       "150069                       0                       0  0.108910 -0.156269   \n",
       "150094                       0                       0  0.078046 -0.399131   \n",
       "150095                       0                       0  0.086444 -0.111406   \n",
       "150128                       0                       0  0.081131 -0.290952   \n",
       "150134                       0                       0  0.103106 -1.653209   \n",
       "150140                       0                       0  0.055026 -0.753092   \n",
       "150148                       0                       0  0.118121 -0.598292   \n",
       "150165                       0                       0  0.113213 -0.171844   \n",
       "\n",
       "             ThX       ThY  \n",
       "3      -0.000061 -0.000014  \n",
       "6      -0.000015  0.000024  \n",
       "61     -0.000013  0.000065  \n",
       "109    -0.000056 -0.000047  \n",
       "110    -0.000141  0.000115  \n",
       "164    -0.000235  0.000032  \n",
       "176    -0.000106 -0.000016  \n",
       "181    -0.000032 -0.000059  \n",
       "215     0.000065  0.000067  \n",
       "236     0.000114  0.000117  \n",
       "266    -0.000015  0.000020  \n",
       "277     0.000050  0.000126  \n",
       "332     0.000024  0.000087  \n",
       "333    -0.000070 -0.000027  \n",
       "350     0.000055  0.000096  \n",
       "420     0.000006 -0.000047  \n",
       "442    -0.000074 -0.000046  \n",
       "451    -0.000018  0.000030  \n",
       "467    -0.000076  0.000103  \n",
       "492    -0.000038  0.000098  \n",
       "497     0.000042  0.000043  \n",
       "502     0.000126 -0.000064  \n",
       "564    -0.000041  0.000084  \n",
       "568    -0.000006  0.000082  \n",
       "627    -0.000041  0.000066  \n",
       "638    -0.000049  0.000070  \n",
       "644     0.000052  0.000137  \n",
       "658     0.000002  0.000089  \n",
       "661     0.000010 -0.000132  \n",
       "670     0.000011  0.000103  \n",
       "...          ...       ...  \n",
       "149611  0.000046  0.000069  \n",
       "149625 -0.000051  0.000166  \n",
       "149638  0.000023  0.000150  \n",
       "149655 -0.000023  0.000091  \n",
       "149748 -0.000072  0.000048  \n",
       "149777 -0.000042  0.000056  \n",
       "149782  0.000003  0.000004  \n",
       "149783 -0.000007  0.000077  \n",
       "149787 -0.000088  0.000096  \n",
       "149795 -0.000111  0.000050  \n",
       "149820 -0.000128 -0.000070  \n",
       "149827  0.000075  0.000037  \n",
       "149843  0.000337  0.000028  \n",
       "149881 -0.000033 -0.000011  \n",
       "149891 -0.000072  0.000026  \n",
       "149978  0.000006  0.000056  \n",
       "149979 -0.000110 -0.000118  \n",
       "149985  0.000013  0.000208  \n",
       "150009  0.000021  0.000042  \n",
       "150014  0.000061  0.000035  \n",
       "150015 -0.000072  0.000187  \n",
       "150035 -0.000064  0.000085  \n",
       "150069 -0.000062 -0.000007  \n",
       "150094  0.000078  0.000063  \n",
       "150095 -0.000041 -0.000031  \n",
       "150128 -0.000047  0.000072  \n",
       "150134 -0.000125  0.000166  \n",
       "150140 -0.000035 -0.000132  \n",
       "150148 -0.000083  0.000094  \n",
       "150165 -0.000014  0.000064  \n",
       "\n",
       "[47694 rows x 20 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data[ ['MultiRP', 'Arm', 'RPId1', 'RPId2',\n",
    "          'TrackX1', 'TrackY1', 'TrackX2', 'TrackY2',\n",
    "          'TrackThX_SingleRP', 'TrackThY_SingleRP', 'Track1ThX_MultiRP', 'Track1ThY_MultiRP', 'Track2ThX_MultiRP', 'Track2ThY_MultiRP',\n",
    "          'Track1PixShift_MultiRP', 'Track2PixShift_MultiRP',\n",
    "          'Xi', 'T', 'ThX', 'ThY'] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #df_data[\"period\"] = df_data.apply( f_data_period_, axis=1 )\n",
    "# #df_data[\"period\"] = df_data[\"Run\"].map( f_data_period_ )\n",
    "# df_data.loc[ :, \"period\" ] = np.nan\n",
    "# for idx_ in range( df_run_ranges.shape[0] ):\n",
    "#     msk_period_ = ( ( df_data[ \"Run\" ] >= df_run_ranges.iloc[ idx_ ][ \"min\" ] ) & ( df_data[ \"Run\" ] <= df_run_ranges.iloc[ idx_ ][ \"max\" ] ) )\n",
    "#     sum_period_ = np.sum( msk_period_ )\n",
    "#     if sum_period_ > 0:\n",
    "#         period_key_ = df_run_ranges.index[ idx_ ]\n",
    "#         df_data.loc[ :, \"period\" ].loc[ msk_period_ ] = period_key_\n",
    "#         print ( \"{}: {}\".format( period_key_, sum_period_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if proton_selection == \"MultiRP\":\n",
    "#     #df_data[ \"within_aperture\" ] = df_data.apply( lambda row: check_aperture( aperture_period_map[ row[\"period\"][0] ], row[\"Arm\"], row[\"CrossingAngle\"], row[\"Xi\"], row[\"ThX\"] ), axis=1 )\n",
    "#     df_data[ \"within_aperture\" ] = df_data.apply( lambda row: check_aperture( aperture_period_map[ row[\"period\"][0] ], row[\"Arm\"], row[\"CrossingAngle\"], row[\"Xi\"], row[\"ThX\"] ), axis=1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_data[ [\"Xi\", \"ThX\", \"period\", \"within_aperture\" ] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# df_data = df_data[ df_data[ \"within_aperture\" ] ]\n",
    "# df_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18083 29611\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-45-6338589ceee3>:13: RuntimeWarning: invalid value encountered in true_divide\n",
      "  axes[0].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
      "<ipython-input-45-6338589ceee3>:19: RuntimeWarning: invalid value encountered in true_divide\n",
      "  axes[1].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if proton_selection == \"MultiRP\":\n",
    "    msk_data = ( df_data[\"InvMass\"] >= 0. )\n",
    "    # Multi-RP\n",
    "    msk1_data = msk_data & ( df_data[\"MultiRP\"] == 1 ) & ( df_data[\"Arm\"] == 0 )\n",
    "    msk2_data = msk_data & ( df_data[\"MultiRP\"] == 1 ) & ( df_data[\"Arm\"] == 1 )\n",
    "\n",
    "    print ( len(df_data[ \"Xi\" ][ msk1_data ]), len(df_data[ \"Xi\" ][ msk2_data ]) )\n",
    "\n",
    "    fig, axes = plt.subplots( 1, 2, figsize=(20,10) )\n",
    "    h_, xedges_, yedges_, im_ = axes[0].hist2d( df_data[ \"Xi\" ][ msk1_data ], df_data[ \"ThX\" ][ msk1_data ], bins=(100,100), range=( (0.,0.25), (-300.e-06,300.e-06) ), norm=LogNorm(), cmap='viridis' )\n",
    "    bin_centres_x_ = ( xedges_[:-1] + xedges_[1:] ) / 2\n",
    "    bin_centres_y_ = ( yedges_[:-1] + yedges_[1:] ) / 2\n",
    "    axes[0].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
    "    axes[0].set_xlabel( r\"$\\xi$\", fontsize=20 )\n",
    "    axes[0].set_ylabel( r\"$\\theta_x^{\\ast}$\", fontsize=20 )\n",
    "    h_, xedges_, yedges_, im_ = axes[1].hist2d( df_data[ \"Xi\" ][ msk2_data ], df_data[ \"ThX\" ][ msk2_data ], bins=(100,100), range=( (0.,0.25), (-300.e-06,300.e-06) ), norm=LogNorm(), cmap='viridis' )\n",
    "    bin_centres_x_ = ( xedges_[:-1] + xedges_[1:] ) / 2\n",
    "    bin_centres_y_ = ( yedges_[:-1] + yedges_[1:] ) / 2\n",
    "    axes[1].plot( bin_centres_x_, np.mean( (h_ * bin_centres_y_), axis=1) / np.mean( h_, axis=1) )\n",
    "    axes[1].set_xlabel( r\"$\\xi$\", fontsize=20 )\n",
    "    axes[1].set_ylabel( r\"$\\theta_x^{\\ast}$\", fontsize=20 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot data vs MC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-46-8b8acde77724>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_signals[ label ][ \"xi_ratio\" ] = ( 1. - df_signals[ label ][ \"Xi\" ] / df_signals[ label ][ \"XiMuMu\" ] )\n",
      "<ipython-input-46-8b8acde77724>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  df_bkg[ \"xi_ratio\" ] = ( 1. - df_bkg[ \"Xi\" ] / df_bkg[ \"XiMuMu\" ] )\n"
     ]
    }
   ],
   "source": [
    "for label in df_signals:\n",
    "    df_signals[ label ][ \"xi_ratio\" ] = ( 1. - df_signals[ label ][ \"Xi\" ] / df_signals[ label ][ \"XiMuMu\" ] )\n",
    "    \n",
    "df_bkg[ \"xi_ratio\" ] = ( 1. - df_bkg[ \"Xi\" ] / df_bkg[ \"XiMuMu\" ] )\n",
    "df_data[ \"xi_ratio\" ] = ( 1. - df_data[ \"Xi\" ] / df_data[ \"XiMuMu\" ] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data_mc( var, hist_bins, hist_range, df_data, df_mc_list, weights_mc_list, fig=None, ax=None ):\n",
    "    if fig is None: fig = plt.figure( figsize=(12,10) )\n",
    "    color=[ 'orange', 'darkblue', 'skyblue', 'lightblue' ]\n",
    "    mc_data_var = [ df[ var ] for df in df_mc_list ]\n",
    "    color = color[:len(mc_data_var)]\n",
    "    \n",
    "    ax_ = plt.gca() if ax is None else ax \n",
    "    ax_.hist(\n",
    "        mc_data_var,\n",
    "        color=color,\n",
    "        weights=weights_mc_list,\n",
    "        stacked=True, bins=hist_bins, range=hist_range )\n",
    "\n",
    "    counts, bin_edges = np.histogram( df_data[ var ], bins=hist_bins, range=hist_range )\n",
    "    errors = np.sqrt( counts )\n",
    "    bin_centres = ( bin_edges[:-1] + bin_edges[1:] ) / 2.\n",
    "    ax_.errorbar(bin_centres, counts, yerr=errors, fmt='o')\n",
    "    \n",
    "    return ( fig, ax_ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "msk1_data = None\n",
    "msk2_data = None\n",
    "if proton_selection == \"SingleRP\":\n",
    "    # Single-RP in pixel stations\n",
    "    msk1_data = ( df_data[\"MultiRP\"] == 0) & ( df_data[\"RPId1\"] == 23 )\n",
    "    msk2_data = ( df_data[\"MultiRP\"] == 0) & ( df_data[\"RPId1\"] == 123 )\n",
    "elif proton_selection == \"MultiRP\":\n",
    "    # Multi-RP\n",
    "    msk1_data = ( df_data[\"MultiRP\"] == 1 ) & ( df_data[\"Arm\"] == 0 )\n",
    "    msk2_data = ( df_data[\"MultiRP\"] == 1 ) & ( df_data[\"Arm\"] == 1 )\n",
    "\n",
    "df_data_1 = df_data[ msk1_data ]\n",
    "df_data_2 = df_data[ msk2_data ]\n",
    "\n",
    "df_mc_list      = [ df_bkg, df_signals['SingleDissociation'], df_signals['Elastic'] ]\n",
    "#weights_mc_list = [ df_bkg[\"norm\"], df_signals['SingleDissociation'][\"norm\"], df_signals['Elastic'][\"norm\"] ]\n",
    "weights_mc_list = [ df_bkg[\"norm\"], ( df_signals['SingleDissociation'][\"norm\"] * df_signals['SingleDissociation'][\"eff_all_weighted\"] ), ( df_signals['Elastic'][\"norm\"] * df_signals['Elastic'][\"eff_all_weighted\"] ) ]\n",
    "\n",
    "df_mc_list_1 = []\n",
    "df_mc_list_2 = []\n",
    "weights_mc_list_1 = []\n",
    "weights_mc_list_2 = []\n",
    "for idx_ in range( len( df_mc_list ) ):\n",
    "    df_ = df_mc_list[idx_]\n",
    "    \n",
    "    msk1_ = None\n",
    "    msk2_ = None\n",
    "    if proton_selection == \"SingleRP\":\n",
    "        # Single-RP in pixel stations\n",
    "        msk1_ = ( df_[\"MultiRP\"] == 0) & ( df_[\"RPId1\"] == 23 )\n",
    "        msk2_ = ( df_[\"MultiRP\"] == 0) & ( df_[\"RPId1\"] == 123 )\n",
    "    elif proton_selection == \"MultiRP\":\n",
    "        # Multi-RP\n",
    "        msk1_ = ( df_[\"MultiRP\"] == 1 ) & ( df_[\"Arm\"] == 0 )\n",
    "        msk2_ = ( df_[\"MultiRP\"] == 1 ) & ( df_[\"Arm\"] == 1 )\n",
    "        \n",
    "    df_mc_list_1.append( df_[ msk1_ ] )\n",
    "    df_mc_list_2.append( df_[ msk2_ ] )\n",
    "    weights_mc_list_1.append( weights_mc_list[idx_][ msk1_ ] )\n",
    "    weights_mc_list_2.append( weights_mc_list[idx_][ msk2_ ] )\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y max. = 34396.8\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1728x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots( 1, 2, figsize=(24,10) )\n",
    "\n",
    "var_ = \"probability\"\n",
    "hist_bins_ = 30\n",
    "hist_range_ = (0.,1.)\n",
    "\n",
    "counts_1, _ = np.histogram( df_data_1[ var_ ], bins=hist_bins_, range=hist_range_ )\n",
    "counts_2, _ = np.histogram( df_data_2[ var_ ], bins=hist_bins_, range=hist_range_ )\n",
    "errors_1 = np.sqrt( counts_1 )\n",
    "errors_2 = np.sqrt( counts_2 )\n",
    "idx_ymax_ = np.argmax( np.concatenate( [counts_1, counts_2] ) )\n",
    "y_max = np.concatenate( [counts_1, counts_2] )[idx_ymax_]\n",
    "y_max += np.max( [ 2*np.concatenate( [errors_1, errors_2] )[idx_ymax_], 0.20*y_max ] )\n",
    "print ( \"y max. = {}\".format(y_max) )\n",
    "\n",
    "fig_, ax_ = plot_data_mc( \"probability\", hist_bins=30, hist_range=(0.,1.),\n",
    "                          df_data=df_data_1,\n",
    "                          df_mc_list=df_mc_list_1,\n",
    "                          weights_mc_list=weights_mc_list_1,\n",
    "                          fig=fig, ax=axes[0]\n",
    "                          )\n",
    "fig_, ax_ = plot_data_mc( \"probability\", hist_bins=30, hist_range=(0.,1.),\n",
    "                          df_data=df_data_2,\n",
    "                          df_mc_list=df_mc_list_2,\n",
    "                          weights_mc_list=weights_mc_list_2,\n",
    "                          fig=fig, ax=axes[1]\n",
    "                          )\n",
    "axes[0].set_ylim( bottom=1e-02, top=y_max )\n",
    "axes[1].set_ylim( bottom=1e-02, top=y_max )\n",
    "axes[0].set_yscale('log')\n",
    "axes[1].set_yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y max. = 35162.4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.1, 50.0)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1728x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots( 1, 2, figsize=(24,10) )\n",
    "\n",
    "var_ = \"probability\"\n",
    "#hist_bins_ = (0.,0.1,0.2,0.3,0.4,0.5,1.)\n",
    "hist_bins_ = (0.,0.1,0.2,0.3,0.4,0.6,1.)\n",
    "\n",
    "counts_1, _ = np.histogram( df_data_1[ var_ ], bins=hist_bins_, range=None )\n",
    "counts_2, _ = np.histogram( df_data_2[ var_ ], bins=hist_bins_, range=None )\n",
    "errors_1 = np.sqrt( counts_1 )\n",
    "errors_2 = np.sqrt( counts_2 )\n",
    "idx_ymax_ = np.argmax( np.concatenate( [counts_1, counts_2] ) )\n",
    "y_max = np.concatenate( [counts_1, counts_2] )[idx_ymax_]\n",
    "y_max += np.max( [ 2*np.concatenate( [errors_1, errors_2] )[idx_ymax_], 0.20*y_max ] )\n",
    "print ( \"y max. = {}\".format(y_max) )\n",
    "\n",
    "fig_, ax_ = plot_data_mc( var_, hist_bins=hist_bins_, hist_range=None,\n",
    "                          df_data=df_data_1,\n",
    "                          df_mc_list=df_mc_list_1,\n",
    "                          weights_mc_list=weights_mc_list_1,\n",
    "                          fig=fig, ax=axes[0]\n",
    "                          )\n",
    "fig_, ax_ = plot_data_mc( var_, hist_bins=hist_bins_, hist_range=None,\n",
    "                          df_data=df_data_2,\n",
    "                          df_mc_list=df_mc_list_2,\n",
    "                          weights_mc_list=weights_mc_list_2,\n",
    "                          fig=fig, ax=axes[1]\n",
    "                          )\n",
    "# axes[0].set_ylim( bottom=1e-01, top=y_max )\n",
    "# axes[1].set_ylim( bottom=1e-01, top=y_max )\n",
    "# axes[0].set_yscale('log')\n",
    "# axes[1].set_yscale('log')\n",
    "axes[0].set_ylim( bottom=1e-01, top=50. )\n",
    "axes[1].set_ylim( bottom=1e-01, top=50. )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Signal region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_data_sel_1 = df_data_1[ df_data_1[ \"probability\" ] >= prob_cut ]\n",
    "df_data_sel_2 = df_data_2[ df_data_2[ \"probability\" ] >= prob_cut ]\n",
    "\n",
    "df_mc_list_sel_1 = []\n",
    "df_mc_list_sel_2 = []\n",
    "weights_mc_list_sel_1 = []\n",
    "weights_mc_list_sel_2 = []\n",
    "for idx_ in range( len( df_mc_list ) ):\n",
    "    df_mc_list_sel_1.append( df_mc_list_1[idx_][ df_mc_list_1[idx_][ \"probability\" ] >= prob_cut ] )\n",
    "    df_mc_list_sel_2.append( df_mc_list_2[idx_][ df_mc_list_2[idx_][ \"probability\" ] >= prob_cut ] )\n",
    "    weights_mc_list_sel_1.append( weights_mc_list_1[idx_][ df_mc_list_1[idx_][ \"probability\" ] >= prob_cut ] )\n",
    "    weights_mc_list_sel_2.append( weights_mc_list_2[idx_][ df_mc_list_2[idx_][ \"probability\" ] >= prob_cut ] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1728x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots( 1, 2, figsize=(24,10) )\n",
    "\n",
    "# var_ = \"probability\"\n",
    "# hist_bins_ = 20\n",
    "# hist_range_ = (0.,1.)\n",
    "\n",
    "# var_ = \"xi_ratio\"\n",
    "# hist_bins_ = 8\n",
    "# hist_range_ = (-1.,1.)\n",
    "\n",
    "var_ = \"Xi\"\n",
    "hist_bins_ = 10\n",
    "hist_range_ = (0.05,0.15)\n",
    "\n",
    "# var_ = \"ThX\"\n",
    "# hist_bins_ = 10\n",
    "# hist_range_ = (-0.0005,0.0005)\n",
    "\n",
    "# var_ = \"ThY\"\n",
    "# hist_bins_ = 10\n",
    "# hist_range_ = (-0.0005,0.0005)\n",
    "\n",
    "fig_, ax_ = plot_data_mc( var_, hist_bins=hist_bins_, hist_range=hist_range_,\n",
    "                          df_data=df_data_sel_1,\n",
    "                          df_mc_list=df_mc_list_sel_1,\n",
    "                          weights_mc_list=weights_mc_list_sel_1,\n",
    "                          fig=fig, ax=axes[0]\n",
    "                          )\n",
    "fig_, ax_ = plot_data_mc( var_, hist_bins=hist_bins_, hist_range=hist_range_,\n",
    "                          df_data=df_data_sel_2,\n",
    "                          df_mc_list=df_mc_list_sel_2,\n",
    "                          weights_mc_list=weights_mc_list_sel_2,\n",
    "                          fig=fig, ax=axes[1]\n",
    "                          )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}