ANN-Keras-Training.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 os\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": [
      "[]\n"
     ]
    }
   ],
   "source": [
    "#tf.config.experimental.list_physical_devices('GPU')\n",
    "gpus = tf.config.experimental.list_physical_devices('GPU')\n",
    "for gpu in gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpu, True)\n",
    "if gpus:\n",
    "    tf.config.experimental.set_visible_devices(gpus[0], 'GPU')\n",
    "    \n",
    "print ( gpus )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get_data, process_data, fiducial_cuts, fiducial_cuts_all, aperture_parametrisation, check_aperture\n",
    "from processing 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",
    "run_tables = False\n",
    "\n",
    "run_random_experiments = False\n",
    "\n",
    "train_model = False\n",
    "save_model = False\n",
    "learning_rate_scan = False\n",
    "run_grid_search = False\n",
    "\n",
    "scaler_path = \"\"\n",
    "model_path = \"\"\n",
    "if not train_model:\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\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021/04/15 00:51:41\n",
      "Total time elapsed: 0\n"
     ]
    }
   ],
   "source": [
    "label = \"Elastic\"\n",
    "\n",
    "fileNames_signal = [\n",
    "    'output/output-MC2017-Elastic-Non3+3-PreSel.h5',\n",
    "    #'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_signal, df_signal = 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_signal_, df_signal_ = get_data( fileNames_signal )\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_signal = store_[ \"counts\" ]\n",
    "    df_signal = store_[ \"df\"]\n",
    "        \n",
    "time_e_ = time.time()\n",
    "print ( \"Total time elapsed: {:.0f}\".format( time_e_ - time_s_ ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "All        178402\n",
       "Muon       166756\n",
       "Vertex     149608\n",
       "Protons     91429\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_counts_signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>RPId2</th>\n",
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       "      <th>XiMuMuMinus</th>\n",
       "      <th>XiMuMu</th>\n",
       "      <th>xlow</th>\n",
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       "      <td>123</td>\n",
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       "      <td>1</td>\n",
       "      <td>0.000028</td>\n",
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       "      <td>0.050104</td>\n",
       "      <td>0.050104</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>30</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>5.139893</td>\n",
       "      <td>...</td>\n",
       "      <td>176.417725</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001032</td>\n",
       "      <td>0.046055</td>\n",
       "      <td>0.003999</td>\n",
       "      <td>0.046055</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>150.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>2.742798</td>\n",
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       "      <td>233.975662</td>\n",
       "      <td>17</td>\n",
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       "      <td>0.007711</td>\n",
       "      <td>0.042010</td>\n",
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       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
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       "    <tr>\n",
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       "      <td>150.0</td>\n",
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       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
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       "      <td>52</td>\n",
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       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.566895</td>\n",
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       "      <td>1466.510620</td>\n",
       "      <td>2</td>\n",
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       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
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       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
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       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>57</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>3.813232</td>\n",
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       "      <td>115.234695</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000651</td>\n",
       "      <td>0.001538</td>\n",
       "      <td>0.051120</td>\n",
       "      <td>0.051120</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
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       "      <td>4.698</td>\n",
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       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>59</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>3.748901</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.037353</td>\n",
       "      <td>0.005316</td>\n",
       "      <td>0.037353</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
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       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
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       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.649170</td>\n",
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       "      <td>246.067749</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000119</td>\n",
       "      <td>0.049660</td>\n",
       "      <td>0.007217</td>\n",
       "      <td>0.049660</td>\n",
       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
       "      <td>4.298</td>\n",
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       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <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>3.730713</td>\n",
       "      <td>...</td>\n",
       "      <td>208.225479</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000895</td>\n",
       "      <td>0.004390</td>\n",
       "      <td>0.058486</td>\n",
       "      <td>0.058486</td>\n",
       "      <td>2.422</td>\n",
       "      <td>24.620</td>\n",
       "      <td>-9.698</td>\n",
       "      <td>4.698</td>\n",
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       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>71</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>2.902832</td>\n",
       "      <td>...</td>\n",
       "      <td>142.652832</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000571</td>\n",
       "      <td>0.002782</td>\n",
       "      <td>0.043304</td>\n",
       "      <td>0.043304</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>63</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>69</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>6.150391</td>\n",
       "      <td>...</td>\n",
       "      <td>273.485382</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.058834</td>\n",
       "      <td>0.007530</td>\n",
       "      <td>0.058834</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>67</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>89</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>3.255371</td>\n",
       "      <td>...</td>\n",
       "      <td>238.457489</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000309</td>\n",
       "      <td>0.039993</td>\n",
       "      <td>0.008414</td>\n",
       "      <td>0.039993</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>70</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>80</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>4.007080</td>\n",
       "      <td>...</td>\n",
       "      <td>271.228790</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000925</td>\n",
       "      <td>0.044714</td>\n",
       "      <td>0.009735</td>\n",
       "      <td>0.044714</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>74</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>77</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>5.333740</td>\n",
       "      <td>...</td>\n",
       "      <td>194.870300</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000536</td>\n",
       "      <td>0.054491</td>\n",
       "      <td>0.004124</td>\n",
       "      <td>0.054491</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>78</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>95</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>3.755615</td>\n",
       "      <td>...</td>\n",
       "      <td>130.388138</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.041446</td>\n",
       "      <td>0.002427</td>\n",
       "      <td>0.041446</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>81</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>96</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>2.686279</td>\n",
       "      <td>...</td>\n",
       "      <td>176.836700</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.005022</td>\n",
       "      <td>0.036844</td>\n",
       "      <td>0.036844</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>84</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>93</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>3.956787</td>\n",
       "      <td>...</td>\n",
       "      <td>203.055450</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>0.045246</td>\n",
       "      <td>0.005393</td>\n",
       "      <td>0.045246</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>89</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100</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>3.615234</td>\n",
       "      <td>...</td>\n",
       "      <td>222.089905</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000578</td>\n",
       "      <td>0.040196</td>\n",
       "      <td>0.007262</td>\n",
       "      <td>0.040196</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>92</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>105</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>2.885986</td>\n",
       "      <td>...</td>\n",
       "      <td>324.883179</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001377</td>\n",
       "      <td>0.013370</td>\n",
       "      <td>0.046726</td>\n",
       "      <td>0.046726</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>97</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>118</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>4.448975</td>\n",
       "      <td>...</td>\n",
       "      <td>244.141937</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>0.046223</td>\n",
       "      <td>0.007631</td>\n",
       "      <td>0.046223</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>100</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>102</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>4.357178</td>\n",
       "      <td>...</td>\n",
       "      <td>146.380096</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.047222</td>\n",
       "      <td>0.002685</td>\n",
       "      <td>0.047222</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>106</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>115</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>3.902588</td>\n",
       "      <td>...</td>\n",
       "      <td>486.115143</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.022766</td>\n",
       "      <td>0.061420</td>\n",
       "      <td>0.061420</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>111</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>122</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>3.028320</td>\n",
       "      <td>...</td>\n",
       "      <td>215.264969</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000590</td>\n",
       "      <td>0.006252</td>\n",
       "      <td>0.043858</td>\n",
       "      <td>0.043858</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>114</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>117</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>6.505859</td>\n",
       "      <td>...</td>\n",
       "      <td>253.407089</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.004094</td>\n",
       "      <td>0.092842</td>\n",
       "      <td>0.092842</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>117</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>101</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>4.231445</td>\n",
       "      <td>...</td>\n",
       "      <td>252.259552</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000713</td>\n",
       "      <td>0.044112</td>\n",
       "      <td>0.008536</td>\n",
       "      <td>0.044112</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>120</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>3.186523</td>\n",
       "      <td>...</td>\n",
       "      <td>177.375870</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>0.002729</td>\n",
       "      <td>0.068220</td>\n",
       "      <td>0.068220</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>213412</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75502</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>6.073242</td>\n",
       "      <td>...</td>\n",
       "      <td>138.669159</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000510</td>\n",
       "      <td>0.055367</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.055367</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>213416</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75507</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>4.365479</td>\n",
       "      <td>...</td>\n",
       "      <td>158.875687</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001742</td>\n",
       "      <td>0.047537</td>\n",
       "      <td>0.003142</td>\n",
       "      <td>0.047537</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>213419</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75511</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>12.897461</td>\n",
       "      <td>...</td>\n",
       "      <td>160.170425</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>0.092917</td>\n",
       "      <td>0.001634</td>\n",
       "      <td>0.092917</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>213422</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75515</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>4.833008</td>\n",
       "      <td>...</td>\n",
       "      <td>138.917892</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001801</td>\n",
       "      <td>0.043404</td>\n",
       "      <td>0.002631</td>\n",
       "      <td>0.043404</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>213431</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75520</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>10.945312</td>\n",
       "      <td>...</td>\n",
       "      <td>523.476929</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>0.099091</td>\n",
       "      <td>0.016364</td>\n",
       "      <td>0.099091</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>213436</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75521</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>2.935669</td>\n",
       "      <td>...</td>\n",
       "      <td>369.692169</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.018284</td>\n",
       "      <td>0.044230</td>\n",
       "      <td>0.044230</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>213439</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75525</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>6.441895</td>\n",
       "      <td>...</td>\n",
       "      <td>113.723618</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001176</td>\n",
       "      <td>0.058424</td>\n",
       "      <td>0.001310</td>\n",
       "      <td>0.058424</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>213444</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75510</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>5.581787</td>\n",
       "      <td>...</td>\n",
       "      <td>119.356163</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000352</td>\n",
       "      <td>0.055224</td>\n",
       "      <td>0.001526</td>\n",
       "      <td>0.055224</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>213447</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75530</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>4.373535</td>\n",
       "      <td>...</td>\n",
       "      <td>118.569435</td>\n",
       "      <td>41</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.039925</td>\n",
       "      <td>0.002084</td>\n",
       "      <td>0.039925</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>213451</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75531</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>3.890747</td>\n",
       "      <td>...</td>\n",
       "      <td>114.216507</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000972</td>\n",
       "      <td>0.044418</td>\n",
       "      <td>0.001738</td>\n",
       "      <td>0.044418</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>213454</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75537</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>5.524658</td>\n",
       "      <td>...</td>\n",
       "      <td>266.838745</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000279</td>\n",
       "      <td>0.050488</td>\n",
       "      <td>0.008345</td>\n",
       "      <td>0.050488</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>213460</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75543</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>5.356689</td>\n",
       "      <td>...</td>\n",
       "      <td>154.593704</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001248</td>\n",
       "      <td>0.002319</td>\n",
       "      <td>0.060985</td>\n",
       "      <td>0.060985</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>213465</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75546</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>140.356049</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000803</td>\n",
       "      <td>0.049930</td>\n",
       "      <td>0.002337</td>\n",
       "      <td>0.049930</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>213470</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75552</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>4.965576</td>\n",
       "      <td>...</td>\n",
       "      <td>187.383926</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000482</td>\n",
       "      <td>0.049464</td>\n",
       "      <td>0.004201</td>\n",
       "      <td>0.049464</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>213475</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75558</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>4.551025</td>\n",
       "      <td>...</td>\n",
       "      <td>122.227142</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.001381</td>\n",
       "      <td>0.064032</td>\n",
       "      <td>0.064032</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>213478</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75557</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>7.943115</td>\n",
       "      <td>...</td>\n",
       "      <td>130.751343</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002268</td>\n",
       "      <td>0.001542</td>\n",
       "      <td>0.065600</td>\n",
       "      <td>0.065600</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>213481</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75554</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>5.115479</td>\n",
       "      <td>...</td>\n",
       "      <td>211.977539</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000159</td>\n",
       "      <td>0.003855</td>\n",
       "      <td>0.069037</td>\n",
       "      <td>0.069037</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>213484</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75564</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>5.350098</td>\n",
       "      <td>...</td>\n",
       "      <td>195.093933</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000736</td>\n",
       "      <td>0.003748</td>\n",
       "      <td>0.060137</td>\n",
       "      <td>0.060137</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>213487</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75559</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>3.404175</td>\n",
       "      <td>...</td>\n",
       "      <td>152.529144</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000993</td>\n",
       "      <td>0.002563</td>\n",
       "      <td>0.053754</td>\n",
       "      <td>0.053754</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>213496</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75563</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>6.141846</td>\n",
       "      <td>...</td>\n",
       "      <td>529.187500</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>0.054169</td>\n",
       "      <td>0.030593</td>\n",
       "      <td>0.054169</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>213497</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75563</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>529.187500</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>0.054169</td>\n",
       "      <td>0.030593</td>\n",
       "      <td>0.030593</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>213502</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75571</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>7.157471</td>\n",
       "      <td>...</td>\n",
       "      <td>764.066650</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>0.054224</td>\n",
       "      <td>0.063818</td>\n",
       "      <td>0.054224</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>213503</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75571</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>5.734375</td>\n",
       "      <td>...</td>\n",
       "      <td>764.066650</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>0.054224</td>\n",
       "      <td>0.063818</td>\n",
       "      <td>0.063818</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>213506</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75573</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>3.062500</td>\n",
       "      <td>...</td>\n",
       "      <td>110.177200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>0.001568</td>\n",
       "      <td>0.045803</td>\n",
       "      <td>0.045803</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>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>335.728394</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.052367</td>\n",
       "      <td>0.012736</td>\n",
       "      <td>0.052367</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>213516</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75578</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>10.918457</td>\n",
       "      <td>...</td>\n",
       "      <td>327.553589</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.095816</td>\n",
       "      <td>0.006631</td>\n",
       "      <td>0.095816</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>213519</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75586</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>6.934082</td>\n",
       "      <td>...</td>\n",
       "      <td>218.267822</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000312</td>\n",
       "      <td>0.062568</td>\n",
       "      <td>0.004509</td>\n",
       "      <td>0.062568</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>213527</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75597</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>3.053467</td>\n",
       "      <td>...</td>\n",
       "      <td>218.789124</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000580</td>\n",
       "      <td>0.007713</td>\n",
       "      <td>0.036727</td>\n",
       "      <td>0.036727</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>213530</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75598</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>3.703735</td>\n",
       "      <td>...</td>\n",
       "      <td>301.041626</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.011024</td>\n",
       "      <td>0.048657</td>\n",
       "      <td>0.048657</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>213533</th>\n",
       "      <td>1</td>\n",
       "      <td>756</td>\n",
       "      <td>75596</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>2.878784</td>\n",
       "      <td>...</td>\n",
       "      <td>127.194374</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000267</td>\n",
       "      <td>0.002110</td>\n",
       "      <td>0.045377</td>\n",
       "      <td>0.045377</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>48051 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
       "3         1            1         3      0          150.0        1    1    103   \n",
       "6         1            1        12      0          150.0        1    0      3   \n",
       "16        1            1        17      0          150.0        1    1    103   \n",
       "19        1            1        30      0          150.0        1    0      3   \n",
       "24        1            1        13      0          150.0        1    1    103   \n",
       "27        1            1        31      0          150.0        1    1    103   \n",
       "30        1            1        37      0          150.0        1    0      3   \n",
       "42        1            1        52      0          150.0        1    0      3   \n",
       "43        1            1        52      0          150.0        1    1    103   \n",
       "46        1            1        57      0          150.0        1    1    103   \n",
       "49        1            1        59      0          150.0        1    0      3   \n",
       "52        1            1        60      0          150.0        1    0      3   \n",
       "57        1            1        67      0          150.0        1    1    103   \n",
       "60        1            1        71      0          150.0        1    1    103   \n",
       "63        1            1        69      0          150.0        1    0      3   \n",
       "67        1            1        89      0          150.0        1    0      3   \n",
       "70        1            1        80      0          150.0        1    0      3   \n",
       "74        1            1        77      0          150.0        1    0      3   \n",
       "78        1            1        95      0          150.0        1    0      3   \n",
       "81        1            1        96      0          150.0        1    1    103   \n",
       "84        1            1        93      0          150.0        1    0      3   \n",
       "89        1            1       100      0          150.0        1    0      3   \n",
       "92        1            2       105      0          150.0        1    1    103   \n",
       "97        1            2       118      0          150.0        1    0      3   \n",
       "100       1            2       102      0          150.0        1    0      3   \n",
       "106       1            2       115      0          150.0        1    1    103   \n",
       "111       1            2       122      0          150.0        1    1    103   \n",
       "114       1            2       117      0          150.0        1    1    103   \n",
       "117       1            2       101      0          150.0        1    0      3   \n",
       "122       1            2       120      0          150.0        1    1    103   \n",
       "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
       "213412    1          756     75502      0          130.0        1    0      3   \n",
       "213416    1          756     75507      0          130.0        1    0      3   \n",
       "213419    1          756     75511      0          130.0        1    0      3   \n",
       "213422    1          756     75515      0          130.0        1    0      3   \n",
       "213431    1          756     75520      0          130.0        1    0      3   \n",
       "213436    1          756     75521      0          130.0        1    1    103   \n",
       "213439    1          756     75525      0          130.0        1    0      3   \n",
       "213444    1          756     75510      0          130.0        1    0      3   \n",
       "213447    1          756     75530      0          130.0        1    0      3   \n",
       "213451    1          756     75531      0          130.0        1    0      3   \n",
       "213454    1          756     75537      0          130.0        1    0      3   \n",
       "213460    1          756     75543      0          130.0        1    1    103   \n",
       "213465    1          756     75546      0          130.0        1    0      3   \n",
       "213470    1          756     75552      0          130.0        1    0      3   \n",
       "213475    1          756     75558      0          130.0        1    1    103   \n",
       "213478    1          756     75557      0          130.0        1    1    103   \n",
       "213481    1          756     75554      0          130.0        1    1    103   \n",
       "213484    1          756     75564      0          130.0        1    1    103   \n",
       "213487    1          756     75559      0          130.0        1    1    103   \n",
       "213496    1          756     75563      0          130.0        1    0      3   \n",
       "213497    1          756     75563      0          130.0        1    1    103   \n",
       "213502    1          756     75571      0          130.0        1    0      3   \n",
       "213503    1          756     75571      0          130.0        1    1    103   \n",
       "213506    1          756     75573      0          130.0        1    1    103   \n",
       "213513    1          756     75577      0          130.0        1    0      3   \n",
       "213516    1          756     75578      0          130.0        1    0      3   \n",
       "213519    1          756     75586      0          130.0        1    0      3   \n",
       "213527    1          756     75597      0          130.0        1    1    103   \n",
       "213530    1          756     75598      0          130.0        1    1    103   \n",
       "213533    1          756     75596      0          130.0        1    1    103   \n",
       "\n",
       "        RPId2    TrackX1  ...      InvMass  ExtraPfCands     Acopl  \\\n",
       "3         123   7.630859  ...   251.395355            16  0.000880   \n",
       "6          23   5.149414  ...   126.690613             4  0.001160   \n",
       "16        123   3.828247  ...   263.130524             1  0.000028   \n",
       "19         23   5.139893  ...   176.417725             1  0.001032   \n",
       "24        123   2.742798  ...   233.975662            17  0.000317   \n",
       "27        123   5.258789  ...   266.681091             0  0.001807   \n",
       "30         23   4.975342  ...   176.964508             0  0.000757   \n",
       "42         23   7.566895  ...  1466.510620             2  0.000317   \n",
       "43        123  11.388184  ...  1466.510620             2  0.000317   \n",
       "46        123   3.813232  ...   115.234695             0  0.000651   \n",
       "49         23   3.748901  ...   183.164261             0  0.000106   \n",
       "52         23   4.649170  ...   246.067749             0  0.000119   \n",
       "57        123   3.730713  ...   208.225479             1  0.000895   \n",
       "60        123   2.902832  ...   142.652832             0  0.000571   \n",
       "63         23   6.150391  ...   273.485382             0  0.000020   \n",
       "67         23   3.255371  ...   238.457489             0  0.000309   \n",
       "70         23   4.007080  ...   271.228790             4  0.000925   \n",
       "74         23   5.333740  ...   194.870300             0  0.000536   \n",
       "78         23   3.755615  ...   130.388138             0  0.000073   \n",
       "81        123   2.686279  ...   176.836700             2  0.000388   \n",
       "84         23   3.956787  ...   203.055450             1  0.000038   \n",
       "89         23   3.615234  ...   222.089905             2  0.000578   \n",
       "92        123   2.885986  ...   324.883179             0  0.001377   \n",
       "97         23   4.448975  ...   244.141937             1  0.000155   \n",
       "100        23   4.357178  ...   146.380096             0  0.000022   \n",
       "106       123   3.902588  ...   486.115143             0  0.000061   \n",
       "111       123   3.028320  ...   215.264969             0  0.000590   \n",
       "114       123   6.505859  ...   253.407089             0  0.000188   \n",
       "117        23   4.231445  ...   252.259552             1  0.000713   \n",
       "122       123   3.186523  ...   177.375870             3  0.000890   \n",
       "...       ...        ...  ...          ...           ...       ...   \n",
       "213412     23   6.073242  ...   138.669159             1  0.000510   \n",
       "213416     23   4.365479  ...   158.875687             0  0.001742   \n",
       "213419     23  12.897461  ...   160.170425             0  0.001064   \n",
       "213422     23   4.833008  ...   138.917892             3  0.001801   \n",
       "213431     23  10.945312  ...   523.476929             2  0.000060   \n",
       "213436    123   2.935669  ...   369.692169             0  0.000464   \n",
       "213439     23   6.441895  ...   113.723618             0  0.001176   \n",
       "213444     23   5.581787  ...   119.356163             3  0.000352   \n",
       "213447     23   4.373535  ...   118.569435            41  0.000087   \n",
       "213451     23   3.890747  ...   114.216507             1  0.000972   \n",
       "213454     23   5.524658  ...   266.838745             1  0.000279   \n",
       "213460    123   5.356689  ...   154.593704             3  0.001248   \n",
       "213465     23   5.182617  ...   140.356049             1  0.000803   \n",
       "213470     23   4.965576  ...   187.383926             0  0.000482   \n",
       "213475    123   4.551025  ...   122.227142             0  0.000061   \n",
       "213478    123   7.943115  ...   130.751343             0  0.002268   \n",
       "213481    123   5.115479  ...   211.977539             0  0.000159   \n",
       "213484    123   5.350098  ...   195.093933             0  0.000736   \n",
       "213487    123   3.404175  ...   152.529144             0  0.000993   \n",
       "213496     23   6.141846  ...   529.187500             2  0.000915   \n",
       "213497    123   2.818970  ...   529.187500             2  0.000915   \n",
       "213502     23   7.157471  ...   764.066650             0  0.000404   \n",
       "213503    123   5.734375  ...   764.066650             0  0.000404   \n",
       "213506    123   3.062500  ...   110.177200             1  0.000871   \n",
       "213513     23   5.182129  ...   335.728394             0  0.000191   \n",
       "213516     23  10.918457  ...   327.553589             2  0.000192   \n",
       "213519     23   6.934082  ...   218.267822             0  0.000312   \n",
       "213527    123   3.053467  ...   218.789124             3  0.000580   \n",
       "213530    123   3.703735  ...   301.041626             0  0.000083   \n",
       "213533    123   2.878784  ...   127.194374             3  0.000267   \n",
       "\n",
       "        XiMuMuPlus  XiMuMuMinus    XiMuMu   xlow   xhigh    ylow  yhigh  \n",
       "3         0.004588     0.081510  0.081510  2.422  24.620  -9.698  4.698  \n",
       "6         0.055618     0.001708  0.055618  1.995  24.334 -10.098  4.298  \n",
       "16        0.008177     0.050104  0.050104  2.422  24.620  -9.698  4.698  \n",
       "19        0.046055     0.003999  0.046055  1.995  24.334 -10.098  4.298  \n",
       "24        0.007711     0.042010  0.042010  2.422  24.620  -9.698  4.698  \n",
       "27        0.006805     0.061971  0.061971  2.422  24.620  -9.698  4.698  \n",
       "30        0.054292     0.003414  0.054292  1.995  24.334 -10.098  4.298  \n",
       "42        0.072588     0.175365  0.072588  1.995  24.334 -10.098  4.298  \n",
       "43        0.072588     0.175365  0.175365  2.422  24.620  -9.698  4.698  \n",
       "46        0.001538     0.051120  0.051120  2.422  24.620  -9.698  4.698  \n",
       "49        0.037353     0.005316  0.037353  1.995  24.334 -10.098  4.298  \n",
       "52        0.049660     0.007217  0.049660  1.995  24.334 -10.098  4.298  \n",
       "57        0.004390     0.058486  0.058486  2.422  24.620  -9.698  4.698  \n",
       "60        0.002782     0.043304  0.043304  2.422  24.620  -9.698  4.698  \n",
       "63        0.058834     0.007530  0.058834  1.995  24.334 -10.098  4.298  \n",
       "67        0.039993     0.008414  0.039993  1.995  24.334 -10.098  4.298  \n",
       "70        0.044714     0.009735  0.044714  1.995  24.334 -10.098  4.298  \n",
       "74        0.054491     0.004124  0.054491  1.995  24.334 -10.098  4.298  \n",
       "78        0.041446     0.002427  0.041446  1.995  24.334 -10.098  4.298  \n",
       "81        0.005022     0.036844  0.036844  2.422  24.620  -9.698  4.698  \n",
       "84        0.045246     0.005393  0.045246  1.995  24.334 -10.098  4.298  \n",
       "89        0.040196     0.007262  0.040196  1.995  24.334 -10.098  4.298  \n",
       "92        0.013370     0.046726  0.046726  2.422  24.620  -9.698  4.698  \n",
       "97        0.046223     0.007631  0.046223  1.995  24.334 -10.098  4.298  \n",
       "100       0.047222     0.002685  0.047222  1.995  24.334 -10.098  4.298  \n",
       "106       0.022766     0.061420  0.061420  2.422  24.620  -9.698  4.698  \n",
       "111       0.006252     0.043858  0.043858  2.422  24.620  -9.698  4.698  \n",
       "114       0.004094     0.092842  0.092842  2.422  24.620  -9.698  4.698  \n",
       "117       0.044112     0.008536  0.044112  1.995  24.334 -10.098  4.298  \n",
       "122       0.002729     0.068220  0.068220  2.422  24.620  -9.698  4.698  \n",
       "...            ...          ...       ...    ...     ...     ...    ...  \n",
       "213412    0.055367     0.002055  0.055367  1.995  24.334 -10.098  4.298  \n",
       "213416    0.047537     0.003142  0.047537  1.995  24.334 -10.098  4.298  \n",
       "213419    0.092917     0.001634  0.092917  1.995  24.334 -10.098  4.298  \n",
       "213422    0.043404     0.002631  0.043404  1.995  24.334 -10.098  4.298  \n",
       "213431    0.099091     0.016364  0.099091  1.995  24.334 -10.098  4.298  \n",
       "213436    0.018284     0.044230  0.044230  2.422  24.620  -9.698  4.698  \n",
       "213439    0.058424     0.001310  0.058424  1.995  24.334 -10.098  4.298  \n",
       "213444    0.055224     0.001526  0.055224  1.995  24.334 -10.098  4.298  \n",
       "213447    0.039925     0.002084  0.039925  1.995  24.334 -10.098  4.298  \n",
       "213451    0.044418     0.001738  0.044418  1.995  24.334 -10.098  4.298  \n",
       "213454    0.050488     0.008345  0.050488  1.995  24.334 -10.098  4.298  \n",
       "213460    0.002319     0.060985  0.060985  2.422  24.620  -9.698  4.698  \n",
       "213465    0.049930     0.002337  0.049930  1.995  24.334 -10.098  4.298  \n",
       "213470    0.049464     0.004201  0.049464  1.995  24.334 -10.098  4.298  \n",
       "213475    0.001381     0.064032  0.064032  2.422  24.620  -9.698  4.698  \n",
       "213478    0.001542     0.065600  0.065600  2.422  24.620  -9.698  4.698  \n",
       "213481    0.003855     0.069037  0.069037  2.422  24.620  -9.698  4.698  \n",
       "213484    0.003748     0.060137  0.060137  2.422  24.620  -9.698  4.698  \n",
       "213487    0.002563     0.053754  0.053754  2.422  24.620  -9.698  4.698  \n",
       "213496    0.054169     0.030593  0.054169  1.995  24.334 -10.098  4.298  \n",
       "213497    0.054169     0.030593  0.030593  2.422  24.620  -9.698  4.698  \n",
       "213502    0.054224     0.063818  0.054224  1.995  24.334 -10.098  4.298  \n",
       "213503    0.054224     0.063818  0.063818  2.422  24.620  -9.698  4.698  \n",
       "213506    0.001568     0.045803  0.045803  2.422  24.620  -9.698  4.698  \n",
       "213513    0.052367     0.012736  0.052367  1.995  24.334 -10.098  4.298  \n",
       "213516    0.095816     0.006631  0.095816  1.995  24.334 -10.098  4.298  \n",
       "213519    0.062568     0.004509  0.062568  1.995  24.334 -10.098  4.298  \n",
       "213527    0.007713     0.036727  0.036727  2.422  24.620  -9.698  4.698  \n",
       "213530    0.011024     0.048657  0.048657  2.422  24.620  -9.698  4.698  \n",
       "213533    0.002110     0.045377  0.045377  2.422  24.620  -9.698  4.698  \n",
       "\n",
       "[48051 rows x 47 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'2017B': 2.360904801, '2017C1': 5.313012839, '2017E': 8.958810514, '2017F1': 1.708478656}\n",
      "Total luminosity = 18.34120681\n"
     ]
    }
   ],
   "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",
    "lumi_total = np.sum( list( lumi_periods.values() ) )\n",
    "print ( \"Total luminosity = {}\".format( lumi_total ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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_signal, data_periods=data_periods, lumi_weights=lumi_periods, variables=[ \"Xi\" ], variations=systematics )\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "if run_random_experiments:\n",
    "    print ( df_signal[ [ \"Run\", \"LumiSection\", \"EventNum\", \"Arm\", \"Xi\", \"period_rnd\", \"sigma_Xi\", \"Xi_smeared\"] ] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021/04/15 00:51:50\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": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "All           869119560\n",
       "Muon            8456020\n",
       "Vertex          7782360\n",
       "ProtonsRnd      6301680\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_counts_bkg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1.995</td>\n",
       "      <td>24.334</td>\n",
       "      <td>-10.098</td>\n",
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       "      <td>0.010684</td>\n",
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       "      <td>24.620</td>\n",
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       "      <td>2017B</td>\n",
       "      <td>True</td>\n",
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       "      <td>24.620</td>\n",
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       "      <td>0.049092</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",
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       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>297227</td>\n",
       "      <td>78</td>\n",
       "      <td>55898044</td>\n",
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       "      <td>120.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.611084</td>\n",
       "      <td>...</td>\n",
       "      <td>0.273834</td>\n",
       "      <td>0.032531</td>\n",
       "      <td>0.003312</td>\n",
       "      <td>0.003312</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",
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       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>297227</td>\n",
       "      <td>79</td>\n",
       "      <td>56863080</td>\n",
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       "      <td>0.001631</td>\n",
       "      <td>0.059633</td>\n",
       "      <td>0.059633</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",
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       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>297227</td>\n",
       "      <td>86</td>\n",
       "      <td>61943160</td>\n",
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       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.637451</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095938</td>\n",
       "      <td>0.016999</td>\n",
       "      <td>0.009692</td>\n",
       "      <td>0.016999</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",
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       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>297227</td>\n",
       "      <td>90</td>\n",
       "      <td>65467680</td>\n",
       "      <td>0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.550049</td>\n",
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       "      <td>0.122833</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>0.078518</td>\n",
       "      <td>0.001826</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",
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       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>297227</td>\n",
       "      <td>90</td>\n",
       "      <td>65467680</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
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       "      <td>7.743896</td>\n",
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       "      <td>0.122833</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>0.078518</td>\n",
       "      <td>0.078518</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",
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       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>297227</td>\n",
       "      <td>92</td>\n",
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       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.568359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.059819</td>\n",
       "      <td>0.003387</td>\n",
       "      <td>0.031080</td>\n",
       "      <td>0.003387</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",
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       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>297227</td>\n",
       "      <td>92</td>\n",
       "      <td>66617716</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>0.138546</td>\n",
       "      <td>0.007029</td>\n",
       "      <td>0.020797</td>\n",
       "      <td>0.020797</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",
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       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>297227</td>\n",
       "      <td>94</td>\n",
       "      <td>68532032</td>\n",
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       "      <td>120.0</td>\n",
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       "      <td>23</td>\n",
       "      <td>9.797363</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003693</td>\n",
       "      <td>0.018082</td>\n",
       "      <td>0.015884</td>\n",
       "      <td>0.018082</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",
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       "      <th>191</th>\n",
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       "      <td>123</td>\n",
       "      <td>9.110840</td>\n",
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       "      <td>0.003693</td>\n",
       "      <td>0.018082</td>\n",
       "      <td>0.015884</td>\n",
       "      <td>0.015884</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",
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       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>297227</td>\n",
       "      <td>94</td>\n",
       "      <td>68360752</td>\n",
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       "      <td>120.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.855957</td>\n",
       "      <td>...</td>\n",
       "      <td>0.410358</td>\n",
       "      <td>0.090327</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>297227</td>\n",
       "      <td>96</td>\n",
       "      <td>70285688</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>2.719238</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516247</td>\n",
       "      <td>0.051813</td>\n",
       "      <td>0.003133</td>\n",
       "      <td>0.003133</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>297227</td>\n",
       "      <td>98</td>\n",
       "      <td>71755640</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>8.505859</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043575</td>\n",
       "      <td>0.001635</td>\n",
       "      <td>0.044986</td>\n",
       "      <td>0.001635</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>297227</td>\n",
       "      <td>100</td>\n",
       "      <td>73444736</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>8.751953</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056547</td>\n",
       "      <td>0.013676</td>\n",
       "      <td>0.005792</td>\n",
       "      <td>0.005792</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>297227</td>\n",
       "      <td>104</td>\n",
       "      <td>76531576</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>11.446289</td>\n",
       "      <td>...</td>\n",
       "      <td>0.488525</td>\n",
       "      <td>0.039581</td>\n",
       "      <td>0.003762</td>\n",
       "      <td>0.003762</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</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>7.502686</td>\n",
       "      <td>...</td>\n",
       "      <td>0.446716</td>\n",
       "      <td>0.010912</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>297227</td>\n",
       "      <td>114</td>\n",
       "      <td>84363320</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>4.247559</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012675</td>\n",
       "      <td>0.017338</td>\n",
       "      <td>0.055097</td>\n",
       "      <td>0.055097</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>297219</td>\n",
       "      <td>673</td>\n",
       "      <td>1248461952</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>8.751953</td>\n",
       "      <td>...</td>\n",
       "      <td>0.375142</td>\n",
       "      <td>0.011854</td>\n",
       "      <td>0.013446</td>\n",
       "      <td>0.013446</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>297219</td>\n",
       "      <td>673</td>\n",
       "      <td>1247752448</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>8.282715</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111053</td>\n",
       "      <td>0.012471</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>0.009107</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</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>6.782959</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014958</td>\n",
       "      <td>0.001424</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</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>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.469482</td>\n",
       "      <td>...</td>\n",
       "      <td>0.090832</td>\n",
       "      <td>0.019722</td>\n",
       "      <td>0.010234</td>\n",
       "      <td>0.019722</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>297292</td>\n",
       "      <td>77</td>\n",
       "      <td>143719104</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>5.734863</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009722</td>\n",
       "      <td>0.025261</td>\n",
       "      <td>0.005445</td>\n",
       "      <td>0.005445</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>297292</td>\n",
       "      <td>78</td>\n",
       "      <td>146420704</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>4.559082</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078056</td>\n",
       "      <td>0.002510</td>\n",
       "      <td>0.052399</td>\n",
       "      <td>0.002510</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>297292</td>\n",
       "      <td>78</td>\n",
       "      <td>146420704</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>13.271973</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078056</td>\n",
       "      <td>0.002510</td>\n",
       "      <td>0.052399</td>\n",
       "      <td>0.052399</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",
       "    </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>3465</th>\n",
       "      <td>305114</td>\n",
       "      <td>425</td>\n",
       "      <td>451327264</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.109375</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013149</td>\n",
       "      <td>0.021957</td>\n",
       "      <td>0.003300</td>\n",
       "      <td>0.003300</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3471</th>\n",
       "      <td>305114</td>\n",
       "      <td>426</td>\n",
       "      <td>451947328</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.372070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.197084</td>\n",
       "      <td>0.003975</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3479</th>\n",
       "      <td>305114</td>\n",
       "      <td>426</td>\n",
       "      <td>451594752</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.944824</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008790</td>\n",
       "      <td>0.001865</td>\n",
       "      <td>0.043933</td>\n",
       "      <td>0.043933</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3491</th>\n",
       "      <td>305114</td>\n",
       "      <td>428</td>\n",
       "      <td>454296352</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.345215</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021819</td>\n",
       "      <td>0.030502</td>\n",
       "      <td>0.008749</td>\n",
       "      <td>0.030502</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3492</th>\n",
       "      <td>305114</td>\n",
       "      <td>428</td>\n",
       "      <td>454296352</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.247070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021819</td>\n",
       "      <td>0.030502</td>\n",
       "      <td>0.008749</td>\n",
       "      <td>0.008749</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3499</th>\n",
       "      <td>305114</td>\n",
       "      <td>429</td>\n",
       "      <td>454470656</td>\n",
       "      <td>18</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.372070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>0.003258</td>\n",
       "      <td>0.022522</td>\n",
       "      <td>0.003258</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3525</th>\n",
       "      <td>305114</td>\n",
       "      <td>350</td>\n",
       "      <td>379247808</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.854492</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022361</td>\n",
       "      <td>0.003570</td>\n",
       "      <td>0.024150</td>\n",
       "      <td>0.003570</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3570</th>\n",
       "      <td>305114</td>\n",
       "      <td>356</td>\n",
       "      <td>385104416</td>\n",
       "      <td>19</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>0.074001</td>\n",
       "      <td>0.012326</td>\n",
       "      <td>0.006220</td>\n",
       "      <td>0.012326</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3582</th>\n",
       "      <td>305114</td>\n",
       "      <td>357</td>\n",
       "      <td>386194080</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>4.138184</td>\n",
       "      <td>...</td>\n",
       "      <td>0.482201</td>\n",
       "      <td>0.016894</td>\n",
       "      <td>0.010380</td>\n",
       "      <td>0.010380</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3590</th>\n",
       "      <td>305114</td>\n",
       "      <td>358</td>\n",
       "      <td>386979360</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.345215</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022978</td>\n",
       "      <td>0.008067</td>\n",
       "      <td>0.011728</td>\n",
       "      <td>0.008067</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>305114</td>\n",
       "      <td>358</td>\n",
       "      <td>386979360</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>8.247070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022978</td>\n",
       "      <td>0.008067</td>\n",
       "      <td>0.011728</td>\n",
       "      <td>0.011728</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>305114</td>\n",
       "      <td>358</td>\n",
       "      <td>387163936</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>4.268066</td>\n",
       "      <td>...</td>\n",
       "      <td>0.126732</td>\n",
       "      <td>0.030315</td>\n",
       "      <td>0.002959</td>\n",
       "      <td>0.030315</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>305114</td>\n",
       "      <td>358</td>\n",
       "      <td>387163936</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.343750</td>\n",
       "      <td>...</td>\n",
       "      <td>0.126732</td>\n",
       "      <td>0.030315</td>\n",
       "      <td>0.002959</td>\n",
       "      <td>0.002959</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>305114</td>\n",
       "      <td>409</td>\n",
       "      <td>435866368</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>5.468018</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022416</td>\n",
       "      <td>0.005273</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>305114</td>\n",
       "      <td>412</td>\n",
       "      <td>438461856</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.135742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012976</td>\n",
       "      <td>0.013034</td>\n",
       "      <td>0.045868</td>\n",
       "      <td>0.045868</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3635</th>\n",
       "      <td>305114</td>\n",
       "      <td>413</td>\n",
       "      <td>439642720</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>6.545898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.430321</td>\n",
       "      <td>0.007037</td>\n",
       "      <td>0.046844</td>\n",
       "      <td>0.046844</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3653</th>\n",
       "      <td>305114</td>\n",
       "      <td>415</td>\n",
       "      <td>441889312</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>10.135742</td>\n",
       "      <td>...</td>\n",
       "      <td>0.413441</td>\n",
       "      <td>0.003393</td>\n",
       "      <td>0.045371</td>\n",
       "      <td>0.045371</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3657</th>\n",
       "      <td>305114</td>\n",
       "      <td>415</td>\n",
       "      <td>441695808</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>15.416504</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023035</td>\n",
       "      <td>0.037473</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>305114</td>\n",
       "      <td>417</td>\n",
       "      <td>443000832</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.748047</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009937</td>\n",
       "      <td>0.001599</td>\n",
       "      <td>0.048404</td>\n",
       "      <td>0.001599</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3682</th>\n",
       "      <td>305114</td>\n",
       "      <td>417</td>\n",
       "      <td>443000832</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.109375</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009937</td>\n",
       "      <td>0.001599</td>\n",
       "      <td>0.048404</td>\n",
       "      <td>0.048404</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>305114</td>\n",
       "      <td>417</td>\n",
       "      <td>443558688</td>\n",
       "      <td>19</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>0.063336</td>\n",
       "      <td>0.020505</td>\n",
       "      <td>0.008685</td>\n",
       "      <td>0.008685</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3694</th>\n",
       "      <td>305114</td>\n",
       "      <td>420</td>\n",
       "      <td>445919776</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.275879</td>\n",
       "      <td>...</td>\n",
       "      <td>0.054261</td>\n",
       "      <td>0.005487</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3705</th>\n",
       "      <td>305114</td>\n",
       "      <td>421</td>\n",
       "      <td>447324288</td>\n",
       "      <td>19</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>0.021345</td>\n",
       "      <td>0.024070</td>\n",
       "      <td>0.005331</td>\n",
       "      <td>0.024070</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3706</th>\n",
       "      <td>305114</td>\n",
       "      <td>421</td>\n",
       "      <td>447324288</td>\n",
       "      <td>19</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>0.021345</td>\n",
       "      <td>0.024070</td>\n",
       "      <td>0.005331</td>\n",
       "      <td>0.005331</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3715</th>\n",
       "      <td>305114</td>\n",
       "      <td>422</td>\n",
       "      <td>447935104</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>7.825928</td>\n",
       "      <td>...</td>\n",
       "      <td>0.845948</td>\n",
       "      <td>0.048832</td>\n",
       "      <td>0.010439</td>\n",
       "      <td>0.048832</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3740</th>\n",
       "      <td>305114</td>\n",
       "      <td>423</td>\n",
       "      <td>449318080</td>\n",
       "      <td>19</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>0.012143</td>\n",
       "      <td>0.014632</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3741</th>\n",
       "      <td>305114</td>\n",
       "      <td>423</td>\n",
       "      <td>449318080</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>3.915405</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012143</td>\n",
       "      <td>0.014632</td>\n",
       "      <td>0.010070</td>\n",
       "      <td>0.010070</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3756</th>\n",
       "      <td>305114</td>\n",
       "      <td>425</td>\n",
       "      <td>451327264</td>\n",
       "      <td>19</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>0.013149</td>\n",
       "      <td>0.021957</td>\n",
       "      <td>0.003300</td>\n",
       "      <td>0.021957</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3757</th>\n",
       "      <td>305114</td>\n",
       "      <td>425</td>\n",
       "      <td>451327264</td>\n",
       "      <td>19</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>0.013149</td>\n",
       "      <td>0.021957</td>\n",
       "      <td>0.003300</td>\n",
       "      <td>0.003300</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3787</th>\n",
       "      <td>305114</td>\n",
       "      <td>429</td>\n",
       "      <td>454470656</td>\n",
       "      <td>19</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>11.654297</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000769</td>\n",
       "      <td>0.003258</td>\n",
       "      <td>0.022522</td>\n",
       "      <td>0.022522</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1212994 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Run  LumiSection    EventNum  Slice  CrossingAngle  MultiRP  Arm  \\\n",
       "10    297227           56    38791640      0          120.0        1    0   \n",
       "20    297227           58    40362008      0          120.0        1    0   \n",
       "33    297227           60    41478176      0          120.0        1    0   \n",
       "47    297227           63    44189296      0          120.0        1    0   \n",
       "69    297227           73    52238048      0          120.0        1    1   \n",
       "84    297227           75    53449356      0          120.0        1    1   \n",
       "93    297227           76    54126336      0          120.0        1    0   \n",
       "111   297227           78    55898044      0          120.0        1    1   \n",
       "118   297227           79    56863080      0          120.0        1    1   \n",
       "138   297227           86    61943160      0          120.0        1    0   \n",
       "164   297227           90    65467680      0          120.0        1    0   \n",
       "165   297227           90    65467680      0          120.0        1    1   \n",
       "178   297227           92    67155624      0          120.0        1    0   \n",
       "183   297227           92    66617716      0          120.0        1    1   \n",
       "190   297227           94    68532032      0          120.0        1    0   \n",
       "191   297227           94    68532032      0          120.0        1    1   \n",
       "194   297227           94    68360752      0          120.0        1    1   \n",
       "199   297227           96    70285688      0          120.0        1    1   \n",
       "205   297227           98    71755640      0          120.0        1    0   \n",
       "218   297227          100    73444736      0          120.0        1    1   \n",
       "235   297227          104    76531576      0          120.0        1    1   \n",
       "268   297227          110    81015088      0          120.0        1    1   \n",
       "286   297227          114    84363320      0          120.0        1    1   \n",
       "300   297219          673  1248461952      0          130.0        1    1   \n",
       "307   297219          673  1247752448      0          130.0        1    1   \n",
       "310   297219          673  1247995264      0          130.0        1    0   \n",
       "325   297292           74   138836176      0          150.0        1    0   \n",
       "358   297292           77   143719104      0          150.0        1    1   \n",
       "374   297292           78   146420704      0          150.0        1    0   \n",
       "375   297292           78   146420704      0          150.0        1    1   \n",
       "...      ...          ...         ...    ...            ...      ...  ...   \n",
       "3465  305114          425   451327264     18          120.0        1    1   \n",
       "3471  305114          426   451947328     18          120.0        1    0   \n",
       "3479  305114          426   451594752     18          120.0        1    1   \n",
       "3491  305114          428   454296352     18          120.0        1    0   \n",
       "3492  305114          428   454296352     18          120.0        1    1   \n",
       "3499  305114          429   454470656     18          120.0        1    0   \n",
       "3525  305114          350   379247808     19          120.0        1    0   \n",
       "3570  305114          356   385104416     19          120.0        1    0   \n",
       "3582  305114          357   386194080     19          120.0        1    1   \n",
       "3590  305114          358   386979360     19          120.0        1    0   \n",
       "3591  305114          358   386979360     19          120.0        1    1   \n",
       "3597  305114          358   387163936     19          120.0        1    0   \n",
       "3598  305114          358   387163936     19          120.0        1    1   \n",
       "3607  305114          409   435866368     19          120.0        1    1   \n",
       "3626  305114          412   438461856     19          120.0        1    1   \n",
       "3635  305114          413   439642720     19          120.0        1    1   \n",
       "3653  305114          415   441889312     19          120.0        1    1   \n",
       "3657  305114          415   441695808     19          120.0        1    0   \n",
       "3681  305114          417   443000832     19          120.0        1    0   \n",
       "3682  305114          417   443000832     19          120.0        1    1   \n",
       "3685  305114          417   443558688     19          120.0        1    1   \n",
       "3694  305114          420   445919776     19          120.0        1    1   \n",
       "3705  305114          421   447324288     19          120.0        1    0   \n",
       "3706  305114          421   447324288     19          120.0        1    1   \n",
       "3715  305114          422   447935104     19          120.0        1    0   \n",
       "3740  305114          423   449318080     19          120.0        1    0   \n",
       "3741  305114          423   449318080     19          120.0        1    1   \n",
       "3756  305114          425   451327264     19          120.0        1    0   \n",
       "3757  305114          425   451327264     19          120.0        1    1   \n",
       "3787  305114          429   454470656     19          120.0        1    1   \n",
       "\n",
       "      RPId1  RPId2    TrackX1  ...     Acopl  XiMuMuPlus  XiMuMuMinus  \\\n",
       "10        3     23   7.063232  ...  0.058782    0.002211     0.062855   \n",
       "20        3     23   7.391113  ...  0.271141    0.028539     0.011619   \n",
       "33        3     23   6.782959  ...  0.157789    0.035037     0.018197   \n",
       "47        3     23  13.382812  ...  0.008506    0.033806     0.010684   \n",
       "69      103    123   8.629883  ...  0.060892    0.014483     0.008333   \n",
       "84      103    123   5.546875  ...  0.023202    0.019344     0.007848   \n",
       "93        3     23   8.200684  ...  0.145185    0.049092     0.006129   \n",
       "111     103    123   3.611084  ...  0.273834    0.032531     0.003312   \n",
       "118     103    123   3.396606  ...  0.026694    0.001631     0.059633   \n",
       "138       3     23   7.637451  ...  0.095938    0.016999     0.009692   \n",
       "164       3     23   4.550049  ...  0.122833    0.001826     0.078518   \n",
       "165     103    123   7.743896  ...  0.122833    0.001826     0.078518   \n",
       "178       3     23   7.568359  ...  0.059819    0.003387     0.031080   \n",
       "183     103    123   6.093262  ...  0.138546    0.007029     0.020797   \n",
       "190       3     23   9.797363  ...  0.003693    0.018082     0.015884   \n",
       "191     103    123   9.110840  ...  0.003693    0.018082     0.015884   \n",
       "194     103    123   3.855957  ...  0.410358    0.090327     0.001269   \n",
       "199     103    123   2.719238  ...  0.516247    0.051813     0.003133   \n",
       "205       3     23   8.505859  ...  0.043575    0.001635     0.044986   \n",
       "218     103    123   8.751953  ...  0.056547    0.013676     0.005792   \n",
       "235     103    123  11.446289  ...  0.488525    0.039581     0.003762   \n",
       "268     103    123   7.502686  ...  0.446716    0.010912     0.011531   \n",
       "286     103    123   4.247559  ...  0.012675    0.017338     0.055097   \n",
       "300     103    123   8.751953  ...  0.375142    0.011854     0.013446   \n",
       "307     103    123   8.282715  ...  0.111053    0.012471     0.009107   \n",
       "310       3     23   6.782959  ...  0.014958    0.001424     0.057475   \n",
       "325       3     23   7.469482  ...  0.090832    0.019722     0.010234   \n",
       "358     103    123   5.734863  ...  0.009722    0.025261     0.005445   \n",
       "374       3     23   4.559082  ...  0.078056    0.002510     0.052399   \n",
       "375     103    123  13.271973  ...  0.078056    0.002510     0.052399   \n",
       "...     ...    ...        ...  ...       ...         ...          ...   \n",
       "3465    103    123  11.109375  ...  0.013149    0.021957     0.003300   \n",
       "3471      3     23   4.372070  ...  0.197084    0.003975     0.023258   \n",
       "3479    103    123   6.944824  ...  0.008790    0.001865     0.043933   \n",
       "3491      3     23  10.345215  ...  0.021819    0.030502     0.008749   \n",
       "3492    103    123   8.247070  ...  0.021819    0.030502     0.008749   \n",
       "3499      3     23   4.372070  ...  0.000769    0.003258     0.022522   \n",
       "3525      3     23   4.854492  ...  0.022361    0.003570     0.024150   \n",
       "3570      3     23   5.232178  ...  0.074001    0.012326     0.006220   \n",
       "3582    103    123   4.138184  ...  0.482201    0.016894     0.010380   \n",
       "3590      3     23  10.345215  ...  0.022978    0.008067     0.011728   \n",
       "3591    103    123   8.247070  ...  0.022978    0.008067     0.011728   \n",
       "3597      3     23   4.268066  ...  0.126732    0.030315     0.002959   \n",
       "3598    103    123   5.343750  ...  0.126732    0.030315     0.002959   \n",
       "3607    103    123   5.468018  ...  0.022416    0.005273     0.021103   \n",
       "3626    103    123  10.135742  ...  0.012976    0.013034     0.045868   \n",
       "3635    103    123   6.545898  ...  0.430321    0.007037     0.046844   \n",
       "3653    103    123  10.135742  ...  0.413441    0.003393     0.045371   \n",
       "3657      3     23  15.416504  ...  0.023035    0.037473     0.004266   \n",
       "3681      3     23   3.748047  ...  0.009937    0.001599     0.048404   \n",
       "3682    103    123  11.109375  ...  0.009937    0.001599     0.048404   \n",
       "3685    103    123   5.891602  ...  0.063336    0.020505     0.008685   \n",
       "3694    103    123   3.275879  ...  0.054261    0.005487     0.043399   \n",
       "3705      3     23  10.752441  ...  0.021345    0.024070     0.005331   \n",
       "3706    103    123   6.430176  ...  0.021345    0.024070     0.005331   \n",
       "3715      3     23   7.825928  ...  0.845948    0.048832     0.010439   \n",
       "3740      3     23   8.744141  ...  0.012143    0.014632     0.010070   \n",
       "3741    103    123   3.915405  ...  0.012143    0.014632     0.010070   \n",
       "3756      3     23   9.125000  ...  0.013149    0.021957     0.003300   \n",
       "3757    103    123   9.477539  ...  0.013149    0.021957     0.003300   \n",
       "3787    103    123  11.654297  ...  0.000769    0.003258     0.022522   \n",
       "\n",
       "        XiMuMu  period  within_aperture   xlow   xhigh    ylow  yhigh  \n",
       "10    0.002211   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "20    0.028539   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "33    0.035037   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "47    0.033806   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "69    0.008333   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "84    0.007848   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "93    0.049092   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "111   0.003312   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "118   0.059633   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "138   0.016999   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "164   0.001826   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "165   0.078518   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "178   0.003387   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "183   0.020797   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "190   0.018082   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "191   0.015884   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "194   0.001269   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "199   0.003133   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "205   0.001635   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "218   0.005792   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "235   0.003762   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "268   0.011531   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "286   0.055097   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "300   0.013446   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "307   0.009107   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "310   0.001424   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "325   0.019722   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "358   0.005445   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "374   0.002510   2017B             True  1.995  24.334 -10.098  4.298  \n",
       "375   0.052399   2017B             True  2.422  24.620  -9.698  4.698  \n",
       "...        ...     ...              ...    ...     ...     ...    ...  \n",
       "3465  0.003300  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3471  0.003975  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3479  0.043933  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3491  0.030502  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3492  0.008749  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3499  0.003258  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3525  0.003570  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3570  0.012326  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3582  0.010380  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3590  0.008067  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3591  0.011728  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3597  0.030315  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3598  0.002959  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3607  0.021103  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3626  0.045868  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3635  0.046844  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3653  0.045371  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3657  0.037473  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3681  0.001599  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3682  0.048404  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3685  0.008685  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3694  0.043399  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3705  0.024070  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3706  0.005331  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3715  0.048832  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3740  0.014632  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3741  0.010070  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3756  0.021957  2017F1             True  1.995  24.334 -10.098  4.298  \n",
       "3757  0.003300  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "3787  0.022522  2017F1             True  2.422  24.620  -9.698  4.698  \n",
       "\n",
       "[1212994 rows x 49 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bkg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set aside test sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Run  LumiSection  EventNum  Slice  CrossingAngle  MultiRP  Arm  RPId1  \\\n",
      "7184      1          764     76394      0          120.0        1    0      3   \n",
      "134812    1         1698    169732      0          150.0        1    1    103   \n",
      "198101    1          414     41334      0          130.0        1    1    103   \n",
      "45399     1         1124    112389      0          130.0        1    1    103   \n",
      "1743      1           17      1693      0          150.0        1    0      3   \n",
      "121218    1         1573    157270      0          120.0        1    1    103   \n",
      "15170     1          841     84012      0          120.0        1    1    103   \n",
      "37604     1         1049    104823      0          150.0        1    1    103   \n",
      "210846    1          732     73107      0          150.0        1    0      3   \n",
      "117203    1         1522    152180      0          120.0        1    1    103   \n",
      "28055     1          961     96012      0          130.0        1    0      3   \n",
      "86475     1         1251    125077      0          130.0        1    1    103   \n",
      "181245    1          256     25551      0          120.0        1    1    103   \n",
      "169047    1         1956    195558      0          130.0        1    1    103   \n",
      "32714     1         1004    100399      0          130.0        1    1    103   \n",
      "140149    1         1748    174768      0          130.0        1    0      3   \n",
      "176573    1          212     21193      0          120.0        1    0      3   \n",
      "140941    1         1756    175564      0          150.0        1    0      3   \n",
      "198366    1          416     41592      0          130.0        1    0      3   \n",
      "38397     1         1056    105600      0          140.0        1    0      3   \n",
      "211601    1          739     73854      0          150.0        1    1    103   \n",
      "82130     1         1211    121033      0          120.0        1    1    103   \n",
      "452       1            5       448      0          120.0        1    0      3   \n",
      "213330    1          755     75431      0          130.0        1    0      3   \n",
      "142973    1         1774    177332      0          150.0        1    1    103   \n",
      "97261     1         1354    135343      0          140.0        1    0      3   \n",
      "137463    1         1723    172275      0          120.0        1    0      3   \n",
      "174724    1          195     19470      0          130.0        1    1    103   \n",
      "71113     1         1150    114945      0          140.0        1    1    103   \n",
      "161664    1         1914    191376      0          120.0        1    1    103   \n",
      "...     ...          ...       ...    ...            ...      ...  ...    ...   \n",
      "76992     1          107     10640      0          150.0        1    1    103   \n",
      "129128    1         1644    164340      0          150.0        1    1    103   \n",
      "42511     1         1096    109562      0          100.0        1    0      3   \n",
      "15853     1          847     84610      0          130.0        1    0      3   \n",
      "74232     1           81      8083      0          130.0        1    0      3   \n",
      "164321    1         1878    187776      0          140.0        1    1    103   \n",
      "137831    1         1727    172634      0          140.0        1    0      3   \n",
      "26167     1          944     94316      0          150.0        1    0      3   \n",
      "201552    1          448     44711      0          150.0        1    0      3   \n",
      "58177     1          560     55938      0          120.0        1    1    103   \n",
      "186173    1          301     30068      0          140.0        1    0      3   \n",
      "69636     1          704     70332      0          150.0        1    1    103   \n",
      "97333     1         1354    135399      0          140.0        1    1    103   \n",
      "103553    1         1413    141261      0          120.0        1    1    103   \n",
      "87043     1         1258    125706      0          120.0        1    0      3   \n",
      "100585    1         1385    138419      0          120.0        1    1    103   \n",
      "30420     1          982     98198      0          150.0        1    1    103   \n",
      "179165    1          236     23544      0          120.0        1    1    103   \n",
      "123651    1         1595    159414      0          150.0        1    1    103   \n",
      "212803    1          750     74969      0          120.0        1    1    103   \n",
      "180167    1          245     24483      0          130.0        1    0      3   \n",
      "75653     1           94      9355      0          150.0        1    1    103   \n",
      "124669    1         1605    160414      0          150.0        1    0      3   \n",
      "92860     1         1312    131197      0          120.0        1    0      3   \n",
      "18392     1          870     86986      0          140.0        1    1    103   \n",
      "197726    1          410     40989      0          150.0        1    0      3   \n",
      "88623     1         1273    127229      0          120.0        1    0      3   \n",
      "9921      1          790     78940      0          130.0        1    0      3   \n",
      "52540     1          506     50557      0          150.0        1    0      3   \n",
      "93287     1         1317    131622      0          120.0        1    0      3   \n",
      "\n",
      "        RPId2    TrackX1  ...      InvMass  ExtraPfCands     Acopl  \\\n",
      "7184       23   4.441162  ...   178.602219             1  0.000010   \n",
      "134812    123   2.944824  ...   153.753983             2  0.000206   \n",
      "198101    123   2.744141  ...   166.183243             0  0.000691   \n",
      "45399     123   5.145264  ...   126.224342             1  0.000256   \n",
      "1743       23   4.333984  ...   125.001396             0  0.001747   \n",
      "121218    123   3.020142  ...   127.565163             0  0.002157   \n",
      "15170     123   4.541260  ...   138.386398             1  0.000247   \n",
      "37604     123   3.437012  ...   262.177338             0  0.000288   \n",
      "210846     23   5.333252  ...   135.474152             5  0.000149   \n",
      "117203    123   4.303955  ...   166.485199             2  0.000219   \n",
      "28055      23  11.315918  ...   320.476044             0  0.001949   \n",
      "86475     123   7.253906  ...  1028.938843             1  0.000964   \n",
      "181245    123   4.729492  ...   117.368462             1  0.000231   \n",
      "169047    123   2.968994  ...   423.723816             0  0.000743   \n",
      "32714     123   3.218872  ...   122.380188             7  0.001037   \n",
      "140149     23   6.326172  ...   239.112457            55  0.000518   \n",
      "176573     23   4.790527  ...   168.536484             0  0.000366   \n",
      "140941     23   6.864502  ...   136.844131             1  0.000651   \n",
      "198366     23   6.481934  ...   546.199219             0  0.000679   \n",
      "38397      23   7.662109  ...   534.272400             8  0.000064   \n",
      "211601    123   2.918823  ...   202.142914             0  0.001240   \n",
      "82130     123   3.286011  ...   215.821198             1  0.001794   \n",
      "452        23   5.365967  ...   288.496582             1  0.000091   \n",
      "213330     23   4.582520  ...   150.400101             0  0.000495   \n",
      "142973    123   4.160156  ...   179.275513             0  0.000315   \n",
      "97261      23   4.189453  ...   136.514526             2  0.001246   \n",
      "137463     23   6.742432  ...   149.946960             0  0.001006   \n",
      "174724    123   4.496338  ...   159.740234             0  0.000846   \n",
      "71113     123   9.054688  ...   362.772125             2  0.000029   \n",
      "161664    123   6.317139  ...   116.037216             0  0.000607   \n",
      "...       ...        ...  ...          ...           ...       ...   \n",
      "76992     123   3.252686  ...   145.748215            29  0.000011   \n",
      "129128    123   4.750977  ...   155.030884             3  0.000512   \n",
      "42511      23   4.507812  ...   163.538010            12  0.000210   \n",
      "15853      23  11.438477  ...   682.236450             3  0.000068   \n",
      "74232      23   4.323486  ...   136.253143             1  0.001055   \n",
      "164321    123   6.539551  ...   260.500854             1  0.000900   \n",
      "137831     23   7.526855  ...   122.931351             0  0.003156   \n",
      "26167      23   5.407471  ...   165.715668            19  0.000096   \n",
      "201552     23   7.108643  ...   484.868378             4  0.000485   \n",
      "58177     123   3.719238  ...   131.785736             1  0.000732   \n",
      "186173     23   3.598389  ...   193.412659             5  0.001519   \n",
      "69636     123   2.819946  ...   111.976242             3  0.000232   \n",
      "97333     123   2.652954  ...   229.004944             1  0.001212   \n",
      "103553    123   3.086182  ...   125.452827             1  0.000655   \n",
      "87043      23   6.812012  ...   604.589355             1  0.000519   \n",
      "100585    123   4.371094  ...   187.998718             0  0.000366   \n",
      "30420     123   4.984375  ...   247.693024             3  0.001040   \n",
      "179165    123   3.678711  ...   119.468964             0  0.000227   \n",
      "123651    123   4.696533  ...   201.868973             0  0.000020   \n",
      "212803    123   4.821533  ...   384.259979             4  0.000464   \n",
      "180167     23   5.241943  ...   153.217575             1  0.001292   \n",
      "75653     123   4.055420  ...   243.357697             3  0.001178   \n",
      "124669     23   7.749756  ...   152.665268             0  0.001455   \n",
      "92860      23  10.638672  ...   127.094322             7  0.004251   \n",
      "18392     123   3.045166  ...   218.304749             1  0.000438   \n",
      "197726     23   3.799072  ...   127.848137             0  0.000176   \n",
      "88623      23   9.468750  ...   199.636047             1  0.000702   \n",
      "9921       23   7.618164  ...   317.243439             6  0.000324   \n",
      "52540      23   6.539795  ...   177.086792             4  0.000882   \n",
      "93287      23   6.610840  ...   207.150894             0  0.000680   \n",
      "\n",
      "        XiMuMuPlus  XiMuMuMinus    XiMuMu   xlow   xhigh    ylow  yhigh  \n",
      "7184      0.040151     0.004701  0.040151  1.995  24.334 -10.098  4.298  \n",
      "134812    0.003692     0.037886  0.037886  2.422  24.620  -9.698  4.698  \n",
      "198101    0.003789     0.043130  0.043130  2.422  24.620  -9.698  4.698  \n",
      "45399     0.001673     0.056360  0.056360  2.422  24.620  -9.698  4.698  \n",
      "1743      0.041338     0.002238  0.041338  1.995  24.334 -10.098  4.298  \n",
      "121218    0.002344     0.041076  0.041076  2.422  24.620  -9.698  4.698  \n",
      "15170     0.001612     0.070304  0.070304  2.422  24.620  -9.698  4.698  \n",
      "37604     0.005933     0.068566  0.068566  2.422  24.620  -9.698  4.698  \n",
      "210846    0.050503     0.002150  0.050503  1.995  24.334 -10.098  4.298  \n",
      "117203    0.003021     0.054283  0.054283  2.422  24.620  -9.698  4.698  \n",
      "28055     0.075807     0.008017  0.075807  1.995  24.334 -10.098  4.298  \n",
      "86475     0.067469     0.092870  0.092870  2.422  24.620  -9.698  4.698  \n",
      "181245    0.001290     0.063180  0.063180  2.422  24.620  -9.698  4.698  \n",
      "169047    0.029491     0.036026  0.036026  2.422  24.620  -9.698  4.698  \n",
      "32714     0.002155     0.041133  0.041133  2.422  24.620  -9.698  4.698  \n",
      "140149    0.056016     0.006040  0.056016  1.995  24.334 -10.098  4.298  \n",
      "176573    0.043850     0.003833  0.043850  1.995  24.334 -10.098  4.298  \n",
      "140941    0.067343     0.001646  0.067343  1.995  24.334 -10.098  4.298  \n",
      "198366    0.071096     0.024830  0.071096  1.995  24.334 -10.098  4.298  \n",
      "38397     0.064152     0.026330  0.064152  1.995  24.334 -10.098  4.298  \n",
      "211601    0.006368     0.037974  0.037974  2.422  24.620  -9.698  4.698  \n",
      "82130     0.006445     0.042765  0.042765  2.422  24.620  -9.698  4.698  \n",
      "452       0.051456     0.009571  0.051456  1.995  24.334 -10.098  4.298  \n",
      "213330    0.046523     0.002878  0.046523  1.995  24.334 -10.098  4.298  \n",
      "142973    0.003357     0.056647  0.056647  2.422  24.620  -9.698  4.698  \n",
      "97261     0.039147     0.002817  0.039147  1.995  24.334 -10.098  4.298  \n",
      "137463    0.064016     0.002080  0.064016  1.995  24.334 -10.098  4.298  \n",
      "174724    0.002358     0.064042  0.064042  2.422  24.620  -9.698  4.698  \n",
      "71113     0.007807     0.100046  0.100046  2.422  24.620  -9.698  4.698  \n",
      "161664    0.001053     0.075706  0.075706  2.422  24.620  -9.698  4.698  \n",
      "...            ...          ...       ...    ...     ...     ...    ...  \n",
      "76992     0.002769     0.045401  0.045401  2.422  24.620  -9.698  4.698  \n",
      "129128    0.001657     0.085834  0.085834  2.422  24.620  -9.698  4.698  \n",
      "42511     0.038220     0.004141  0.038220  1.995  24.334 -10.098  4.298  \n",
      "15853     0.114950     0.023959  0.114950  1.995  24.334 -10.098  4.298  \n",
      "74232     0.039451     0.002786  0.039451  1.995  24.334 -10.098  4.298  \n",
      "164321    0.004736     0.084789  0.084789  2.422  24.620  -9.698  4.698  \n",
      "137831    0.080912     0.001109  0.080912  1.995  24.334 -10.098  4.298  \n",
      "26167     0.051459     0.003158  0.051459  1.995  24.334 -10.098  4.298  \n",
      "201552    0.067904     0.020487  0.067904  1.995  24.334 -10.098  4.298  \n",
      "58177     0.002266     0.045380  0.045380  2.422  24.620  -9.698  4.698  \n",
      "186173    0.036387     0.006084  0.036387  1.995  24.334 -10.098  4.298  \n",
      "69636     0.001770     0.041928  0.041928  2.422  24.620  -9.698  4.698  \n",
      "97333     0.007295     0.042537  0.042537  2.422  24.620  -9.698  4.698  \n",
      "103553    0.002500     0.037255  0.037255  2.422  24.620  -9.698  4.698  \n",
      "87043     0.074236     0.029147  0.074236  1.995  24.334 -10.098  4.298  \n",
      "100585    0.003929     0.053247  0.053247  2.422  24.620  -9.698  4.698  \n",
      "30420     0.004974     0.073001  0.073001  2.422  24.620  -9.698  4.698  \n",
      "179165    0.001959     0.043105  0.043105  2.422  24.620  -9.698  4.698  \n",
      "123651    0.004203     0.057369  0.057369  2.422  24.620  -9.698  4.698  \n",
      "212803    0.015935     0.054830  0.054830  2.422  24.620  -9.698  4.698  \n",
      "180167    0.045047     0.003084  0.045047  1.995  24.334 -10.098  4.298  \n",
      "75653     0.006205     0.056495  0.056495  2.422  24.620  -9.698  4.698  \n",
      "124669    0.070117     0.001968  0.070117  1.995  24.334 -10.098  4.298  \n",
      "92860     0.070718     0.001352  0.070718  1.995  24.334 -10.098  4.298  \n",
      "18392     0.005459     0.051657  0.051657  2.422  24.620  -9.698  4.698  \n",
      "197726    0.043945     0.002201  0.043945  1.995  24.334 -10.098  4.298  \n",
      "88623     0.087377     0.002702  0.087377  1.995  24.334 -10.098  4.298  \n",
      "9921      0.063537     0.009373  0.063537  1.995  24.334 -10.098  4.298  \n",
      "52540     0.069815     0.002658  0.069815  1.995  24.334 -10.098  4.298  \n",
      "93287     0.063835     0.003980  0.063835  1.995  24.334 -10.098  4.298  \n",
      "\n",
      "[28830 rows x 47 columns]         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] [1. 1. 1. ... 1. 1. 1.] [1. 1. 1. ... 1. 1. 1.]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Run  LumiSection    EventNum  Slice  CrossingAngle  MultiRP  Arm  \\\n",
      "584610  304169          775  1174086912     15          130.0        1    1   \n",
      "305145  300375           71   110011792     10          140.0        1    0   \n",
      "665428  297219          184   377924896      4          150.0        1    0   \n",
      "988550  304209          366   622661056     12          140.0        1    1   \n",
      "696031  297219          690  1276009216      6          130.0        1    0   \n",
      "611262  304447         1056  1711461760      8          120.0        1    1   \n",
      "106992  299481          305   363365184      0          120.0        1    0   \n",
      "802514  304654          407   657480768      8          130.0        1    1   \n",
      "391423  300576          119   174375040      8          140.0        1    1   \n",
      "688733  305045          278   484990912     14          140.0        1    1   \n",
      "886189  300280          635   846633792      5          140.0        1    0   \n",
      "691408  305112          628  1070034240      8          130.0        1    0   \n",
      "324912  304144         1952  2801836800      5          110.0        1    1   \n",
      "772152  305112          739  1256376448      3          130.0        1    1   \n",
      "880975  300280          629   836498304     16          140.0        1    0   \n",
      "268202  305113           13     7818990     13          120.0        1    0   \n",
      "279987  300636         1505  1691709568     13          120.0        1    1   \n",
      "570986  300576           66    95590904      7          150.0        1    1   \n",
      "209081  300467           68    72470224     12          120.0        1    0   \n",
      "849779  304740            6     5892824      6          120.0        1    0   \n",
      "259729  304366          167   274509056     14          150.0        1    1   \n",
      "985045  297101          223   312505248      9          150.0        1    0   \n",
      "453130  299593          419   514767680      8          140.0        1    1   \n",
      "404383  297467           91   125553304      0          150.0        1    0   \n",
      "314603  300777           90   112029576      8          150.0        1    0   \n",
      "581753  300459          220   327394752      3          150.0        1    1   \n",
      "374309  297178          228   312824704     19          140.0        1    1   \n",
      "610908  305064         1098  1533012224     14          120.0        1    1   \n",
      "798669  304447           84   153647456      6          150.0        1    1   \n",
      "621795  304797         1427  2340289024     15          120.0        1    1   \n",
      "...        ...          ...         ...    ...            ...      ...  ...   \n",
      "302356  300237          663   900025472     18          130.0        1    1   \n",
      "598627  304062          772  1161486336     11          130.0        1    0   \n",
      "267537  304616          910  1494086272     19          130.0        1    1   \n",
      "669824  304170           92    86998272     14          110.0        1    1   \n",
      "720147  297219         2265  3187383808      2          120.0        1    1   \n",
      "257968  305081          219   326257376      3          150.0        1    1   \n",
      "734099  304738          285   483494304     17          130.0        1    1   \n",
      "751856  304125          495   795360256     16          130.0        1    1   \n",
      "540248  299395           94   138917696      8          150.0        1    0   \n",
      "73002   304778          360   638993600     16          130.0        1    0   \n",
      "850534  300122          198   256528048     14          150.0        1    0   \n",
      "136084  300631          120   113913320     16          150.0        1    1   \n",
      "241621  305045          477   804869056     18          120.0        1    0   \n",
      "773894  300284          443   603501952     12          120.0        1    0   \n",
      "21672   304738          140   247246816      9          150.0        1    0   \n",
      "20704   305045          140   257107024      0          140.0        1    0   \n",
      "652428  300636         1368  1568472320     17          120.0        1    0   \n",
      "979018  303832          448   563227392      0          140.0        1    1   \n",
      "843363  304144          905  1575104384     14          130.0        1    1   \n",
      "830323  300576          187   285196288     15          140.0        1    0   \n",
      "846316  305045          232   412204256      6          140.0        1    1   \n",
      "328291  304366          161   261655072      6          150.0        1    1   \n",
      "298403  304144          500   849580544     10          140.0        1    0   \n",
      "542188  305045          840  1309979520     18          120.0        1    1   \n",
      "730152  297219           10    19343876     10          150.0        1    1   \n",
      "752601  304616          637  1063349056      9          130.0        1    1   \n",
      "951730  305064         1543  1929922432     14          110.0        1    0   \n",
      "616117  305059          473   663097408      6          150.0        1    0   \n",
      "852799  304562          229   317534368      7          150.0        1    1   \n",
      "65875   297296           41    59507760     15          130.0        1    1   \n",
      "\n",
      "        RPId1  RPId2    TrackX1  ...     Acopl  XiMuMuPlus  XiMuMuMinus  \\\n",
      "584610    103    123   5.188477  ...  0.107399    0.006463     0.018423   \n",
      "305145      3     23   3.576294  ...  0.105640    0.051889     0.006702   \n",
      "665428      3     23  11.187988  ...  0.552615    0.006062     0.146347   \n",
      "988550    103    123   6.848145  ...  0.019761    0.063330     0.016469   \n",
      "696031      3     23  12.202637  ...  0.017037    0.008327     0.099107   \n",
      "611262    103    123   5.043213  ...  0.005014    0.037065     0.003526   \n",
      "106992      3     23   3.822388  ...  0.030717    0.031280     0.002459   \n",
      "802514    103    123   5.360596  ...  0.002613    0.066164     0.002303   \n",
      "391423    103    123   4.906250  ...  0.000453    0.009466     0.021551   \n",
      "688733    103    123  11.034180  ...  0.028492    0.017014     0.004507   \n",
      "886189      3     23   5.914551  ...  0.023239    0.013150     0.057583   \n",
      "691408      3     23   2.768188  ...  0.008765    0.013409     0.030065   \n",
      "324912    103    123  12.620117  ...  0.007472    0.012592     0.010055   \n",
      "772152    103    123  11.625488  ...  0.129574    0.030184     0.002941   \n",
      "880975      3     23   6.237549  ...  0.053329    0.017512     0.005518   \n",
      "268202      3     23   6.758545  ...  0.524713    0.016752     0.009130   \n",
      "279987    103    123   4.102783  ...  0.045927    0.078344     0.005979   \n",
      "570986    103    123   4.658691  ...  0.039325    0.025182     0.008356   \n",
      "209081      3     23  10.952637  ...  0.060138    0.011827     0.006562   \n",
      "849779      3     23   5.786621  ...  0.006784    0.003146     0.033579   \n",
      "259729    103    123   3.054077  ...  0.094387    0.038165     0.002011   \n",
      "985045      3     23  12.019043  ...  0.061234    0.053992     0.002723   \n",
      "453130    103    123   3.058228  ...  0.101628    0.010951     0.017203   \n",
      "404383      3     23   5.448730  ...  0.023148    0.012060     0.005984   \n",
      "314603      3     23   5.665283  ...  0.013444    0.001707     0.053964   \n",
      "581753    103    123   9.377441  ...  0.005123    0.004739     0.028871   \n",
      "374309    103    123   5.658936  ...  0.015889    0.047323     0.001769   \n",
      "610908    103    123  12.645020  ...  0.007144    0.008200     0.009430   \n",
      "798669    103    123   7.587158  ...  0.022131    0.019282     0.008156   \n",
      "621795    103    123   5.297119  ...  0.068015    0.002580     0.030775   \n",
      "...       ...    ...        ...  ...       ...         ...          ...   \n",
      "302356    103    123   4.233398  ...  0.138085    0.019976     0.010085   \n",
      "598627      3     23   3.232056  ...  0.007670    0.033473     0.003638   \n",
      "267537    103    123  14.249023  ...  0.031511    0.008814     0.024284   \n",
      "669824    103    123   4.530762  ...  0.033716    0.067830     0.006292   \n",
      "720147    103    123   6.279785  ...  0.336816    0.023748     0.004399   \n",
      "257968    103    123   2.708374  ...  0.011104    0.023649     0.005628   \n",
      "734099    103    123   5.021973  ...  0.004076    0.044463     0.002685   \n",
      "751856    103    123   3.692993  ...  0.033194    0.007446     0.011940   \n",
      "540248      3     23   7.741943  ...  0.010655    0.003610     0.050675   \n",
      "73002       3     23  11.588867  ...  0.012910    0.017513     0.004689   \n",
      "850534      3     23  12.578125  ...  0.027820    0.027735     0.004792   \n",
      "136084    103    123   8.093262  ...  0.003619    0.008833     0.056116   \n",
      "241621      3     23  14.129395  ...  0.025874    0.056897     0.001475   \n",
      "773894      3     23   2.617065  ...  0.030078    0.024419     0.002960   \n",
      "21672       3     23   7.911865  ...  0.016484    0.003366     0.032263   \n",
      "20704       3     23   5.484863  ...  0.060852    0.062842     0.003943   \n",
      "652428      3     23   7.285156  ...  0.052244    0.012794     0.047732   \n",
      "979018    103    123   4.372314  ...  0.002366    0.049924     0.005069   \n",
      "843363    103    123   8.997070  ...  0.200030    0.001362     0.085376   \n",
      "830323      3     23   9.520020  ...  0.087240    0.022521     0.008101   \n",
      "846316    103    123   6.943604  ...  0.019658    0.007873     0.009132   \n",
      "328291    103    123   4.406494  ...  0.049833    0.001762     0.060302   \n",
      "298403      3     23  10.987305  ...  0.635022    0.003959     0.034947   \n",
      "542188    103    123   5.727051  ...  0.306168    0.023314     0.019608   \n",
      "730152    103    123   8.509277  ...  0.718522    0.071555     0.002491   \n",
      "752601    103    123   9.294922  ...  0.088726    0.003925     0.033788   \n",
      "951730      3     23  10.333496  ...  0.016173    0.007345     0.024705   \n",
      "616117      3     23   4.973145  ...  0.058237    0.004419     0.017918   \n",
      "852799    103    123   4.288330  ...  0.028656    0.006970     0.023964   \n",
      "65875     103    123   7.574219  ...  0.068906    0.001375     0.074483   \n",
      "\n",
      "          XiMuMu  period  within_aperture   xlow   xhigh    ylow  yhigh  \n",
      "584610  0.018423   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "305145  0.051889  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "665428  0.006062   2017B             True  1.995  24.334 -10.098  4.298  \n",
      "988550  0.016469   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "696031  0.008327   2017B             True  1.995  24.334 -10.098  4.298  \n",
      "611262  0.003526   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "106992  0.031280  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "802514  0.002303   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "391423  0.021551  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "688733  0.004507  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "886189  0.013150  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "691408  0.013409  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "324912  0.010055   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "772152  0.002941  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "880975  0.017512  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "268202  0.016752  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "279987  0.005979  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "570986  0.008356  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "209081  0.011827  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "849779  0.003146   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "259729  0.002011   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "985045  0.053992   2017B             True  1.995  24.334 -10.098  4.298  \n",
      "453130  0.017203  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "404383  0.012060   2017B             True  1.995  24.334 -10.098  4.298  \n",
      "314603  0.001707  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "581753  0.028871  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "374309  0.001769   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "610908  0.009430  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "798669  0.008156   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "621795  0.030775   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "...          ...     ...              ...    ...     ...     ...    ...  \n",
      "302356  0.010085  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "598627  0.033473   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "267537  0.024284   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "669824  0.006292   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "720147  0.004399   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "257968  0.005628  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "734099  0.002685   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "751856  0.011940   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "540248  0.003610  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "73002   0.017513   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "850534  0.027735  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "136084  0.056116  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "241621  0.056897  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "773894  0.024419  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "21672   0.003366   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "20704   0.062842  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "652428  0.012794  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "979018  0.005069   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "843363  0.085376   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "830323  0.022521  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "846316  0.009132  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "328291  0.060302   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "298403  0.003959   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "542188  0.019608  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "730152  0.002491   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "752601  0.033788   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "951730  0.007345  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "616117  0.004419  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "852799  0.023964   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "65875   0.074483   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "\n",
      "[727796 rows x 49 columns]            Run  LumiSection    EventNum  Slice  CrossingAngle  MultiRP  Arm  \\\n",
      "931377  303838          698  1020683264      3          130.0        1    1   \n",
      "659744  297219          530  1011556224      0          140.0        1    1   \n",
      "240398  303998          166   216886368     12          150.0        1    1   \n",
      "994078  304562          846  1453095808      3          130.0        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",
      "287820  300636          875  1082481024      5          120.0        1    0   \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",
      "561583  300226          229   285576352     13          150.0        1    0   \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",
      "...        ...          ...         ...    ...            ...      ...  ...   \n",
      "351340  299593          323   372354432      9          140.0        1    0   \n",
      "428698  305046          260   281433120      8          120.0        1    1   \n",
      "432349  305081          576   984333056     11          130.0        1    1   \n",
      "80973   300558           42    52434876      4          130.0        1    1   \n",
      "447114  300777          318   487580896      0          150.0        1    0   \n",
      "380546  303999           36    64034384      4          150.0        1    1   \n",
      "248375  300155         1040  1401899904      6          130.0        1    0   \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",
      "875235  304738          261   446045216      8          150.0        1    0   \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  ...     Acopl  XiMuMuPlus  XiMuMuMinus  \\\n",
      "931377    103    123   7.717773  ...  0.009081    0.004645     0.023206   \n",
      "659744    103    123   3.239868  ...  0.078974    0.055886     0.012037   \n",
      "240398    103    123   6.843018  ...  0.347860    0.004699     0.026504   \n",
      "994078    103    123   4.424316  ...  0.226842    0.002129     0.052912   \n",
      "830447    103    123   4.314697  ...  0.008625    0.036819     0.027692   \n",
      "393413      3     23   6.260498  ...  0.056475    0.011132     0.017820   \n",
      "806350    103    123   9.954102  ...  0.256566    0.003713     0.024156   \n",
      "498669    103    123   6.507812  ...  0.014926    0.049695     0.001710   \n",
      "287820      3     23   4.501953  ...  0.083944    0.001375     0.059757   \n",
      "765511      3     23   9.574707  ...  0.250899    0.013089     0.018505   \n",
      "176720      3     23   5.956055  ...  0.002507    0.009705     0.008566   \n",
      "711934    103    123  15.831055  ...  0.204676    0.042240     0.002724   \n",
      "136519    103    123   6.284912  ...  0.072999    0.042164     0.002003   \n",
      "94580       3     23   8.232422  ...  0.016525    0.009450     0.016049   \n",
      "177166    103    123  12.548828  ...  0.042502    0.023862     0.004523   \n",
      "427087    103    123   3.168091  ...  0.016731    0.001687     0.058749   \n",
      "578163      3     23   5.148438  ...  0.025220    0.002516     0.076708   \n",
      "302635      3     23   9.721191  ...  0.121947    0.002827     0.060917   \n",
      "618372      3     23   8.665527  ...  0.091782    0.013010     0.019866   \n",
      "878245      3     23   5.755371  ...  0.245846    0.001274     0.064932   \n",
      "381863    103    123   4.907227  ...  0.038812    0.014215     0.028390   \n",
      "145479    103    123  10.911621  ...  0.029811    0.016157     0.004724   \n",
      "44368       3     23  10.689453  ...  0.015402    0.001953     0.087327   \n",
      "954612      3     23  10.828125  ...  0.179598    0.065072     0.007749   \n",
      "512265    103    123   6.218750  ...  0.016374    0.029301     0.031567   \n",
      "286990    103    123   8.110840  ...  0.032991    0.008447     0.016035   \n",
      "561583      3     23   3.720093  ...  0.015824    0.035690     0.004986   \n",
      "252903      3     23   4.130371  ...  0.060613    0.135805     0.002448   \n",
      "889224    103    123   6.917725  ...  0.160261    0.003682     0.043490   \n",
      "891925    103    123   6.317139  ...  0.229103    0.006235     0.049609   \n",
      "...       ...    ...        ...  ...       ...         ...          ...   \n",
      "351340      3     23   8.847168  ...  0.298782    0.100843     0.001943   \n",
      "428698    103    123   9.357422  ...  0.071467    0.048252     0.005337   \n",
      "432349    103    123   4.467285  ...  0.056437    0.005135     0.065264   \n",
      "80973     103    123   6.235840  ...  0.018254    0.025616     0.003486   \n",
      "447114      3     23   4.467285  ...  0.026169    0.003583     0.147710   \n",
      "380546    103    123   3.783936  ...  0.022016    0.061190     0.006094   \n",
      "248375      3     23   3.350220  ...  0.028040    0.029418     0.002616   \n",
      "84194     103    123   9.128906  ...  0.026157    0.002580     0.030570   \n",
      "2537        3     23  11.880371  ...  0.016322    0.006284     0.028901   \n",
      "59421     103    123   8.412109  ...  0.000825    0.016693     0.007889   \n",
      "875235      3     23   4.549805  ...  0.006539    0.030312     0.004879   \n",
      "414649    103    123   8.645508  ...  0.034352    0.030495     0.005092   \n",
      "326553    103    123   4.596924  ...  0.041880    0.009237     0.014679   \n",
      "485446    103    123   3.628540  ...  0.042531    0.073936     0.005501   \n",
      "870203    103    123   5.772949  ...  0.519180    0.033654     0.003967   \n",
      "46267     103    123   8.633789  ...  0.005098    0.002166     0.050676   \n",
      "179775    103    123   8.461426  ...  0.037385    0.003447     0.061430   \n",
      "575848    103    123   9.083008  ...  0.005644    0.010729     0.006903   \n",
      "385704    103    123   6.736328  ...  0.002533    0.030836     0.002441   \n",
      "82684     103    123   4.661377  ...  0.062916    0.001717     0.045281   \n",
      "831449    103    123   3.914307  ...  0.093598    0.006811     0.012463   \n",
      "252519    103    123  13.092285  ...  0.354665    0.055182     0.002090   \n",
      "794181    103    123   5.072266  ...  0.117842    0.004528     0.021488   \n",
      "208251    103    123   5.419922  ...  0.421425    0.027460     0.005795   \n",
      "685848    103    123   5.987061  ...  0.051581    0.066053     0.002047   \n",
      "383979    103    123   4.621338  ...  0.015989    0.099493     0.003400   \n",
      "624202      3     23  10.000000  ...  0.017307    0.003333     0.022133   \n",
      "311400    103    123   9.291992  ...  0.014241    0.009571     0.007957   \n",
      "470404      3     23   7.828613  ...  0.014987    0.047210     0.002665   \n",
      "560783      3     23  11.570312  ...  0.650177    0.025963     0.017952   \n",
      "\n",
      "          XiMuMu  period  within_aperture   xlow   xhigh    ylow  yhigh  \n",
      "931377  0.023206   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "659744  0.012037   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "240398  0.026504   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "994078  0.052912   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "830447  0.027692  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "393413  0.011132  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "806350  0.024156   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "498669  0.001710   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "287820  0.001375  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "765511  0.013089  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "176720  0.009705  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "711934  0.002724   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "136519  0.002003   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "94580   0.009450  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "177166  0.004523  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "427087  0.058749  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "578163  0.002516  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "302635  0.002827  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "618372  0.013010  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "878245  0.001274  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "381863  0.028390  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "145479  0.004724   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "44368   0.001953   2017B             True  1.995  24.334 -10.098  4.298  \n",
      "954612  0.065072  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "512265  0.031567   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "286990  0.016035  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "561583  0.035690  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "252903  0.135805  2017F1             True  1.995  24.334 -10.098  4.298  \n",
      "889224  0.043490  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "891925  0.049609   2017B             True  2.422  24.620  -9.698  4.698  \n",
      "...          ...     ...              ...    ...     ...     ...    ...  \n",
      "351340  0.100843  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "428698  0.005337  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "432349  0.065264  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "80973   0.003486  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "447114  0.003583  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "380546  0.006094   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "248375  0.029418  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "84194   0.030570  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "2537    0.006284  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "59421   0.007889   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "875235  0.030312   2017E             True  1.995  24.334 -10.098  4.298  \n",
      "414649  0.005092   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "326553  0.014679  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "485446  0.005501   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "870203  0.003967   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "46267   0.050676   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "179775  0.061430  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "575848  0.006903   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "385704  0.002441  2017C1             True  2.422  24.620  -9.698  4.698  \n",
      "82684   0.045281   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "831449  0.012463  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "252519  0.002090  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "794181  0.021488  2017F1             True  2.422  24.620  -9.698  4.698  \n",
      "208251  0.005795   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "685848  0.002047   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "383979  0.003400   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "624202  0.003333  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "311400  0.007957   2017E             True  2.422  24.620  -9.698  4.698  \n",
      "470404  0.047210  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "560783  0.025963  2017C1             True  1.995  24.334 -10.098  4.298  \n",
      "\n",
      "[485198 rows x 49 columns] [0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "y_sig_ = np.ones( df_signal.shape[0] )\n",
    "y_bkg_ = np.zeros( df_bkg.shape[0] )\n",
    "\n",
    "df_signal_train, df_signal_test, y_sig_train, y_sig_test = train_test_split( df_signal, y_sig_, test_size=0.40, shuffle=True, random_state=12345 )\n",
    "df_bkg_train, df_bkg_test, y_bkg_train, y_bkg_test = train_test_split( df_bkg, y_bkg_, test_size=0.40, shuffle=True, random_state=12345 )\n",
    "\n",
    "print ( df_signal_train, df_signal_test, y_sig_train, y_sig_test )\n",
    "print ( df_bkg_train, df_bkg_test, y_bkg_train, y_bkg_test )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[28830, 19221, 28830, 19221]\n",
      "[727796, 485198, 727796, 485198]\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",
      "Run                       3.019983e+05\n",
      "LumiSection               5.216690e+02\n",
      "EventNum                  7.471846e+08\n",
      "Slice                     9.493052e+00\n",
      "CrossingAngle             1.331414e+02\n",
      "MultiRP                   1.000000e+00\n",
      "Arm                       6.159609e-01\n",
      "RPId1                     6.459609e+01\n",
      "RPId2                     8.459609e+01\n",
      "TrackX1                   7.289542e+00\n",
      "TrackY1                   8.607087e-01\n",
      "TrackX2                   7.262184e+00\n",
      "TrackY2                   8.756835e-01\n",
      "TrackThX_SingleRP        -9.990000e+02\n",
      "TrackThY_SingleRP        -9.990000e+02\n",
      "Track1ThX_MultiRP         2.797262e-03\n",
      "Track1ThY_MultiRP        -2.940833e-04\n",
      "Track2ThX_MultiRP        -4.661847e-03\n",
      "Track2ThY_MultiRP         1.669075e-03\n",
      "TrackPixShift_SingleRP   -1.000000e+00\n",
      "Track1PixShift_MultiRP    0.000000e+00\n",
      "Track2PixShift_MultiRP    0.000000e+00\n",
      "Xi                        8.372340e-02\n",
      "T                        -2.377122e+00\n",
      "ThX                      -1.506147e-06\n",
      "ThY                       3.442983e-05\n",
      "Time                      5.100952e-03\n",
      "nVertices                 2.787623e+01\n",
      "PrimVertexZ               2.732115e-01\n",
      "Muon0Pt                   8.842078e+01\n",
      "Muon0Eta                  1.682623e-03\n",
      "Muon0Phi                 -1.338040e-02\n",
      "Muon0VtxZ                 2.731879e-01\n",
      "Muon1Pt                   7.029937e+01\n",
      "Muon1Eta                  1.372518e-03\n",
      "Muon1Phi                 -4.429996e-03\n",
      "Muon1VtxZ                 2.732067e-01\n",
      "InvMass                   1.716579e+02\n",
      "ExtraPfCands              3.851594e+01\n",
      "Acopl                     1.049312e-01\n",
      "XiMuMuPlus                2.317662e-02\n",
      "XiMuMuMinus               2.305501e-02\n",
      "XiMuMu                    2.308761e-02\n",
      "within_aperture           1.000000e+00\n",
      "xlow                      2.258015e+00\n",
      "xhigh                     2.451016e+01\n",
      "ylow                     -9.851616e+00\n",
      "yhigh                     4.544384e+00\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print ( [ arr_.shape[0] for arr_ in ( df_signal_train, df_signal_test, y_sig_train, y_sig_test ) ] )\n",
    "print ( [ arr_.shape[0] for arr_ in ( df_bkg_train, df_bkg_test, y_bkg_train, y_bkg_test ) ] )\n",
    "print ( df_signal_test.mean() )\n",
    "# print ( df_bkg_test.mean() )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Xi</th>\n",
       "      <th>Muon0Pt</th>\n",
       "      <th>Muon1Pt</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7184</th>\n",
       "      <td>0.040329</td>\n",
       "      <td>73.456902</td>\n",
       "      <td>72.462585</td>\n",
       "      <td>178.602219</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.040151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134812</th>\n",
       "      <td>0.039064</td>\n",
       "      <td>77.487175</td>\n",
       "      <td>76.224182</td>\n",
       "      <td>153.753983</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000206</td>\n",
       "      <td>0.037886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198101</th>\n",
       "      <td>0.041670</td>\n",
       "      <td>63.803547</td>\n",
       "      <td>62.695671</td>\n",
       "      <td>166.183243</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000691</td>\n",
       "      <td>0.043130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45399</th>\n",
       "      <td>0.058295</td>\n",
       "      <td>53.412079</td>\n",
       "      <td>52.910538</td>\n",
       "      <td>126.224342</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>0.056360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>0.043040</td>\n",
       "      <td>53.542686</td>\n",
       "      <td>50.286655</td>\n",
       "      <td>125.001396</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001747</td>\n",
       "      <td>0.041338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121218</th>\n",
       "      <td>0.040292</td>\n",
       "      <td>54.416470</td>\n",
       "      <td>54.017834</td>\n",
       "      <td>127.565163</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002157</td>\n",
       "      <td>0.041076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15170</th>\n",
       "      <td>0.072571</td>\n",
       "      <td>67.009575</td>\n",
       "      <td>66.574005</td>\n",
       "      <td>138.386398</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000247</td>\n",
       "      <td>0.070304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37604</th>\n",
       "      <td>0.065533</td>\n",
       "      <td>122.996933</td>\n",
       "      <td>120.216347</td>\n",
       "      <td>262.177338</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000288</td>\n",
       "      <td>0.068566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210846</th>\n",
       "      <td>0.053142</td>\n",
       "      <td>67.908630</td>\n",
       "      <td>67.161713</td>\n",
       "      <td>135.474152</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.050503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117203</th>\n",
       "      <td>0.055398</td>\n",
       "      <td>60.326309</td>\n",
       "      <td>59.703342</td>\n",
       "      <td>166.485199</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.054283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28055</th>\n",
       "      <td>0.079746</td>\n",
       "      <td>128.400131</td>\n",
       "      <td>126.398750</td>\n",
       "      <td>320.476044</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001949</td>\n",
       "      <td>0.075807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86475</th>\n",
       "      <td>0.091051</td>\n",
       "      <td>200.346481</td>\n",
       "      <td>185.394852</td>\n",
       "      <td>1028.938843</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.092870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181245</th>\n",
       "      <td>0.063947</td>\n",
       "      <td>58.186634</td>\n",
       "      <td>57.490646</td>\n",
       "      <td>117.368462</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>0.063180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169047</th>\n",
       "      <td>0.036785</td>\n",
       "      <td>120.813400</td>\n",
       "      <td>117.736992</td>\n",
       "      <td>423.723816</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.036026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32714</th>\n",
       "      <td>0.040557</td>\n",
       "      <td>56.021065</td>\n",
       "      <td>55.332851</td>\n",
       "      <td>122.380188</td>\n",
       "      <td>7</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>0.041133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140149</th>\n",
       "      <td>0.059230</td>\n",
       "      <td>79.989639</td>\n",
       "      <td>78.300980</td>\n",
       "      <td>239.112457</td>\n",
       "      <td>55</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.056016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176573</th>\n",
       "      <td>0.045385</td>\n",
       "      <td>75.473709</td>\n",
       "      <td>75.130745</td>\n",
       "      <td>168.536484</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>0.043850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140941</th>\n",
       "      <td>0.068586</td>\n",
       "      <td>68.011917</td>\n",
       "      <td>66.345413</td>\n",
       "      <td>136.844131</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000651</td>\n",
       "      <td>0.067343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198366</th>\n",
       "      <td>0.071497</td>\n",
       "      <td>142.690567</td>\n",
       "      <td>142.053925</td>\n",
       "      <td>546.199219</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000679</td>\n",
       "      <td>0.071096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38397</th>\n",
       "      <td>0.062192</td>\n",
       "      <td>86.336792</td>\n",
       "      <td>81.873024</td>\n",
       "      <td>534.272400</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.064152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211601</th>\n",
       "      <td>0.037637</td>\n",
       "      <td>55.902458</td>\n",
       "      <td>53.796207</td>\n",
       "      <td>202.142914</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001240</td>\n",
       "      <td>0.037974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82130</th>\n",
       "      <td>0.045934</td>\n",
       "      <td>104.352959</td>\n",
       "      <td>102.718155</td>\n",
       "      <td>215.821198</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001794</td>\n",
       "      <td>0.042765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>0.053177</td>\n",
       "      <td>133.403732</td>\n",
       "      <td>131.717728</td>\n",
       "      <td>288.496582</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.051456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213330</th>\n",
       "      <td>0.046727</td>\n",
       "      <td>74.073387</td>\n",
       "      <td>70.928848</td>\n",
       "      <td>150.400101</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.046523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142973</th>\n",
       "      <td>0.057977</td>\n",
       "      <td>85.321342</td>\n",
       "      <td>84.205429</td>\n",
       "      <td>179.275513</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>0.056647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97261</th>\n",
       "      <td>0.040556</td>\n",
       "      <td>56.794407</td>\n",
       "      <td>56.086529</td>\n",
       "      <td>136.514526</td>\n",
       "      <td>2</td>\n",
       "      <td>0.001246</td>\n",
       "      <td>0.039147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137463</th>\n",
       "      <td>0.062406</td>\n",
       "      <td>72.672447</td>\n",
       "      <td>67.925468</td>\n",
       "      <td>149.946960</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001006</td>\n",
       "      <td>0.064016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174724</th>\n",
       "      <td>0.065249</td>\n",
       "      <td>65.209106</td>\n",
       "      <td>64.290833</td>\n",
       "      <td>159.740234</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000846</td>\n",
       "      <td>0.064042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71113</th>\n",
       "      <td>0.101921</td>\n",
       "      <td>190.603561</td>\n",
       "      <td>170.890045</td>\n",
       "      <td>362.772125</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.100046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161664</th>\n",
       "      <td>0.074361</td>\n",
       "      <td>58.107605</td>\n",
       "      <td>56.901669</td>\n",
       "      <td>116.037216</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000607</td>\n",
       "      <td>0.075706</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76992</th>\n",
       "      <td>0.047133</td>\n",
       "      <td>53.262589</td>\n",
       "      <td>50.778679</td>\n",
       "      <td>145.748215</td>\n",
       "      <td>29</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.045401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129128</th>\n",
       "      <td>0.086940</td>\n",
       "      <td>75.961441</td>\n",
       "      <td>75.623672</td>\n",
       "      <td>155.030884</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.085834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42511</th>\n",
       "      <td>0.039291</td>\n",
       "      <td>79.782295</td>\n",
       "      <td>77.980820</td>\n",
       "      <td>163.538010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000210</td>\n",
       "      <td>0.038220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15853</th>\n",
       "      <td>0.107661</td>\n",
       "      <td>301.325287</td>\n",
       "      <td>301.217712</td>\n",
       "      <td>682.236450</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.114950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74232</th>\n",
       "      <td>0.039795</td>\n",
       "      <td>69.453636</td>\n",
       "      <td>66.175041</td>\n",
       "      <td>136.253143</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001055</td>\n",
       "      <td>0.039451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164321</th>\n",
       "      <td>0.083812</td>\n",
       "      <td>95.494194</td>\n",
       "      <td>93.357918</td>\n",
       "      <td>260.500854</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>0.084789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137831</th>\n",
       "      <td>0.076916</td>\n",
       "      <td>64.395142</td>\n",
       "      <td>57.014233</td>\n",
       "      <td>122.931351</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003156</td>\n",
       "      <td>0.080912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26167</th>\n",
       "      <td>0.049940</td>\n",
       "      <td>62.397621</td>\n",
       "      <td>61.481190</td>\n",
       "      <td>165.715668</td>\n",
       "      <td>19</td>\n",
       "      <td>0.000096</td>\n",
       "      <td>0.051459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201552</th>\n",
       "      <td>0.066847</td>\n",
       "      <td>175.694183</td>\n",
       "      <td>172.403030</td>\n",
       "      <td>484.868378</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>0.067904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58177</th>\n",
       "      <td>0.045404</td>\n",
       "      <td>65.076538</td>\n",
       "      <td>61.953533</td>\n",
       "      <td>131.785736</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000732</td>\n",
       "      <td>0.045380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186173</th>\n",
       "      <td>0.035572</td>\n",
       "      <td>68.381348</td>\n",
       "      <td>67.052795</td>\n",
       "      <td>193.412659</td>\n",
       "      <td>5</td>\n",
       "      <td>0.001519</td>\n",
       "      <td>0.036387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69636</th>\n",
       "      <td>0.042911</td>\n",
       "      <td>55.304295</td>\n",
       "      <td>53.826668</td>\n",
       "      <td>111.976242</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>0.041928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97333</th>\n",
       "      <td>0.041888</td>\n",
       "      <td>80.385605</td>\n",
       "      <td>79.629471</td>\n",
       "      <td>229.004944</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001212</td>\n",
       "      <td>0.042537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103553</th>\n",
       "      <td>0.037101</td>\n",
       "      <td>63.327358</td>\n",
       "      <td>62.016171</td>\n",
       "      <td>125.452827</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000655</td>\n",
       "      <td>0.037255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87043</th>\n",
       "      <td>0.067663</td>\n",
       "      <td>94.767342</td>\n",
       "      <td>82.543228</td>\n",
       "      <td>604.589355</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000519</td>\n",
       "      <td>0.074236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100585</th>\n",
       "      <td>0.055553</td>\n",
       "      <td>91.079803</td>\n",
       "      <td>86.959709</td>\n",
       "      <td>187.998718</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000366</td>\n",
       "      <td>0.053247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30420</th>\n",
       "      <td>0.073482</td>\n",
       "      <td>106.859673</td>\n",
       "      <td>103.685982</td>\n",
       "      <td>247.693024</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001040</td>\n",
       "      <td>0.073001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179165</th>\n",
       "      <td>0.042899</td>\n",
       "      <td>56.385723</td>\n",
       "      <td>55.242035</td>\n",
       "      <td>119.468964</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.043105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123651</th>\n",
       "      <td>0.058846</td>\n",
       "      <td>78.805252</td>\n",
       "      <td>78.488968</td>\n",
       "      <td>201.868973</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.057369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212803</th>\n",
       "      <td>0.055091</td>\n",
       "      <td>132.179199</td>\n",
       "      <td>130.202728</td>\n",
       "      <td>384.259979</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.054830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180167</th>\n",
       "      <td>0.045114</td>\n",
       "      <td>50.413052</td>\n",
       "      <td>50.250454</td>\n",
       "      <td>153.217575</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001292</td>\n",
       "      <td>0.045047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75653</th>\n",
       "      <td>0.054651</td>\n",
       "      <td>105.400154</td>\n",
       "      <td>100.903984</td>\n",
       "      <td>243.357697</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001178</td>\n",
       "      <td>0.056495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124669</th>\n",
       "      <td>0.065188</td>\n",
       "      <td>71.097923</td>\n",
       "      <td>67.861183</td>\n",
       "      <td>152.665268</td>\n",
       "      <td>0</td>\n",
       "      <td>0.001455</td>\n",
       "      <td>0.070117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92860</th>\n",
       "      <td>0.065495</td>\n",
       "      <td>62.584209</td>\n",
       "      <td>61.663418</td>\n",
       "      <td>127.094322</td>\n",
       "      <td>7</td>\n",
       "      <td>0.004251</td>\n",
       "      <td>0.070718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18392</th>\n",
       "      <td>0.054680</td>\n",
       "      <td>107.836227</td>\n",
       "      <td>107.439384</td>\n",
       "      <td>218.304749</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000438</td>\n",
       "      <td>0.051657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197726</th>\n",
       "      <td>0.044393</td>\n",
       "      <td>64.324028</td>\n",
       "      <td>63.513115</td>\n",
       "      <td>127.848137</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.043945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88623</th>\n",
       "      <td>0.086655</td>\n",
       "      <td>94.560280</td>\n",
       "      <td>87.521088</td>\n",
       "      <td>199.636047</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>0.087377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9921</th>\n",
       "      <td>0.066203</td>\n",
       "      <td>91.966156</td>\n",
       "      <td>90.591629</td>\n",
       "      <td>317.243439</td>\n",
       "      <td>6</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.063537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52540</th>\n",
       "      <td>0.069373</td>\n",
       "      <td>79.064980</td>\n",
       "      <td>78.735741</td>\n",
       "      <td>177.086792</td>\n",
       "      <td>4</td>\n",
       "      <td>0.000882</td>\n",
       "      <td>0.069815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93287</th>\n",
       "      <td>0.062440</td>\n",
       "      <td>101.899872</td>\n",
       "      <td>96.933830</td>\n",
       "      <td>207.150894</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000680</td>\n",
       "      <td>0.063835</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28830 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Xi     Muon0Pt     Muon1Pt      InvMass  ExtraPfCands     Acopl  \\\n",
       "7184    0.040329   73.456902   72.462585   178.602219             1  0.000010   \n",
       "134812  0.039064   77.487175   76.224182   153.753983             2  0.000206   \n",
       "198101  0.041670   63.803547   62.695671   166.183243             0  0.000691   \n",
       "45399   0.058295   53.412079   52.910538   126.224342             1  0.000256   \n",
       "1743    0.043040   53.542686   50.286655   125.001396             0  0.001747   \n",
       "121218  0.040292   54.416470   54.017834   127.565163             0  0.002157   \n",
       "15170   0.072571   67.009575   66.574005   138.386398             1  0.000247   \n",
       "37604   0.065533  122.996933  120.216347   262.177338             0  0.000288   \n",
       "210846  0.053142   67.908630   67.161713   135.474152             5  0.000149   \n",
       "117203  0.055398   60.326309   59.703342   166.485199             2  0.000219   \n",
       "28055   0.079746  128.400131  126.398750   320.476044             0  0.001949   \n",
       "86475   0.091051  200.346481  185.394852  1028.938843             1  0.000964   \n",
       "181245  0.063947   58.186634   57.490646   117.368462             1  0.000231   \n",
       "169047  0.036785  120.813400  117.736992   423.723816             0  0.000743   \n",
       "32714   0.040557   56.021065   55.332851   122.380188             7  0.001037   \n",
       "140149  0.059230   79.989639   78.300980   239.112457            55  0.000518   \n",
       "176573  0.045385   75.473709   75.130745   168.536484             0  0.000366   \n",
       "140941  0.068586   68.011917   66.345413   136.844131             1  0.000651   \n",
       "198366  0.071497  142.690567  142.053925   546.199219             0  0.000679   \n",
       "38397   0.062192   86.336792   81.873024   534.272400             8  0.000064   \n",
       "211601  0.037637   55.902458   53.796207   202.142914             0  0.001240   \n",
       "82130   0.045934  104.352959  102.718155   215.821198             1  0.001794   \n",
       "452     0.053177  133.403732  131.717728   288.496582             1  0.000091   \n",
       "213330  0.046727   74.073387   70.928848   150.400101             0  0.000495   \n",
       "142973  0.057977   85.321342   84.205429   179.275513             0  0.000315   \n",
       "97261   0.040556   56.794407   56.086529   136.514526             2  0.001246   \n",
       "137463  0.062406   72.672447   67.925468   149.946960             0  0.001006   \n",
       "174724  0.065249   65.209106   64.290833   159.740234             0  0.000846   \n",
       "71113   0.101921  190.603561  170.890045   362.772125             2  0.000029   \n",
       "161664  0.074361   58.107605   56.901669   116.037216             0  0.000607   \n",
       "...          ...         ...         ...          ...           ...       ...   \n",
       "76992   0.047133   53.262589   50.778679   145.748215            29  0.000011   \n",
       "129128  0.086940   75.961441   75.623672   155.030884             3  0.000512   \n",
       "42511   0.039291   79.782295   77.980820   163.538010            12  0.000210   \n",
       "15853   0.107661  301.325287  301.217712   682.236450             3  0.000068   \n",
       "74232   0.039795   69.453636   66.175041   136.253143             1  0.001055   \n",
       "164321  0.083812   95.494194   93.357918   260.500854             1  0.000900   \n",
       "137831  0.076916   64.395142   57.014233   122.931351             0  0.003156   \n",
       "26167   0.049940   62.397621   61.481190   165.715668            19  0.000096   \n",
       "201552  0.066847  175.694183  172.403030   484.868378             4  0.000485   \n",
       "58177   0.045404   65.076538   61.953533   131.785736             1  0.000732   \n",
       "186173  0.035572   68.381348   67.052795   193.412659             5  0.001519   \n",
       "69636   0.042911   55.304295   53.826668   111.976242             3  0.000232   \n",
       "97333   0.041888   80.385605   79.629471   229.004944             1  0.001212   \n",
       "103553  0.037101   63.327358   62.016171   125.452827             1  0.000655   \n",
       "87043   0.067663   94.767342   82.543228   604.589355             1  0.000519   \n",
       "100585  0.055553   91.079803   86.959709   187.998718             0  0.000366   \n",
       "30420   0.073482  106.859673  103.685982   247.693024             3  0.001040   \n",
       "179165  0.042899   56.385723   55.242035   119.468964             0  0.000227   \n",
       "123651  0.058846   78.805252   78.488968   201.868973             0  0.000020   \n",
       "212803  0.055091  132.179199  130.202728   384.259979             4  0.000464   \n",
       "180167  0.045114   50.413052   50.250454   153.217575             1  0.001292   \n",
       "75653   0.054651  105.400154  100.903984   243.357697             3  0.001178   \n",
       "124669  0.065188   71.097923   67.861183   152.665268             0  0.001455   \n",
       "92860   0.065495   62.584209   61.663418   127.094322             7  0.004251   \n",
       "18392   0.054680  107.836227  107.439384   218.304749             1  0.000438   \n",
       "197726  0.044393   64.324028   63.513115   127.848137             0  0.000176   \n",
       "88623   0.086655   94.560280   87.521088   199.636047             1  0.000702   \n",
       "9921    0.066203   91.966156   90.591629   317.243439             6  0.000324   \n",
       "52540   0.069373   79.064980   78.735741   177.086792             4  0.000882   \n",
       "93287   0.062440  101.899872   96.933830   207.150894             0  0.000680   \n",
       "\n",
       "          XiMuMu  \n",
       "7184    0.040151  \n",
       "134812  0.037886  \n",
       "198101  0.043130  \n",
       "45399   0.056360  \n",
       "1743    0.041338  \n",
       "121218  0.041076  \n",
       "15170   0.070304  \n",
       "37604   0.068566  \n",
       "210846  0.050503  \n",
       "117203  0.054283  \n",
       "28055   0.075807  \n",
       "86475   0.092870  \n",
       "181245  0.063180  \n",
       "169047  0.036026  \n",
       "32714   0.041133  \n",
       "140149  0.056016  \n",
       "176573  0.043850  \n",
       "140941  0.067343  \n",
       "198366  0.071096  \n",
       "38397   0.064152  \n",
       "211601  0.037974  \n",
       "82130   0.042765  \n",
       "452     0.051456  \n",
       "213330  0.046523  \n",
       "142973  0.056647  \n",
       "97261   0.039147  \n",
       "137463  0.064016  \n",
       "174724  0.064042  \n",
       "71113   0.100046  \n",
       "161664  0.075706  \n",
       "...          ...  \n",
       "76992   0.045401  \n",
       "129128  0.085834  \n",
       "42511   0.038220  \n",
       "15853   0.114950  \n",
       "74232   0.039451  \n",
       "164321  0.084789  \n",
       "137831  0.080912  \n",
       "26167   0.051459  \n",
       "201552  0.067904  \n",
       "58177   0.045380  \n",
       "186173  0.036387  \n",
       "69636   0.041928  \n",
       "97333   0.042537  \n",
       "103553  0.037255  \n",
       "87043   0.074236  \n",
       "100585  0.053247  \n",
       "30420   0.073001  \n",
       "179165  0.043105  \n",
       "123651  0.057369  \n",
       "212803  0.054830  \n",
       "180167  0.045047  \n",
       "75653   0.056495  \n",
       "124669  0.070117  \n",
       "92860   0.070718  \n",
       "18392   0.051657  \n",
       "197726  0.043945  \n",
       "88623   0.087377  \n",
       "9921    0.063537  \n",
       "52540   0.069815  \n",
       "93287   0.063835  \n",
       "\n",
       "[28830 rows x 7 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X_sig = df_signal[ ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ]\n",
    "X_sig_train = None\n",
    "X_sig_test = None\n",
    "if run_random_experiments:\n",
    "    X_sig_train = df_signal_train[ ['Xi_smeared', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ].rename( columns={ \"Xi_smeared\": \"Xi\" } )\n",
    "    X_sig_test = df_signal_test[ ['Xi_smeared', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ].rename( columns={ \"Xi_smeared\": \"Xi\" } )\n",
    "else:\n",
    "    X_sig_train = df_signal_train[ ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ]\n",
    "    X_sig_test = df_signal_test[ ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ]\n",
    "X_sig_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Xi</th>\n",
       "      <th>Muon0Pt</th>\n",
       "      <th>Muon1Pt</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>584610</th>\n",
       "      <td>0.057389</td>\n",
       "      <td>72.875313</td>\n",
       "      <td>55.133251</td>\n",
       "      <td>139.115662</td>\n",
       "      <td>18</td>\n",
       "      <td>0.107399</td>\n",
       "      <td>0.018423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305145</th>\n",
       "      <td>0.043718</td>\n",
       "      <td>110.621307</td>\n",
       "      <td>105.858086</td>\n",
       "      <td>239.736038</td>\n",
       "      <td>41</td>\n",
       "      <td>0.105640</td>\n",
       "      <td>0.051889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665428</th>\n",
       "      <td>0.096003</td>\n",
       "      <td>248.045914</td>\n",
       "      <td>129.451035</td>\n",
       "      <td>247.146591</td>\n",
       "      <td>13</td>\n",
       "      <td>0.552615</td>\n",
       "      <td>0.006062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988550</th>\n",
       "      <td>0.120712</td>\n",
       "      <td>154.062881</td>\n",
       "      <td>99.193192</td>\n",
       "      <td>416.161377</td>\n",
       "      <td>26</td>\n",
       "      <td>0.019761</td>\n",
       "      <td>0.016469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696031</th>\n",
       "      <td>0.111822</td>\n",
       "      <td>179.805893</td>\n",
       "      <td>176.773315</td>\n",
       "      <td>373.322815</td>\n",
       "      <td>11</td>\n",
       "      <td>0.017037</td>\n",
       "      <td>0.008327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611262</th>\n",
       "      <td>0.060924</td>\n",
       "      <td>77.290184</td>\n",
       "      <td>64.635056</td>\n",
       "      <td>148.078384</td>\n",
       "      <td>31</td>\n",
       "      <td>0.005014</td>\n",
       "      <td>0.003526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106992</th>\n",
       "      <td>0.032264</td>\n",
       "      <td>55.543747</td>\n",
       "      <td>53.829002</td>\n",
       "      <td>113.869637</td>\n",
       "      <td>31</td>\n",
       "      <td>0.030717</td>\n",
       "      <td>0.031280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802514</th>\n",
       "      <td>0.076775</td>\n",
       "      <td>86.059380</td>\n",
       "      <td>57.181171</td>\n",
       "      <td>157.845184</td>\n",
       "      <td>44</td>\n",
       "      <td>0.002613</td>\n",
       "      <td>0.002303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391423</th>\n",
       "      <td>0.052201</td>\n",
       "      <td>60.528744</td>\n",
       "      <td>55.078896</td>\n",
       "      <td>185.600433</td>\n",
       "      <td>22</td>\n",
       "      <td>0.000453</td>\n",
       "      <td>0.021551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688733</th>\n",
       "      <td>0.128419</td>\n",
       "      <td>58.373783</td>\n",
       "      <td>54.912369</td>\n",
       "      <td>113.674355</td>\n",
       "      <td>41</td>\n",
       "      <td>0.028492</td>\n",
       "      <td>0.004507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886189</th>\n",
       "      <td>0.057732</td>\n",
       "      <td>161.235641</td>\n",
       "      <td>74.589699</td>\n",
       "      <td>346.983032</td>\n",
       "      <td>44</td>\n",
       "      <td>0.023239</td>\n",
       "      <td>0.013150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691408</th>\n",
       "      <td>0.034275</td>\n",
       "      <td>130.682037</td>\n",
       "      <td>118.225807</td>\n",
       "      <td>260.699371</td>\n",
       "      <td>21</td>\n",
       "      <td>0.008765</td>\n",
       "      <td>0.013409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324912</th>\n",
       "      <td>0.131820</td>\n",
       "      <td>89.605919</td>\n",
       "      <td>56.405697</td>\n",
       "      <td>142.455826</td>\n",
       "      <td>26</td>\n",
       "      <td>0.007472</td>\n",
       "      <td>0.010055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772152</th>\n",
       "      <td>0.144773</td>\n",
       "      <td>62.603588</td>\n",
       "      <td>59.482822</td>\n",
       "      <td>119.939148</td>\n",
       "      <td>43</td>\n",
       "      <td>0.129574</td>\n",
       "      <td>0.002941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880975</th>\n",
       "      <td>0.070004</td>\n",
       "      <td>53.478199</td>\n",
       "      <td>50.953472</td>\n",
       "      <td>127.471565</td>\n",
       "      <td>13</td>\n",
       "      <td>0.053329</td>\n",
       "      <td>0.017512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268202</th>\n",
       "      <td>0.058346</td>\n",
       "      <td>80.095032</td>\n",
       "      <td>78.756165</td>\n",
       "      <td>110.688187</td>\n",
       "      <td>43</td>\n",
       "      <td>0.524713</td>\n",
       "      <td>0.016752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279987</th>\n",
       "      <td>0.055246</td>\n",
       "      <td>152.154312</td>\n",
       "      <td>107.304909</td>\n",
       "      <td>277.146973</td>\n",
       "      <td>55</td>\n",
       "      <td>0.045927</td>\n",
       "      <td>0.005979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570986</th>\n",
       "      <td>0.081157</td>\n",
       "      <td>127.501862</td>\n",
       "      <td>59.628468</td>\n",
       "      <td>175.610474</td>\n",
       "      <td>41</td>\n",
       "      <td>0.039325</td>\n",
       "      <td>0.008356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209081</th>\n",
       "      <td>0.093441</td>\n",
       "      <td>56.397987</td>\n",
       "      <td>56.323177</td>\n",
       "      <td>114.028046</td>\n",
       "      <td>148</td>\n",
       "      <td>0.060138</td>\n",
       "      <td>0.011827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849779</th>\n",
       "      <td>0.043772</td>\n",
       "      <td>66.352394</td>\n",
       "      <td>63.255936</td>\n",
       "      <td>133.574814</td>\n",
       "      <td>0</td>\n",
       "      <td>0.006784</td>\n",
       "      <td>0.003146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259729</th>\n",
       "      <td>0.044686</td>\n",
       "      <td>58.287598</td>\n",
       "      <td>55.522141</td>\n",
       "      <td>112.617485</td>\n",
       "      <td>54</td>\n",
       "      <td>0.094387</td>\n",
       "      <td>0.002011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985045</th>\n",
       "      <td>0.112134</td>\n",
       "      <td>81.308014</td>\n",
       "      <td>70.153923</td>\n",
       "      <td>156.555145</td>\n",
       "      <td>43</td>\n",
       "      <td>0.061234</td>\n",
       "      <td>0.053992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453130</th>\n",
       "      <td>0.036192</td>\n",
       "      <td>87.951279</td>\n",
       "      <td>73.014427</td>\n",
       "      <td>175.968185</td>\n",
       "      <td>46</td>\n",
       "      <td>0.101628</td>\n",
       "      <td>0.017203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404383</th>\n",
       "      <td>0.056259</td>\n",
       "      <td>57.422287</td>\n",
       "      <td>51.902302</td>\n",
       "      <td>110.223114</td>\n",
       "      <td>8</td>\n",
       "      <td>0.023148</td>\n",
       "      <td>0.012060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314603</th>\n",
       "      <td>0.053570</td>\n",
       "      <td>54.190956</td>\n",
       "      <td>53.744457</td>\n",
       "      <td>124.760376</td>\n",
       "      <td>44</td>\n",
       "      <td>0.013444</td>\n",
       "      <td>0.001707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581753</th>\n",
       "      <td>0.104368</td>\n",
       "      <td>72.634712</td>\n",
       "      <td>67.254753</td>\n",
       "      <td>151.956192</td>\n",
       "      <td>23</td>\n",
       "      <td>0.005123</td>\n",
       "      <td>0.028871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374309</th>\n",
       "      <td>0.109612</td>\n",
       "      <td>57.515354</td>\n",
       "      <td>54.649673</td>\n",
       "      <td>118.889183</td>\n",
       "      <td>20</td>\n",
       "      <td>0.015889</td>\n",
       "      <td>0.001769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610908</th>\n",
       "      <td>0.129623</td>\n",
       "      <td>57.883892</td>\n",
       "      <td>52.997364</td>\n",
       "      <td>114.206169</td>\n",
       "      <td>32</td>\n",
       "      <td>0.007144</td>\n",
       "      <td>0.009430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798669</th>\n",
       "      <td>0.090571</td>\n",
       "      <td>63.174095</td>\n",
       "      <td>60.997307</td>\n",
       "      <td>162.957611</td>\n",
       "      <td>15</td>\n",
       "      <td>0.022131</td>\n",
       "      <td>0.008156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621795</th>\n",
       "      <td>0.057606</td>\n",
       "      <td>58.692104</td>\n",
       "      <td>56.570683</td>\n",
       "      <td>115.162918</td>\n",
       "      <td>34</td>\n",
       "      <td>0.068015</td>\n",
       "      <td>0.030775</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302356</th>\n",
       "      <td>0.056578</td>\n",
       "      <td>70.402641</td>\n",
       "      <td>67.570999</td>\n",
       "      <td>182.094681</td>\n",
       "      <td>64</td>\n",
       "      <td>0.138085</td>\n",
       "      <td>0.010085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598627</th>\n",
       "      <td>0.030186</td>\n",
       "      <td>74.580475</td>\n",
       "      <td>63.320023</td>\n",
       "      <td>143.000015</td>\n",
       "      <td>34</td>\n",
       "      <td>0.007670</td>\n",
       "      <td>0.033473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267537</th>\n",
       "      <td>0.132208</td>\n",
       "      <td>72.785675</td>\n",
       "      <td>56.047287</td>\n",
       "      <td>189.348236</td>\n",
       "      <td>48</td>\n",
       "      <td>0.031511</td>\n",
       "      <td>0.024284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669824</th>\n",
       "      <td>0.058422</td>\n",
       "      <td>133.122269</td>\n",
       "      <td>132.383560</td>\n",
       "      <td>268.185852</td>\n",
       "      <td>43</td>\n",
       "      <td>0.033716</td>\n",
       "      <td>0.006292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720147</th>\n",
       "      <td>0.086677</td>\n",
       "      <td>81.142876</td>\n",
       "      <td>50.789921</td>\n",
       "      <td>111.958122</td>\n",
       "      <td>48</td>\n",
       "      <td>0.336816</td>\n",
       "      <td>0.004399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257968</th>\n",
       "      <td>0.043883</td>\n",
       "      <td>71.375046</td>\n",
       "      <td>64.411186</td>\n",
       "      <td>149.798233</td>\n",
       "      <td>33</td>\n",
       "      <td>0.011104</td>\n",
       "      <td>0.005628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734099</th>\n",
       "      <td>0.049829</td>\n",
       "      <td>62.313606</td>\n",
       "      <td>61.544678</td>\n",
       "      <td>142.038971</td>\n",
       "      <td>19</td>\n",
       "      <td>0.004076</td>\n",
       "      <td>0.002685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751856</th>\n",
       "      <td>0.048089</td>\n",
       "      <td>58.200661</td>\n",
       "      <td>56.887127</td>\n",
       "      <td>122.417961</td>\n",
       "      <td>62</td>\n",
       "      <td>0.033194</td>\n",
       "      <td>0.011940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540248</th>\n",
       "      <td>0.089198</td>\n",
       "      <td>89.380058</td>\n",
       "      <td>85.731125</td>\n",
       "      <td>175.767700</td>\n",
       "      <td>12</td>\n",
       "      <td>0.010655</td>\n",
       "      <td>0.003610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73002</th>\n",
       "      <td>0.102904</td>\n",
       "      <td>62.721333</td>\n",
       "      <td>50.259708</td>\n",
       "      <td>117.121193</td>\n",
       "      <td>17</td>\n",
       "      <td>0.012910</td>\n",
       "      <td>0.017513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850534</th>\n",
       "      <td>0.100084</td>\n",
       "      <td>74.004478</td>\n",
       "      <td>61.810322</td>\n",
       "      <td>149.254791</td>\n",
       "      <td>40</td>\n",
       "      <td>0.027820</td>\n",
       "      <td>0.027735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136084</th>\n",
       "      <td>0.119658</td>\n",
       "      <td>127.993942</td>\n",
       "      <td>126.055634</td>\n",
       "      <td>289.409119</td>\n",
       "      <td>31</td>\n",
       "      <td>0.003619</td>\n",
       "      <td>0.056116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241621</th>\n",
       "      <td>0.130220</td>\n",
       "      <td>58.820366</td>\n",
       "      <td>58.025265</td>\n",
       "      <td>118.980209</td>\n",
       "      <td>16</td>\n",
       "      <td>0.025874</td>\n",
       "      <td>0.056897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773894</th>\n",
       "      <td>0.031864</td>\n",
       "      <td>52.976768</td>\n",
       "      <td>52.146614</td>\n",
       "      <td>110.405518</td>\n",
       "      <td>13</td>\n",
       "      <td>0.030078</td>\n",
       "      <td>0.024419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21672</th>\n",
       "      <td>0.069813</td>\n",
       "      <td>69.895012</td>\n",
       "      <td>62.738628</td>\n",
       "      <td>135.232941</td>\n",
       "      <td>41</td>\n",
       "      <td>0.016484</td>\n",
       "      <td>0.003366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20704</th>\n",
       "      <td>0.153774</td>\n",
       "      <td>131.127808</td>\n",
       "      <td>64.169449</td>\n",
       "      <td>192.563797</td>\n",
       "      <td>68</td>\n",
       "      <td>0.060852</td>\n",
       "      <td>0.062842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652428</th>\n",
       "      <td>0.064172</td>\n",
       "      <td>103.270905</td>\n",
       "      <td>83.427658</td>\n",
       "      <td>320.275177</td>\n",
       "      <td>70</td>\n",
       "      <td>0.052244</td>\n",
       "      <td>0.012794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979018</th>\n",
       "      <td>0.038250</td>\n",
       "      <td>104.117119</td>\n",
       "      <td>102.227440</td>\n",
       "      <td>206.803162</td>\n",
       "      <td>26</td>\n",
       "      <td>0.002366</td>\n",
       "      <td>0.005069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843363</th>\n",
       "      <td>0.135826</td>\n",
       "      <td>77.915810</td>\n",
       "      <td>53.529037</td>\n",
       "      <td>132.175552</td>\n",
       "      <td>17</td>\n",
       "      <td>0.200030</td>\n",
       "      <td>0.085376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830323</th>\n",
       "      <td>0.103114</td>\n",
       "      <td>66.701706</td>\n",
       "      <td>56.157280</td>\n",
       "      <td>174.470428</td>\n",
       "      <td>30</td>\n",
       "      <td>0.087240</td>\n",
       "      <td>0.022521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846316</th>\n",
       "      <td>0.115722</td>\n",
       "      <td>53.494244</td>\n",
       "      <td>51.733570</td>\n",
       "      <td>110.168846</td>\n",
       "      <td>36</td>\n",
       "      <td>0.019658</td>\n",
       "      <td>0.009132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328291</th>\n",
       "      <td>0.116386</td>\n",
       "      <td>61.612213</td>\n",
       "      <td>53.822292</td>\n",
       "      <td>133.485321</td>\n",
       "      <td>31</td>\n",
       "      <td>0.049833</td>\n",
       "      <td>0.060302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298403</th>\n",
       "      <td>0.122655</td>\n",
       "      <td>63.236710</td>\n",
       "      <td>52.992012</td>\n",
       "      <td>117.545265</td>\n",
       "      <td>65</td>\n",
       "      <td>0.635022</td>\n",
       "      <td>0.003959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542188</th>\n",
       "      <td>0.078897</td>\n",
       "      <td>84.754425</td>\n",
       "      <td>68.356827</td>\n",
       "      <td>268.377960</td>\n",
       "      <td>53</td>\n",
       "      <td>0.306168</td>\n",
       "      <td>0.019608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730152</th>\n",
       "      <td>0.137315</td>\n",
       "      <td>79.444145</td>\n",
       "      <td>62.900360</td>\n",
       "      <td>116.277908</td>\n",
       "      <td>18</td>\n",
       "      <td>0.718522</td>\n",
       "      <td>0.002491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752601</th>\n",
       "      <td>0.143729</td>\n",
       "      <td>78.692841</td>\n",
       "      <td>70.123016</td>\n",
       "      <td>148.038467</td>\n",
       "      <td>14</td>\n",
       "      <td>0.088726</td>\n",
       "      <td>0.033788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951730</th>\n",
       "      <td>0.088775</td>\n",
       "      <td>52.196045</td>\n",
       "      <td>50.938454</td>\n",
       "      <td>175.094284</td>\n",
       "      <td>38</td>\n",
       "      <td>0.016173</td>\n",
       "      <td>0.007345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616117</th>\n",
       "      <td>0.056440</td>\n",
       "      <td>55.585285</td>\n",
       "      <td>54.384445</td>\n",
       "      <td>115.228600</td>\n",
       "      <td>58</td>\n",
       "      <td>0.058237</td>\n",
       "      <td>0.004419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852799</th>\n",
       "      <td>0.049077</td>\n",
       "      <td>81.390587</td>\n",
       "      <td>53.770752</td>\n",
       "      <td>165.612747</td>\n",
       "      <td>32</td>\n",
       "      <td>0.028656</td>\n",
       "      <td>0.023964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65875</th>\n",
       "      <td>0.084702</td>\n",
       "      <td>68.958374</td>\n",
       "      <td>62.238953</td>\n",
       "      <td>130.637100</td>\n",
       "      <td>59</td>\n",
       "      <td>0.068906</td>\n",
       "      <td>0.074483</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>727796 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Xi     Muon0Pt     Muon1Pt     InvMass  ExtraPfCands     Acopl  \\\n",
       "584610  0.057389   72.875313   55.133251  139.115662            18  0.107399   \n",
       "305145  0.043718  110.621307  105.858086  239.736038            41  0.105640   \n",
       "665428  0.096003  248.045914  129.451035  247.146591            13  0.552615   \n",
       "988550  0.120712  154.062881   99.193192  416.161377            26  0.019761   \n",
       "696031  0.111822  179.805893  176.773315  373.322815            11  0.017037   \n",
       "611262  0.060924   77.290184   64.635056  148.078384            31  0.005014   \n",
       "106992  0.032264   55.543747   53.829002  113.869637            31  0.030717   \n",
       "802514  0.076775   86.059380   57.181171  157.845184            44  0.002613   \n",
       "391423  0.052201   60.528744   55.078896  185.600433            22  0.000453   \n",
       "688733  0.128419   58.373783   54.912369  113.674355            41  0.028492   \n",
       "886189  0.057732  161.235641   74.589699  346.983032            44  0.023239   \n",
       "691408  0.034275  130.682037  118.225807  260.699371            21  0.008765   \n",
       "324912  0.131820   89.605919   56.405697  142.455826            26  0.007472   \n",
       "772152  0.144773   62.603588   59.482822  119.939148            43  0.129574   \n",
       "880975  0.070004   53.478199   50.953472  127.471565            13  0.053329   \n",
       "268202  0.058346   80.095032   78.756165  110.688187            43  0.524713   \n",
       "279987  0.055246  152.154312  107.304909  277.146973            55  0.045927   \n",
       "570986  0.081157  127.501862   59.628468  175.610474            41  0.039325   \n",
       "209081  0.093441   56.397987   56.323177  114.028046           148  0.060138   \n",
       "849779  0.043772   66.352394   63.255936  133.574814             0  0.006784   \n",
       "259729  0.044686   58.287598   55.522141  112.617485            54  0.094387   \n",
       "985045  0.112134   81.308014   70.153923  156.555145            43  0.061234   \n",
       "453130  0.036192   87.951279   73.014427  175.968185            46  0.101628   \n",
       "404383  0.056259   57.422287   51.902302  110.223114             8  0.023148   \n",
       "314603  0.053570   54.190956   53.744457  124.760376            44  0.013444   \n",
       "581753  0.104368   72.634712   67.254753  151.956192            23  0.005123   \n",
       "374309  0.109612   57.515354   54.649673  118.889183            20  0.015889   \n",
       "610908  0.129623   57.883892   52.997364  114.206169            32  0.007144   \n",
       "798669  0.090571   63.174095   60.997307  162.957611            15  0.022131   \n",
       "621795  0.057606   58.692104   56.570683  115.162918            34  0.068015   \n",
       "...          ...         ...         ...         ...           ...       ...   \n",
       "302356  0.056578   70.402641   67.570999  182.094681            64  0.138085   \n",
       "598627  0.030186   74.580475   63.320023  143.000015            34  0.007670   \n",
       "267537  0.132208   72.785675   56.047287  189.348236            48  0.031511   \n",
       "669824  0.058422  133.122269  132.383560  268.185852            43  0.033716   \n",
       "720147  0.086677   81.142876   50.789921  111.958122            48  0.336816   \n",
       "257968  0.043883   71.375046   64.411186  149.798233            33  0.011104   \n",
       "734099  0.049829   62.313606   61.544678  142.038971            19  0.004076   \n",
       "751856  0.048089   58.200661   56.887127  122.417961            62  0.033194   \n",
       "540248  0.089198   89.380058   85.731125  175.767700            12  0.010655   \n",
       "73002   0.102904   62.721333   50.259708  117.121193            17  0.012910   \n",
       "850534  0.100084   74.004478   61.810322  149.254791            40  0.027820   \n",
       "136084  0.119658  127.993942  126.055634  289.409119            31  0.003619   \n",
       "241621  0.130220   58.820366   58.025265  118.980209            16  0.025874   \n",
       "773894  0.031864   52.976768   52.146614  110.405518            13  0.030078   \n",
       "21672   0.069813   69.895012   62.738628  135.232941            41  0.016484   \n",
       "20704   0.153774  131.127808   64.169449  192.563797            68  0.060852   \n",
       "652428  0.064172  103.270905   83.427658  320.275177            70  0.052244   \n",
       "979018  0.038250  104.117119  102.227440  206.803162            26  0.002366   \n",
       "843363  0.135826   77.915810   53.529037  132.175552            17  0.200030   \n",
       "830323  0.103114   66.701706   56.157280  174.470428            30  0.087240   \n",
       "846316  0.115722   53.494244   51.733570  110.168846            36  0.019658   \n",
       "328291  0.116386   61.612213   53.822292  133.485321            31  0.049833   \n",
       "298403  0.122655   63.236710   52.992012  117.545265            65  0.635022   \n",
       "542188  0.078897   84.754425   68.356827  268.377960            53  0.306168   \n",
       "730152  0.137315   79.444145   62.900360  116.277908            18  0.718522   \n",
       "752601  0.143729   78.692841   70.123016  148.038467            14  0.088726   \n",
       "951730  0.088775   52.196045   50.938454  175.094284            38  0.016173   \n",
       "616117  0.056440   55.585285   54.384445  115.228600            58  0.058237   \n",
       "852799  0.049077   81.390587   53.770752  165.612747            32  0.028656   \n",
       "65875   0.084702   68.958374   62.238953  130.637100            59  0.068906   \n",
       "\n",
       "          XiMuMu  \n",
       "584610  0.018423  \n",
       "305145  0.051889  \n",
       "665428  0.006062  \n",
       "988550  0.016469  \n",
       "696031  0.008327  \n",
       "611262  0.003526  \n",
       "106992  0.031280  \n",
       "802514  0.002303  \n",
       "391423  0.021551  \n",
       "688733  0.004507  \n",
       "886189  0.013150  \n",
       "691408  0.013409  \n",
       "324912  0.010055  \n",
       "772152  0.002941  \n",
       "880975  0.017512  \n",
       "268202  0.016752  \n",
       "279987  0.005979  \n",
       "570986  0.008356  \n",
       "209081  0.011827  \n",
       "849779  0.003146  \n",
       "259729  0.002011  \n",
       "985045  0.053992  \n",
       "453130  0.017203  \n",
       "404383  0.012060  \n",
       "314603  0.001707  \n",
       "581753  0.028871  \n",
       "374309  0.001769  \n",
       "610908  0.009430  \n",
       "798669  0.008156  \n",
       "621795  0.030775  \n",
       "...          ...  \n",
       "302356  0.010085  \n",
       "598627  0.033473  \n",
       "267537  0.024284  \n",
       "669824  0.006292  \n",
       "720147  0.004399  \n",
       "257968  0.005628  \n",
       "734099  0.002685  \n",
       "751856  0.011940  \n",
       "540248  0.003610  \n",
       "73002   0.017513  \n",
       "850534  0.027735  \n",
       "136084  0.056116  \n",
       "241621  0.056897  \n",
       "773894  0.024419  \n",
       "21672   0.003366  \n",
       "20704   0.062842  \n",
       "652428  0.012794  \n",
       "979018  0.005069  \n",
       "843363  0.085376  \n",
       "830323  0.022521  \n",
       "846316  0.009132  \n",
       "328291  0.060302  \n",
       "298403  0.003959  \n",
       "542188  0.019608  \n",
       "730152  0.002491  \n",
       "752601  0.033788  \n",
       "951730  0.007345  \n",
       "616117  0.004419  \n",
       "852799  0.023964  \n",
       "65875   0.074483  \n",
       "\n",
       "[727796 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_bkg_train = df_bkg_train[ ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ]\n",
    "X_bkg_test = df_bkg_test[ ['Xi', 'Muon0Pt', 'Muon1Pt', 'InvMass', 'ExtraPfCands', 'Acopl', 'XiMuMu'] ]\n",
    "X_bkg_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# y_sig = np.ones( len(X_sig) )\n",
    "# y_bkg = np.zeros( len(X_bkg) )\n",
    "\n",
    "# X = pd.concat( [X_sig, X_bkg] ) \n",
    "# y = np.concatenate( [y_sig, y_bkg] )\n",
    "\n",
    "# from sklearn.model_selection import train_test_split\n",
    "# X_train_full, X_test, y_train_full, y_test = train_test_split( X, y, test_size=0.20, shuffle=True, random_state=42 )\n",
    "# X_train, X_valid, y_train, y_valid = train_test_split( X_train_full, y_train_full, test_size=0.20, shuffle=False )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_ = pd.concat( [X_sig_train, X_bkg_train] ) \n",
    "y_ = np.concatenate( [y_sig_train, y_bkg_train] )\n",
    "\n",
    "X_train, X_valid, y_train, y_valid = train_test_split( X_, y_, test_size=0.20, shuffle=True, random_state=42 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Xi</th>\n",
       "      <th>Muon0Pt</th>\n",
       "      <th>Muon1Pt</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMu</th>\n",
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       "  <tbody>\n",
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       "      <th>469472</th>\n",
       "      <td>0.058105</td>\n",
       "      <td>72.826210</td>\n",
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       "      <td>130.711975</td>\n",
       "      <td>25</td>\n",
       "      <td>0.040807</td>\n",
       "      <td>0.040254</td>\n",
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       "    <tr>\n",
       "      <th>609700</th>\n",
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       "      <th>682659</th>\n",
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       "      <td>231.828979</td>\n",
       "      <td>220.913254</td>\n",
       "      <td>460.083496</td>\n",
       "      <td>49</td>\n",
       "      <td>0.015712</td>\n",
       "      <td>0.147346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77778</th>\n",
       "      <td>0.036630</td>\n",
       "      <td>163.956985</td>\n",
       "      <td>151.021820</td>\n",
       "      <td>315.850922</td>\n",
       "      <td>5</td>\n",
       "      <td>0.006405</td>\n",
       "      <td>0.009379</td>\n",
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       "    <tr>\n",
       "      <th>347724</th>\n",
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       "      <td>135.377182</td>\n",
       "      <td>78.774803</td>\n",
       "      <td>196.752762</td>\n",
       "      <td>78</td>\n",
       "      <td>0.214974</td>\n",
       "      <td>0.014618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30275</th>\n",
       "      <td>0.162471</td>\n",
       "      <td>67.015663</td>\n",
       "      <td>56.636086</td>\n",
       "      <td>160.171722</td>\n",
       "      <td>20</td>\n",
       "      <td>0.030221</td>\n",
       "      <td>0.033495</td>\n",
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       "    <tr>\n",
       "      <th>327758</th>\n",
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       "      <td>79.086670</td>\n",
       "      <td>216.952545</td>\n",
       "      <td>21</td>\n",
       "      <td>0.161898</td>\n",
       "      <td>0.006411</td>\n",
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       "    <tr>\n",
       "      <th>624191</th>\n",
       "      <td>0.099288</td>\n",
       "      <td>59.962311</td>\n",
       "      <td>51.655449</td>\n",
       "      <td>122.957054</td>\n",
       "      <td>41</td>\n",
       "      <td>0.011462</td>\n",
       "      <td>0.018061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660197</th>\n",
       "      <td>0.061193</td>\n",
       "      <td>61.142776</td>\n",
       "      <td>55.399841</td>\n",
       "      <td>171.535370</td>\n",
       "      <td>35</td>\n",
       "      <td>0.047100</td>\n",
       "      <td>0.037515</td>\n",
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       "    <tr>\n",
       "      <th>485678</th>\n",
       "      <td>0.038942</td>\n",
       "      <td>59.169373</td>\n",
       "      <td>52.536217</td>\n",
       "      <td>110.931953</td>\n",
       "      <td>32</td>\n",
       "      <td>0.064774</td>\n",
       "      <td>0.001647</td>\n",
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       "    <tr>\n",
       "      <th>800428</th>\n",
       "      <td>0.036305</td>\n",
       "      <td>73.460533</td>\n",
       "      <td>67.095016</td>\n",
       "      <td>139.055679</td>\n",
       "      <td>30</td>\n",
       "      <td>0.105725</td>\n",
       "      <td>0.003303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47872</th>\n",
       "      <td>0.066634</td>\n",
       "      <td>62.469265</td>\n",
       "      <td>57.954937</td>\n",
       "      <td>119.571907</td>\n",
       "      <td>22</td>\n",
       "      <td>0.072028</td>\n",
       "      <td>0.002818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286578</th>\n",
       "      <td>0.106482</td>\n",
       "      <td>60.702862</td>\n",
       "      <td>57.985207</td>\n",
       "      <td>130.844833</td>\n",
       "      <td>10</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>0.005334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268005</th>\n",
       "      <td>0.061896</td>\n",
       "      <td>93.884224</td>\n",
       "      <td>76.655380</td>\n",
       "      <td>222.203552</td>\n",
       "      <td>48</td>\n",
       "      <td>0.044040</td>\n",
       "      <td>0.003377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64627</th>\n",
       "      <td>0.080546</td>\n",
       "      <td>70.880646</td>\n",
       "      <td>62.095551</td>\n",
       "      <td>142.354492</td>\n",
       "      <td>20</td>\n",
       "      <td>0.044446</td>\n",
       "      <td>0.048714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419443</th>\n",
       "      <td>0.144963</td>\n",
       "      <td>70.581276</td>\n",
       "      <td>52.893398</td>\n",
       "      <td>119.824783</td>\n",
       "      <td>7</td>\n",
       "      <td>0.127221</td>\n",
       "      <td>0.073383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521136</th>\n",
       "      <td>0.096169</td>\n",
       "      <td>76.794754</td>\n",
       "      <td>58.200203</td>\n",
       "      <td>134.135895</td>\n",
       "      <td>62</td>\n",
       "      <td>0.016018</td>\n",
       "      <td>0.033205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635046</th>\n",
       "      <td>0.036236</td>\n",
       "      <td>56.341770</td>\n",
       "      <td>54.013195</td>\n",
       "      <td>111.114929</td>\n",
       "      <td>80</td>\n",
       "      <td>0.043286</td>\n",
       "      <td>0.026700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567232</th>\n",
       "      <td>0.135248</td>\n",
       "      <td>58.600624</td>\n",
       "      <td>51.910294</td>\n",
       "      <td>121.236794</td>\n",
       "      <td>68</td>\n",
       "      <td>0.008519</td>\n",
       "      <td>0.027582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10439</th>\n",
       "      <td>0.093579</td>\n",
       "      <td>59.236160</td>\n",
       "      <td>56.311939</td>\n",
       "      <td>115.597427</td>\n",
       "      <td>42</td>\n",
       "      <td>0.005241</td>\n",
       "      <td>0.002283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413764</th>\n",
       "      <td>0.146624</td>\n",
       "      <td>147.191818</td>\n",
       "      <td>121.477730</td>\n",
       "      <td>316.908264</td>\n",
       "      <td>105</td>\n",
       "      <td>0.050399</td>\n",
       "      <td>0.029784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696554</th>\n",
       "      <td>0.045959</td>\n",
       "      <td>98.762535</td>\n",
       "      <td>56.915436</td>\n",
       "      <td>155.404999</td>\n",
       "      <td>48</td>\n",
       "      <td>0.036986</td>\n",
       "      <td>0.016565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387783</th>\n",
       "      <td>0.072749</td>\n",
       "      <td>74.523819</td>\n",
       "      <td>64.427574</td>\n",
       "      <td>125.486588</td>\n",
       "      <td>36</td>\n",
       "      <td>0.441095</td>\n",
       "      <td>0.051900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878284</th>\n",
       "      <td>0.063578</td>\n",
       "      <td>58.517185</td>\n",
       "      <td>53.989117</td>\n",
       "      <td>112.353928</td>\n",
       "      <td>9</td>\n",
       "      <td>0.021893</td>\n",
       "      <td>0.005582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778882</th>\n",
       "      <td>0.068884</td>\n",
       "      <td>132.055923</td>\n",
       "      <td>87.568161</td>\n",
       "      <td>168.525665</td>\n",
       "      <td>19</td>\n",
       "      <td>0.456407</td>\n",
       "      <td>0.010098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782479</th>\n",
       "      <td>0.050656</td>\n",
       "      <td>86.261192</td>\n",
       "      <td>63.565922</td>\n",
       "      <td>189.112946</td>\n",
       "      <td>67</td>\n",
       "      <td>0.014787</td>\n",
       "      <td>0.011682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917897</th>\n",
       "      <td>0.073553</td>\n",
       "      <td>64.609024</td>\n",
       "      <td>55.043991</td>\n",
       "      <td>117.918968</td>\n",
       "      <td>85</td>\n",
       "      <td>0.121981</td>\n",
       "      <td>0.003945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624068</th>\n",
       "      <td>0.113328</td>\n",
       "      <td>58.677849</td>\n",
       "      <td>54.345657</td>\n",
       "      <td>112.205391</td>\n",
       "      <td>63</td>\n",
       "      <td>0.107521</td>\n",
       "      <td>0.016605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845204</th>\n",
       "      <td>0.111977</td>\n",
       "      <td>77.181664</td>\n",
       "      <td>67.640724</td>\n",
       "      <td>167.169998</td>\n",
       "      <td>35</td>\n",
       "      <td>0.043331</td>\n",
       "      <td>0.025117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276555</th>\n",
       "      <td>0.093130</td>\n",
       "      <td>124.502037</td>\n",
       "      <td>69.673401</td>\n",
       "      <td>208.727066</td>\n",
       "      <td>12</td>\n",
       "      <td>0.725536</td>\n",
       "      <td>0.006639</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395093</th>\n",
       "      <td>0.080379</td>\n",
       "      <td>62.391781</td>\n",
       "      <td>54.175468</td>\n",
       "      <td>122.175301</td>\n",
       "      <td>20</td>\n",
       "      <td>0.110992</td>\n",
       "      <td>0.001739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77861</th>\n",
       "      <td>0.101927</td>\n",
       "      <td>175.326706</td>\n",
       "      <td>89.322876</td>\n",
       "      <td>246.800156</td>\n",
       "      <td>49</td>\n",
       "      <td>0.106880</td>\n",
       "      <td>0.032999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85072</th>\n",
       "      <td>0.040111</td>\n",
       "      <td>80.706688</td>\n",
       "      <td>59.681057</td>\n",
       "      <td>124.675758</td>\n",
       "      <td>44</td>\n",
       "      <td>0.311676</td>\n",
       "      <td>0.005309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109273</th>\n",
       "      <td>0.086498</td>\n",
       "      <td>68.417206</td>\n",
       "      <td>58.299053</td>\n",
       "      <td>129.442825</td>\n",
       "      <td>34</td>\n",
       "      <td>0.049116</td>\n",
       "      <td>0.027512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81122</th>\n",
       "      <td>0.088747</td>\n",
       "      <td>70.753838</td>\n",
       "      <td>60.108784</td>\n",
       "      <td>153.268677</td>\n",
       "      <td>43</td>\n",
       "      <td>0.117948</td>\n",
       "      <td>0.009650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820776</th>\n",
       "      <td>0.045395</td>\n",
       "      <td>89.744095</td>\n",
       "      <td>72.114731</td>\n",
       "      <td>111.919907</td>\n",
       "      <td>30</td>\n",
       "      <td>0.511768</td>\n",
       "      <td>0.012344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931914</th>\n",
       "      <td>0.088806</td>\n",
       "      <td>94.278008</td>\n",
       "      <td>58.076111</td>\n",
       "      <td>110.222466</td>\n",
       "      <td>30</td>\n",
       "      <td>0.465103</td>\n",
       "      <td>0.051661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680889</th>\n",
       "      <td>0.068103</td>\n",
       "      <td>57.918884</td>\n",
       "      <td>54.148697</td>\n",
       "      <td>116.306602</td>\n",
       "      <td>7</td>\n",
       "      <td>0.004876</td>\n",
       "      <td>0.047065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571506</th>\n",
       "      <td>0.049335</td>\n",
       "      <td>93.279861</td>\n",
       "      <td>51.348362</td>\n",
       "      <td>133.309006</td>\n",
       "      <td>30</td>\n",
       "      <td>0.216906</td>\n",
       "      <td>0.002990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361988</th>\n",
       "      <td>0.117757</td>\n",
       "      <td>53.339649</td>\n",
       "      <td>51.651325</td>\n",
       "      <td>120.926796</td>\n",
       "      <td>67</td>\n",
       "      <td>0.032349</td>\n",
       "      <td>0.023163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241071</th>\n",
       "      <td>0.106416</td>\n",
       "      <td>58.684364</td>\n",
       "      <td>50.160690</td>\n",
       "      <td>126.869370</td>\n",
       "      <td>65</td>\n",
       "      <td>0.001296</td>\n",
       "      <td>0.048059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740766</th>\n",
       "      <td>0.071169</td>\n",
       "      <td>109.198471</td>\n",
       "      <td>74.405174</td>\n",
       "      <td>180.109863</td>\n",
       "      <td>42</td>\n",
       "      <td>0.030307</td>\n",
       "      <td>0.002655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16583</th>\n",
       "      <td>0.066231</td>\n",
       "      <td>57.121727</td>\n",
       "      <td>54.949032</td>\n",
       "      <td>124.041679</td>\n",
       "      <td>44</td>\n",
       "      <td>0.058460</td>\n",
       "      <td>0.003237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658918</th>\n",
       "      <td>0.061177</td>\n",
       "      <td>61.048836</td>\n",
       "      <td>51.704250</td>\n",
       "      <td>128.824753</td>\n",
       "      <td>67</td>\n",
       "      <td>0.032079</td>\n",
       "      <td>0.002508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150338</th>\n",
       "      <td>0.051313</td>\n",
       "      <td>103.158318</td>\n",
       "      <td>64.727562</td>\n",
       "      <td>168.444794</td>\n",
       "      <td>47</td>\n",
       "      <td>0.014095</td>\n",
       "      <td>0.009335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67747</th>\n",
       "      <td>0.065983</td>\n",
       "      <td>83.459114</td>\n",
       "      <td>51.876377</td>\n",
       "      <td>128.671799</td>\n",
       "      <td>27</td>\n",
       "      <td>0.148815</td>\n",
       "      <td>0.010421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97612</th>\n",
       "      <td>0.060297</td>\n",
       "      <td>74.579071</td>\n",
       "      <td>64.873665</td>\n",
       "      <td>152.713699</td>\n",
       "      <td>51</td>\n",
       "      <td>0.021650</td>\n",
       "      <td>0.006940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69354</th>\n",
       "      <td>0.065957</td>\n",
       "      <td>73.315994</td>\n",
       "      <td>58.459831</td>\n",
       "      <td>140.587616</td>\n",
       "      <td>52</td>\n",
       "      <td>0.064691</td>\n",
       "      <td>0.006348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663151</th>\n",
       "      <td>0.041024</td>\n",
       "      <td>81.709534</td>\n",
       "      <td>74.466881</td>\n",
       "      <td>163.764999</td>\n",
       "      <td>7</td>\n",
       "      <td>0.036721</td>\n",
       "      <td>0.053592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186954</th>\n",
       "      <td>0.093129</td>\n",
       "      <td>66.761314</td>\n",
       "      <td>66.005836</td>\n",
       "      <td>135.211182</td>\n",
       "      <td>79</td>\n",
       "      <td>0.080319</td>\n",
       "      <td>0.017965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926948</th>\n",
       "      <td>0.040808</td>\n",
       "      <td>58.787628</td>\n",
       "      <td>53.127609</td>\n",
       "      <td>120.098770</td>\n",
       "      <td>61</td>\n",
       "      <td>0.047337</td>\n",
       "      <td>0.005472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357796</th>\n",
       "      <td>0.096420</td>\n",
       "      <td>101.990410</td>\n",
       "      <td>90.084496</td>\n",
       "      <td>262.006165</td>\n",
       "      <td>37</td>\n",
       "      <td>0.031695</td>\n",
       "      <td>0.047936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657240</th>\n",
       "      <td>0.046768</td>\n",
       "      <td>73.814926</td>\n",
       "      <td>68.046143</td>\n",
       "      <td>139.253616</td>\n",
       "      <td>56</td>\n",
       "      <td>0.119784</td>\n",
       "      <td>0.008516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600455</th>\n",
       "      <td>0.118493</td>\n",
       "      <td>69.064934</td>\n",
       "      <td>68.758072</td>\n",
       "      <td>141.082611</td>\n",
       "      <td>11</td>\n",
       "      <td>0.012769</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631764</th>\n",
       "      <td>0.148850</td>\n",
       "      <td>174.391617</td>\n",
       "      <td>57.141777</td>\n",
       "      <td>216.980591</td>\n",
       "      <td>54</td>\n",
       "      <td>0.039650</td>\n",
       "      <td>0.011259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424451</th>\n",
       "      <td>0.116456</td>\n",
       "      <td>470.040649</td>\n",
       "      <td>421.183868</td>\n",
       "      <td>912.406799</td>\n",
       "      <td>26</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.057543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677832</th>\n",
       "      <td>0.123265</td>\n",
       "      <td>68.281303</td>\n",
       "      <td>61.058746</td>\n",
       "      <td>130.509949</td>\n",
       "      <td>28</td>\n",
       "      <td>0.004136</td>\n",
       "      <td>0.036068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277756</th>\n",
       "      <td>0.055800</td>\n",
       "      <td>58.482643</td>\n",
       "      <td>52.764305</td>\n",
       "      <td>110.690910</td>\n",
       "      <td>21</td>\n",
       "      <td>0.089106</td>\n",
       "      <td>0.002946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388447</th>\n",
       "      <td>0.104385</td>\n",
       "      <td>59.622902</td>\n",
       "      <td>58.166660</td>\n",
       "      <td>137.540710</td>\n",
       "      <td>7</td>\n",
       "      <td>0.052289</td>\n",
       "      <td>0.039359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77300</th>\n",
       "      <td>0.092939</td>\n",
       "      <td>89.483521</td>\n",
       "      <td>60.038048</td>\n",
       "      <td>254.885406</td>\n",
       "      <td>74</td>\n",
       "      <td>0.112800</td>\n",
       "      <td>0.019484</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605300 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Xi     Muon0Pt     Muon1Pt     InvMass  ExtraPfCands     Acopl  \\\n",
       "469472  0.058105   72.826210   55.110813  130.711975            25  0.040807   \n",
       "609700  0.091873   53.075546   52.507694  118.192848            37  0.085519   \n",
       "682659  0.075423  231.828979  220.913254  460.083496            49  0.015712   \n",
       "77778   0.036630  163.956985  151.021820  315.850922             5  0.006405   \n",
       "347724  0.044258  135.377182   78.774803  196.752762            78  0.214974   \n",
       "30275   0.162471   67.015663   56.636086  160.171722            20  0.030221   \n",
       "327758  0.054789  106.260559   79.086670  216.952545            21  0.161898   \n",
       "624191  0.099288   59.962311   51.655449  122.957054            41  0.011462   \n",
       "660197  0.061193   61.142776   55.399841  171.535370            35  0.047100   \n",
       "485678  0.038942   59.169373   52.536217  110.931953            32  0.064774   \n",
       "800428  0.036305   73.460533   67.095016  139.055679            30  0.105725   \n",
       "47872   0.066634   62.469265   57.954937  119.571907            22  0.072028   \n",
       "286578  0.106482   60.702862   57.985207  130.844833            10  0.033368   \n",
       "268005  0.061896   93.884224   76.655380  222.203552            48  0.044040   \n",
       "64627   0.080546   70.880646   62.095551  142.354492            20  0.044446   \n",
       "419443  0.144963   70.581276   52.893398  119.824783             7  0.127221   \n",
       "521136  0.096169   76.794754   58.200203  134.135895            62  0.016018   \n",
       "635046  0.036236   56.341770   54.013195  111.114929            80  0.043286   \n",
       "567232  0.135248   58.600624   51.910294  121.236794            68  0.008519   \n",
       "10439   0.093579   59.236160   56.311939  115.597427            42  0.005241   \n",
       "413764  0.146624  147.191818  121.477730  316.908264           105  0.050399   \n",
       "696554  0.045959   98.762535   56.915436  155.404999            48  0.036986   \n",
       "387783  0.072749   74.523819   64.427574  125.486588            36  0.441095   \n",
       "878284  0.063578   58.517185   53.989117  112.353928             9  0.021893   \n",
       "778882  0.068884  132.055923   87.568161  168.525665            19  0.456407   \n",
       "782479  0.050656   86.261192   63.565922  189.112946            67  0.014787   \n",
       "917897  0.073553   64.609024   55.043991  117.918968            85  0.121981   \n",
       "624068  0.113328   58.677849   54.345657  112.205391            63  0.107521   \n",
       "845204  0.111977   77.181664   67.640724  167.169998            35  0.043331   \n",
       "276555  0.093130  124.502037   69.673401  208.727066            12  0.725536   \n",
       "...          ...         ...         ...         ...           ...       ...   \n",
       "395093  0.080379   62.391781   54.175468  122.175301            20  0.110992   \n",
       "77861   0.101927  175.326706   89.322876  246.800156            49  0.106880   \n",
       "85072   0.040111   80.706688   59.681057  124.675758            44  0.311676   \n",
       "109273  0.086498   68.417206   58.299053  129.442825            34  0.049116   \n",
       "81122   0.088747   70.753838   60.108784  153.268677            43  0.117948   \n",
       "820776  0.045395   89.744095   72.114731  111.919907            30  0.511768   \n",
       "931914  0.088806   94.278008   58.076111  110.222466            30  0.465103   \n",
       "680889  0.068103   57.918884   54.148697  116.306602             7  0.004876   \n",
       "571506  0.049335   93.279861   51.348362  133.309006            30  0.216906   \n",
       "361988  0.117757   53.339649   51.651325  120.926796            67  0.032349   \n",
       "241071  0.106416   58.684364   50.160690  126.869370            65  0.001296   \n",
       "740766  0.071169  109.198471   74.405174  180.109863            42  0.030307   \n",
       "16583   0.066231   57.121727   54.949032  124.041679            44  0.058460   \n",
       "658918  0.061177   61.048836   51.704250  128.824753            67  0.032079   \n",
       "150338  0.051313  103.158318   64.727562  168.444794            47  0.014095   \n",
       "67747   0.065983   83.459114   51.876377  128.671799            27  0.148815   \n",
       "97612   0.060297   74.579071   64.873665  152.713699            51  0.021650   \n",
       "69354   0.065957   73.315994   58.459831  140.587616            52  0.064691   \n",
       "663151  0.041024   81.709534   74.466881  163.764999             7  0.036721   \n",
       "186954  0.093129   66.761314   66.005836  135.211182            79  0.080319   \n",
       "926948  0.040808   58.787628   53.127609  120.098770            61  0.047337   \n",
       "357796  0.096420  101.990410   90.084496  262.006165            37  0.031695   \n",
       "657240  0.046768   73.814926   68.046143  139.253616            56  0.119784   \n",
       "600455  0.118493   69.064934   68.758072  141.082611            11  0.012769   \n",
       "631764  0.148850  174.391617   57.141777  216.980591            54  0.039650   \n",
       "424451  0.116456  470.040649  421.183868  912.406799            26  0.000130   \n",
       "677832  0.123265   68.281303   61.058746  130.509949            28  0.004136   \n",
       "277756  0.055800   58.482643   52.764305  110.690910            21  0.089106   \n",
       "388447  0.104385   59.622902   58.166660  137.540710             7  0.052289   \n",
       "77300   0.092939   89.483521   60.038048  254.885406            74  0.112800   \n",
       "\n",
       "          XiMuMu  \n",
       "469472  0.040254  \n",
       "609700  0.005388  \n",
       "682659  0.147346  \n",
       "77778   0.009379  \n",
       "347724  0.014618  \n",
       "30275   0.033495  \n",
       "327758  0.006411  \n",
       "624191  0.018061  \n",
       "660197  0.037515  \n",
       "485678  0.001647  \n",
       "800428  0.003303  \n",
       "47872   0.002818  \n",
       "286578  0.005334  \n",
       "268005  0.003377  \n",
       "64627   0.048714  \n",
       "419443  0.073383  \n",
       "521136  0.033205  \n",
       "635046  0.026700  \n",
       "567232  0.027582  \n",
       "10439   0.002283  \n",
       "413764  0.029784  \n",
       "696554  0.016565  \n",
       "387783  0.051900  \n",
       "878284  0.005582  \n",
       "778882  0.010098  \n",
       "782479  0.011682  \n",
       "917897  0.003945  \n",
       "624068  0.016605  \n",
       "845204  0.025117  \n",
       "276555  0.006639  \n",
       "...          ...  \n",
       "395093  0.001739  \n",
       "77861   0.032999  \n",
       "85072   0.005309  \n",
       "109273  0.027512  \n",
       "81122   0.009650  \n",
       "820776  0.012344  \n",
       "931914  0.051661  \n",
       "680889  0.047065  \n",
       "571506  0.002990  \n",
       "361988  0.023163  \n",
       "241071  0.048059  \n",
       "740766  0.002655  \n",
       "16583   0.003237  \n",
       "658918  0.002508  \n",
       "150338  0.009335  \n",
       "67747   0.010421  \n",
       "97612   0.006940  \n",
       "69354   0.006348  \n",
       "663151  0.053592  \n",
       "186954  0.017965  \n",
       "926948  0.005472  \n",
       "357796  0.047936  \n",
       "657240  0.008516  \n",
       "600455  0.002058  \n",
       "631764  0.011259  \n",
       "424451  0.057543  \n",
       "677832  0.036068  \n",
       "277756  0.002946  \n",
       "388447  0.039359  \n",
       "77300   0.019484  \n",
       "\n",
       "[605300 rows x 7 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = pd.concat( [X_sig_test, X_bkg_test] ) \n",
    "y_test = np.concatenate( [y_sig_test, y_bkg_test] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Xi</th>\n",
       "      <th>Muon0Pt</th>\n",
       "      <th>Muon1Pt</th>\n",
       "      <th>InvMass</th>\n",
       "      <th>ExtraPfCands</th>\n",
       "      <th>Acopl</th>\n",
       "      <th>XiMuMu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99234</th>\n",
       "      <td>0.076666</td>\n",
       "      <td>299.772003</td>\n",
       "      <td>293.133179</td>\n",
       "      <td>783.843018</td>\n",
       "      <td>3</td>\n",
       "      <td>8.626284e-07</td>\n",
       "      <td>0.077529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140279</th>\n",
       "      <td>0.041093</td>\n",
       "      <td>141.848022</td>\n",
       "      <td>139.301285</td>\n",
       "      <td>400.948456</td>\n",
       "      <td>12</td>\n",
       "      <td>5.804421e-04</td>\n",
       "      <td>0.042499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190165</th>\n",
       "      <td>0.055388</td>\n",
       "      <td>84.725891</td>\n",
       "      <td>83.376411</td>\n",
       "      <td>223.688828</td>\n",
       "      <td>3</td>\n",
       "      <td>2.251787e-04</td>\n",
       "      <td>0.056514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148266</th>\n",
       "      <td>0.051295</td>\n",
       "      <td>96.573059</td>\n",
       "      <td>96.415550</td>\n",
       "      <td>218.593445</td>\n",
       "      <td>0</td>\n",
       "      <td>7.299701e-05</td>\n",
       "      <td>0.049608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44734</th>\n",
       "      <td>0.048346</td>\n",
       "      <td>52.776470</td>\n",
       "      <td>52.612209</td>\n",
       "      <td>111.511894</td>\n",
       "      <td>5</td>\n",
       "      <td>6.226767e-04</td>\n",
       "      <td>0.047299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205320</th>\n",
       "      <td>0.098880</td>\n",
       "      <td>117.329910</td>\n",
       "      <td>113.676643</td>\n",
       "      <td>236.842682</td>\n",
       "      <td>6</td>\n",
       "      <td>2.636554e-04</td>\n",
       "      <td>0.100070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111452</th>\n",
       "      <td>0.052445</td>\n",
       "      <td>52.369503</td>\n",
       "      <td>52.356544</td>\n",
       "      <td>120.156525</td>\n",
       "      <td>1</td>\n",
       "      <td>1.043757e-03</td>\n",
       "      <td>0.052469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84328</th>\n",
       "      <td>0.043292</td>\n",
       "      <td>52.813648</td>\n",
       "      <td>52.537960</td>\n",
       "      <td>151.280701</td>\n",
       "      <td>0</td>\n",
       "      <td>1.070642e-03</td>\n",
       "      <td>0.041663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191766</th>\n",
       "      <td>0.075327</td>\n",
       "      <td>57.417480</td>\n",
       "      <td>53.987713</td>\n",
       "      <td>116.916412</td>\n",
       "      <td>0</td>\n",
       "      <td>7.648572e-04</td>\n",
       "      <td>0.070977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7014</th>\n",
       "      <td>0.073473</td>\n",
       "      <td>78.993111</td>\n",
       "      <td>73.476295</td>\n",
       "      <td>155.143829</td>\n",
       "      <td>0</td>\n",
       "      <td>3.987060e-05</td>\n",
       "      <td>0.074484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55272</th>\n",
       "      <td>0.054175</td>\n",
       "      <td>108.028496</td>\n",
       "      <td>101.259285</td>\n",
       "      <td>225.489899</td>\n",
       "      <td>2</td>\n",
       "      <td>4.840713e-04</td>\n",
       "      <td>0.055662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85162</th>\n",
       "      <td>0.046906</td>\n",
       "      <td>69.560989</td>\n",
       "      <td>68.042679</td>\n",
       "      <td>138.359390</td>\n",
       "      <td>0</td>\n",
       "      <td>2.147177e-05</td>\n",
       "      <td>0.046053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193007</th>\n",
       "      <td>0.154209</td>\n",
       "      <td>248.762222</td>\n",
       "      <td>219.746033</td>\n",
       "      <td>467.641052</td>\n",
       "      <td>5</td>\n",
       "      <td>4.257965e-04</td>\n",
       "      <td>0.154068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185270</th>\n",
       "      <td>0.043673</td>\n",
       "      <td>54.826805</td>\n",
       "      <td>54.193981</td>\n",
       "      <td>121.708488</td>\n",
       "      <td>0</td>\n",
       "      <td>1.866498e-04</td>\n",
       "      <td>0.043534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126291</th>\n",
       "      <td>0.045325</td>\n",
       "      <td>58.738628</td>\n",
       "      <td>57.426037</td>\n",
       "      <td>118.095238</td>\n",
       "      <td>0</td>\n",
       "      <td>1.400858e-03</td>\n",
       "      <td>0.043085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182824</th>\n",
       "      <td>0.049977</td>\n",
       "      <td>59.406006</td>\n",
       "      <td>58.768562</td>\n",
       "      <td>121.587166</td>\n",
       "      <td>1</td>\n",
       "      <td>2.987430e-03</td>\n",
       "      <td>0.048079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73452</th>\n",
       "      <td>0.094751</td>\n",
       "      <td>240.428665</td>\n",
       "      <td>233.649689</td>\n",
       "      <td>547.809692</td>\n",
       "      <td>7</td>\n",
       "      <td>4.716524e-04</td>\n",
       "      <td>0.099597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154194</th>\n",
       "      <td>0.052322</td>\n",
       "      <td>67.927238</td>\n",
       "      <td>66.981865</td>\n",
       "      <td>135.083649</td>\n",
       "      <td>2</td>\n",
       "      <td>2.017473e-04</td>\n",
       "      <td>0.050950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193760</th>\n",
       "      <td>0.088089</td>\n",
       "      <td>63.442333</td>\n",
       "      <td>58.484211</td>\n",
       "      <td>121.901375</td>\n",
       "      <td>5</td>\n",
       "      <td>8.384942e-05</td>\n",
       "      <td>0.086240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41417</th>\n",
       "      <td>0.078442</td>\n",
       "      <td>92.624596</td>\n",
       "      <td>88.850372</td>\n",
       "      <td>191.343262</td>\n",
       "      <td>3</td>\n",
       "      <td>1.058897e-03</td>\n",
       "      <td>0.079987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72008</th>\n",
       "      <td>0.057720</td>\n",
       "      <td>114.876541</td>\n",
       "      <td>111.149467</td>\n",
       "      <td>273.684662</td>\n",
       "      <td>4</td>\n",
       "      <td>6.880555e-04</td>\n",
       "      <td>0.056711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79798</th>\n",
       "      <td>0.079940</td>\n",
       "      <td>96.929970</td>\n",
       "      <td>96.731186</td>\n",
       "      <td>213.068268</td>\n",
       "      <td>2</td>\n",
       "      <td>5.091628e-04</td>\n",
       "      <td>0.081371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186401</th>\n",
       "      <td>0.048043</td>\n",
       "      <td>56.594982</td>\n",
       "      <td>55.078053</td>\n",
       "      <td>144.067780</td>\n",
       "      <td>0</td>\n",
       "      <td>1.445066e-04</td>\n",
       "      <td>0.050666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37496</th>\n",
       "      <td>0.041909</td>\n",
       "      <td>150.294586</td>\n",
       "      <td>142.054688</td>\n",
       "      <td>320.965393</td>\n",
       "      <td>12</td>\n",
       "      <td>7.503659e-05</td>\n",
       "      <td>0.042522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153707</th>\n",
       "      <td>0.039384</td>\n",
       "      <td>52.194279</td>\n",
       "      <td>51.071869</td>\n",
       "      <td>144.720108</td>\n",
       "      <td>1</td>\n",
       "      <td>2.853246e-03</td>\n",
       "      <td>0.038358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48087</th>\n",
       "      <td>0.048961</td>\n",
       "      <td>94.985481</td>\n",
       "      <td>93.581657</td>\n",
       "      <td>189.702072</td>\n",
       "      <td>3</td>\n",
       "      <td>4.338587e-04</td>\n",
       "      <td>0.048569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50971</th>\n",
       "      <td>0.056889</td>\n",
       "      <td>89.701118</td>\n",
       "      <td>88.862434</td>\n",
       "      <td>179.123413</td>\n",
       "      <td>2</td>\n",
       "      <td>1.175877e-04</td>\n",
       "      <td>0.056762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91234</th>\n",
       "      <td>0.049574</td>\n",
       "      <td>62.662567</td>\n",
       "      <td>62.404236</td>\n",
       "      <td>128.622131</td>\n",
       "      <td>0</td>\n",
       "      <td>5.023326e-04</td>\n",
       "      <td>0.050495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201722</th>\n",
       "      <td>0.059045</td>\n",
       "      <td>57.819790</td>\n",
       "      <td>57.258812</td>\n",
       "      <td>116.259178</td>\n",
       "      <td>0</td>\n",
       "      <td>7.042962e-04</td>\n",
       "      <td>0.058163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174153</th>\n",
       "      <td>0.061927</td>\n",
       "      <td>71.561470</td>\n",
       "      <td>68.562660</td>\n",
       "      <td>195.770981</td>\n",
       "      <td>3</td>\n",
       "      <td>4.153995e-04</td>\n",
       "      <td>0.063845</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351340</th>\n",
       "      <td>0.087394</td>\n",
       "      <td>102.481285</td>\n",
       "      <td>79.443802</td>\n",
       "      <td>161.023636</td>\n",
       "      <td>36</td>\n",
       "      <td>2.987820e-01</td>\n",
       "      <td>0.100843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428698</th>\n",
       "      <td>0.107586</td>\n",
       "      <td>102.683357</td>\n",
       "      <td>100.919601</td>\n",
       "      <td>207.349899</td>\n",
       "      <td>13</td>\n",
       "      <td>7.146668e-02</td>\n",
       "      <td>0.005337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432349</th>\n",
       "      <td>0.049232</td>\n",
       "      <td>112.633476</td>\n",
       "      <td>81.885513</td>\n",
       "      <td>235.375931</td>\n",
       "      <td>96</td>\n",
       "      <td>5.643718e-02</td>\n",
       "      <td>0.065264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80973</th>\n",
       "      <td>0.094508</td>\n",
       "      <td>59.264984</td>\n",
       "      <td>57.859737</td>\n",
       "      <td>122.794083</td>\n",
       "      <td>59</td>\n",
       "      <td>1.825422e-02</td>\n",
       "      <td>0.003486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447114</th>\n",
       "      <td>0.042615</td>\n",
       "      <td>149.841675</td>\n",
       "      <td>149.216492</td>\n",
       "      <td>298.819763</td>\n",
       "      <td>51</td>\n",
       "      <td>2.616887e-02</td>\n",
       "      <td>0.003583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380546</th>\n",
       "      <td>0.048062</td>\n",
       "      <td>102.818573</td>\n",
       "      <td>61.979225</td>\n",
       "      <td>247.628876</td>\n",
       "      <td>60</td>\n",
       "      <td>2.201559e-02</td>\n",
       "      <td>0.006094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248375</th>\n",
       "      <td>0.034788</td>\n",
       "      <td>55.874382</td>\n",
       "      <td>55.230976</td>\n",
       "      <td>113.927773</td>\n",
       "      <td>33</td>\n",
       "      <td>2.804038e-02</td>\n",
       "      <td>0.029418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84194</th>\n",
       "      <td>0.109097</td>\n",
       "      <td>57.829971</td>\n",
       "      <td>57.341461</td>\n",
       "      <td>115.355255</td>\n",
       "      <td>53</td>\n",
       "      <td>2.615681e-02</td>\n",
       "      <td>0.030570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2537</th>\n",
       "      <td>0.096005</td>\n",
       "      <td>68.634941</td>\n",
       "      <td>59.304684</td>\n",
       "      <td>174.906845</td>\n",
       "      <td>33</td>\n",
       "      <td>1.632150e-02</td>\n",
       "      <td>0.006284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59421</th>\n",
       "      <td>0.170837</td>\n",
       "      <td>54.659451</td>\n",
       "      <td>51.947624</td>\n",
       "      <td>149.155045</td>\n",
       "      <td>21</td>\n",
       "      <td>8.245076e-04</td>\n",
       "      <td>0.007889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875235</th>\n",
       "      <td>0.038768</td>\n",
       "      <td>67.755180</td>\n",
       "      <td>63.799969</td>\n",
       "      <td>158.032990</td>\n",
       "      <td>52</td>\n",
       "      <td>6.538872e-03</td>\n",
       "      <td>0.030312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414649</th>\n",
       "      <td>0.118732</td>\n",
       "      <td>84.165215</td>\n",
       "      <td>61.422173</td>\n",
       "      <td>160.209641</td>\n",
       "      <td>44</td>\n",
       "      <td>3.435190e-02</td>\n",
       "      <td>0.005092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326553</th>\n",
       "      <td>0.080389</td>\n",
       "      <td>78.401604</td>\n",
       "      <td>54.322197</td>\n",
       "      <td>149.205215</td>\n",
       "      <td>43</td>\n",
       "      <td>4.188050e-02</td>\n",
       "      <td>0.014679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485446</th>\n",
       "      <td>0.060749</td>\n",
       "      <td>159.222076</td>\n",
       "      <td>102.838547</td>\n",
       "      <td>255.463913</td>\n",
       "      <td>36</td>\n",
       "      <td>4.253075e-02</td>\n",
       "      <td>0.005501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870203</th>\n",
       "      <td>0.101189</td>\n",
       "      <td>68.347313</td>\n",
       "      <td>67.378906</td>\n",
       "      <td>113.117683</td>\n",
       "      <td>86</td>\n",
       "      <td>5.191805e-01</td>\n",
       "      <td>0.003967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46267</th>\n",
       "      <td>0.132103</td>\n",
       "      <td>67.186676</td>\n",
       "      <td>63.368023</td>\n",
       "      <td>136.141235</td>\n",
       "      <td>14</td>\n",
       "      <td>5.098405e-03</td>\n",
       "      <td>0.050676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179775</th>\n",
       "      <td>0.108012</td>\n",
       "      <td>92.333054</td>\n",
       "      <td>89.366920</td>\n",
       "      <td>188.854507</td>\n",
       "      <td>43</td>\n",
       "      <td>3.738477e-02</td>\n",
       "      <td>0.061430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575848</th>\n",
       "      <td>0.145999</td>\n",
       "      <td>60.667145</td>\n",
       "      <td>50.804897</td>\n",
       "      <td>111.439743</td>\n",
       "      <td>29</td>\n",
       "      <td>5.644155e-03</td>\n",
       "      <td>0.006903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385704</th>\n",
       "      <td>0.068017</td>\n",
       "      <td>61.244343</td>\n",
       "      <td>51.548073</td>\n",
       "      <td>112.378746</td>\n",
       "      <td>31</td>\n",
       "      <td>2.532606e-03</td>\n",
       "      <td>0.002441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82684</th>\n",
       "      <td>0.065690</td>\n",
       "      <td>58.225948</td>\n",
       "      <td>54.103695</td>\n",
       "      <td>114.030937</td>\n",
       "      <td>34</td>\n",
       "      <td>6.291635e-02</td>\n",
       "      <td>0.045281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831449</th>\n",
       "      <td>0.061896</td>\n",
       "      <td>62.388119</td>\n",
       "      <td>57.383080</td>\n",
       "      <td>118.375565</td>\n",
       "      <td>34</td>\n",
       "      <td>9.359764e-02</td>\n",
       "      <td>0.012463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252519</th>\n",
       "      <td>0.131598</td>\n",
       "      <td>71.107674</td>\n",
       "      <td>68.281982</td>\n",
       "      <td>118.529465</td>\n",
       "      <td>30</td>\n",
       "      <td>3.546648e-01</td>\n",
       "      <td>0.002090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794181</th>\n",
       "      <td>0.089444</td>\n",
       "      <td>72.061623</td>\n",
       "      <td>54.325729</td>\n",
       "      <td>124.897705</td>\n",
       "      <td>42</td>\n",
       "      <td>1.178417e-01</td>\n",
       "      <td>0.021488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208251</th>\n",
       "      <td>0.078181</td>\n",
       "      <td>63.903557</td>\n",
       "      <td>52.866199</td>\n",
       "      <td>147.195053</td>\n",
       "      <td>48</td>\n",
       "      <td>4.214248e-01</td>\n",
       "      <td>0.005795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685848</th>\n",
       "      <td>0.119117</td>\n",
       "      <td>78.435768</td>\n",
       "      <td>68.492256</td>\n",
       "      <td>150.369263</td>\n",
       "      <td>72</td>\n",
       "      <td>5.158073e-02</td>\n",
       "      <td>0.002047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383979</th>\n",
       "      <td>0.100943</td>\n",
       "      <td>108.688347</td>\n",
       "      <td>108.328186</td>\n",
       "      <td>239.021057</td>\n",
       "      <td>10</td>\n",
       "      <td>1.598851e-02</td>\n",
       "      <td>0.003400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624202</th>\n",
       "      <td>0.074419</td>\n",
       "      <td>60.297810</td>\n",
       "      <td>51.008278</td>\n",
       "      <td>111.233612</td>\n",
       "      <td>89</td>\n",
       "      <td>1.730723e-02</td>\n",
       "      <td>0.003333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311400</th>\n",
       "      <td>0.113789</td>\n",
       "      <td>57.708057</td>\n",
       "      <td>54.495319</td>\n",
       "      <td>113.377113</td>\n",
       "      <td>46</td>\n",
       "      <td>1.424117e-02</td>\n",
       "      <td>0.007957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470404</th>\n",
       "      <td>0.072609</td>\n",
       "      <td>66.864548</td>\n",
       "      <td>55.822441</td>\n",
       "      <td>145.362671</td>\n",
       "      <td>18</td>\n",
       "      <td>1.498698e-02</td>\n",
       "      <td>0.047210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560783</th>\n",
       "      <td>0.114671</td>\n",
       "      <td>118.910789</td>\n",
       "      <td>90.369843</td>\n",
       "      <td>216.087784</td>\n",
       "      <td>22</td>\n",
       "      <td>6.501766e-01</td>\n",
       "      <td>0.025963</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>504419 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Xi     Muon0Pt     Muon1Pt     InvMass  ExtraPfCands  \\\n",
       "99234   0.076666  299.772003  293.133179  783.843018             3   \n",
       "140279  0.041093  141.848022  139.301285  400.948456            12   \n",
       "190165  0.055388   84.725891   83.376411  223.688828             3   \n",
       "148266  0.051295   96.573059   96.415550  218.593445             0   \n",
       "44734   0.048346   52.776470   52.612209  111.511894             5   \n",
       "205320  0.098880  117.329910  113.676643  236.842682             6   \n",
       "111452  0.052445   52.369503   52.356544  120.156525             1   \n",
       "84328   0.043292   52.813648   52.537960  151.280701             0   \n",
       "191766  0.075327   57.417480   53.987713  116.916412             0   \n",
       "7014    0.073473   78.993111   73.476295  155.143829             0   \n",
       "55272   0.054175  108.028496  101.259285  225.489899             2   \n",
       "85162   0.046906   69.560989   68.042679  138.359390             0   \n",
       "193007  0.154209  248.762222  219.746033  467.641052             5   \n",
       "185270  0.043673   54.826805   54.193981  121.708488             0   \n",
       "126291  0.045325   58.738628   57.426037  118.095238             0   \n",
       "182824  0.049977   59.406006   58.768562  121.587166             1   \n",
       "73452   0.094751  240.428665  233.649689  547.809692             7   \n",
       "154194  0.052322   67.927238   66.981865  135.083649             2   \n",
       "193760  0.088089   63.442333   58.484211  121.901375             5   \n",
       "41417   0.078442   92.624596   88.850372  191.343262             3   \n",
       "72008   0.057720  114.876541  111.149467  273.684662             4   \n",
       "79798   0.079940   96.929970   96.731186  213.068268             2   \n",
       "186401  0.048043   56.594982   55.078053  144.067780             0   \n",
       "37496   0.041909  150.294586  142.054688  320.965393            12   \n",
       "153707  0.039384   52.194279   51.071869  144.720108             1   \n",
       "48087   0.048961   94.985481   93.581657  189.702072             3   \n",
       "50971   0.056889   89.701118   88.862434  179.123413             2   \n",
       "91234   0.049574   62.662567   62.404236  128.622131             0   \n",
       "201722  0.059045   57.819790   57.258812  116.259178             0   \n",
       "174153  0.061927   71.561470   68.562660  195.770981             3   \n",
       "...          ...         ...         ...         ...           ...   \n",
       "351340  0.087394  102.481285   79.443802  161.023636            36   \n",
       "428698  0.107586  102.683357  100.919601  207.349899            13   \n",
       "432349  0.049232  112.633476   81.885513  235.375931            96   \n",
       "80973   0.094508   59.264984   57.859737  122.794083            59   \n",
       "447114  0.042615  149.841675  149.216492  298.819763            51   \n",
       "380546  0.048062  102.818573   61.979225  247.628876            60   \n",
       "248375  0.034788   55.874382   55.230976  113.927773            33   \n",
       "84194   0.109097   57.829971   57.341461  115.355255            53   \n",
       "2537    0.096005   68.634941   59.304684  174.906845            33   \n",
       "59421   0.170837   54.659451   51.947624  149.155045            21   \n",
       "875235  0.038768   67.755180   63.799969  158.032990            52   \n",
       "414649  0.118732   84.165215   61.422173  160.209641            44   \n",
       "326553  0.080389   78.401604   54.322197  149.205215            43   \n",
       "485446  0.060749  159.222076  102.838547  255.463913            36   \n",
       "870203  0.101189   68.347313   67.378906  113.117683            86   \n",
       "46267   0.132103   67.186676   63.368023  136.141235            14   \n",
       "179775  0.108012   92.333054   89.366920  188.854507            43   \n",
       "575848  0.145999   60.667145   50.804897  111.439743            29   \n",
       "385704  0.068017   61.244343   51.548073  112.378746            31   \n",
       "82684   0.065690   58.225948   54.103695  114.030937            34   \n",
       "831449  0.061896   62.388119   57.383080  118.375565            34   \n",
       "252519  0.131598   71.107674   68.281982  118.529465            30   \n",
       "794181  0.089444   72.061623   54.325729  124.897705            42   \n",
       "208251  0.078181   63.903557   52.866199  147.195053            48   \n",
       "685848  0.119117   78.435768   68.492256  150.369263            72   \n",
       "383979  0.100943  108.688347  108.328186  239.021057            10   \n",
       "624202  0.074419   60.297810   51.008278  111.233612            89   \n",
       "311400  0.113789   57.708057   54.495319  113.377113            46   \n",
       "470404  0.072609   66.864548   55.822441  145.362671            18   \n",
       "560783  0.114671  118.910789   90.369843  216.087784            22   \n",
       "\n",
       "               Acopl    XiMuMu  \n",
       "99234   8.626284e-07  0.077529  \n",
       "140279  5.804421e-04  0.042499  \n",
       "190165  2.251787e-04  0.056514  \n",
       "148266  7.299701e-05  0.049608  \n",
       "44734   6.226767e-04  0.047299  \n",
       "205320  2.636554e-04  0.100070  \n",
       "111452  1.043757e-03  0.052469  \n",
       "84328   1.070642e-03  0.041663  \n",
       "191766  7.648572e-04  0.070977  \n",
       "7014    3.987060e-05  0.074484  \n",
       "55272   4.840713e-04  0.055662  \n",
       "85162   2.147177e-05  0.046053  \n",
       "193007  4.257965e-04  0.154068  \n",
       "185270  1.866498e-04  0.043534  \n",
       "126291  1.400858e-03  0.043085  \n",
       "182824  2.987430e-03  0.048079  \n",
       "73452   4.716524e-04  0.099597  \n",
       "154194  2.017473e-04  0.050950  \n",
       "193760  8.384942e-05  0.086240  \n",
       "41417   1.058897e-03  0.079987  \n",
       "72008   6.880555e-04  0.056711  \n",
       "79798   5.091628e-04  0.081371  \n",
       "186401  1.445066e-04  0.050666  \n",
       "37496   7.503659e-05  0.042522  \n",
       "153707  2.853246e-03  0.038358  \n",
       "48087   4.338587e-04  0.048569  \n",
       "50971   1.175877e-04  0.056762  \n",
       "91234   5.023326e-04  0.050495  \n",
       "201722  7.042962e-04  0.058163  \n",
       "174153  4.153995e-04  0.063845  \n",
       "...              ...       ...  \n",
       "351340  2.987820e-01  0.100843  \n",
       "428698  7.146668e-02  0.005337  \n",
       "432349  5.643718e-02  0.065264  \n",
       "80973   1.825422e-02  0.003486  \n",
       "447114  2.616887e-02  0.003583  \n",
       "380546  2.201559e-02  0.006094  \n",
       "248375  2.804038e-02  0.029418  \n",
       "84194   2.615681e-02  0.030570  \n",
       "2537    1.632150e-02  0.006284  \n",
       "59421   8.245076e-04  0.007889  \n",
       "875235  6.538872e-03  0.030312  \n",
       "414649  3.435190e-02  0.005092  \n",
       "326553  4.188050e-02  0.014679  \n",
       "485446  4.253075e-02  0.005501  \n",
       "870203  5.191805e-01  0.003967  \n",
       "46267   5.098405e-03  0.050676  \n",
       "179775  3.738477e-02  0.061430  \n",
       "575848  5.644155e-03  0.006903  \n",
       "385704  2.532606e-03  0.002441  \n",
       "82684   6.291635e-02  0.045281  \n",
       "831449  9.359764e-02  0.012463  \n",
       "252519  3.546648e-01  0.002090  \n",
       "794181  1.178417e-01  0.021488  \n",
       "208251  4.214248e-01  0.005795  \n",
       "685848  5.158073e-02  0.002047  \n",
       "383979  1.598851e-02  0.003400  \n",
       "624202  1.730723e-02  0.003333  \n",
       "311400  1.424117e-02  0.007957  \n",
       "470404  1.498698e-02  0.047210  \n",
       "560783  6.501766e-01  0.025963  \n",
       "\n",
       "[504419 rows x 7 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.sum( y_train == 1 ) / y_train.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.sum( y_valid == 1 ) / y_valid.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.sum( y_test == 1 ) / y_test.size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scale inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = None\n",
    "X_train_scaled = None\n",
    "if train_model:\n",
    "    scaler = StandardScaler()\n",
    "    X_train_scaled = scaler.fit_transform( X_train )\n",
    "else:\n",
    "    scaler = load( scaler_path )\n",
    "    X_train_scaled = scaler.transform( X_train )\n",
    "    \n",
    "X_valid_scaled = scaler.transform( X_valid )\n",
    "X_test_scaled = scaler.transform( X_test )\n",
    "\n",
    "print ( scaler )\n",
    "\n",
    "if train_model and save_model:\n",
    "    dump( scaler, \"model/standard_scaler.joblib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "X_train_scaled[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nvars = X_train_scaled.shape[1]\n",
    "ncols = 3\n",
    "nrows = ( nvars // ncols ) if nvars % ncols == 0 else ( nvars // ncols + 1 )\n",
    "\n",
    "fig, axes = plt.subplots( nrows, ncols, figsize=( ncols * 12, nrows * 10 ) )\n",
    "\n",
    "idx_row = 0\n",
    "idx_col = 0\n",
    "for idx_ in range( nvars ):\n",
    "    arr_ = X_train_scaled[ :, idx_ ]\n",
    "    axes[ idx_row, idx_col ].hist( arr_, bins=50 )\n",
    "    idx_col += 1\n",
    "    if idx_col == ncols:\n",
    "        idx_row += 1\n",
    "        idx_col = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model build function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def build_model(n_hidden=1, n_neurons=50, learning_rate=5e-4, dropout=0.20, input_shape=X_train_scaled.shape[1:] ):\n",
    "#     print( \"Building model with:\" )\n",
    "#     print( \"Number of hidden layers: {}\".format(n_hidden) )\n",
    "#     print( \"Number of neurons per layer: {}\".format(n_neurons) )\n",
    "#     print( \"Learning rate: {}\".format(learning_rate) )\n",
    "#     print( \"Input shape: {}\".format(input_shape) )\n",
    "#     print( \"Dropout rate: {}\".format(dropout) )\n",
    "    \n",
    "#     model = keras.models.Sequential()\n",
    "#     model.add( keras.layers.InputLayer(input_shape=input_shape) )\n",
    "#     for layer in range(n_hidden):\n",
    "#         if dropout > 0.:\n",
    "#             model.add( keras.layers.Dropout(rate=dropout) )\n",
    "#         model.add( keras.layers.Dense(n_neurons, activation=\"elu\", kernel_initializer=\"he_normal\") )\n",
    "#     if dropout > 0.:\n",
    "#         model.add( keras.layers.Dropout(rate=dropout) )    \n",
    "#     model.add( keras.layers.Dense(1, activation=\"sigmoid\") )\n",
    "    \n",
    "#     #optimizer = keras.optimizers.SGD(lr=learning_rate, momentum=0.9, nesterov=True)\n",
    "#     optimizer = keras.optimizers.Nadam(lr=learning_rate)\n",
    "#     model.compile( loss=\"binary_crossentropy\", optimizer=optimizer, metrics=[\"accuracy\"])\n",
    "    \n",
    "#     return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras_model import Model, build_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define training callbacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_run_logdir(log_dir):\n",
    "    import time\n",
    "    run_id = time.strftime(\"run_%Y_%m_%d-%H_%M_%S\")\n",
    "    return os.path.join(log_dir, run_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def callbacks(patience=10, log_dir=\"\"):\n",
    "    callbacks_ = []\n",
    "    # Early stopping\n",
    "    if patience > 0:\n",
    "        early_stopping_cb_ = keras.callbacks.EarlyStopping( patience=patience, restore_best_weights=True )\n",
    "        callbacks_.append( early_stopping_cb_ )\n",
    "        \n",
    "    # TensorBoard\n",
    "    if log_dir:\n",
    "        run_logdir = get_run_logdir(log_dir)\n",
    "        print ( \"Log dir: {}\".format(run_logdir) )\n",
    "        tensorboard_cb_ = keras.callbacks.TensorBoard( run_logdir )\n",
    "        callbacks_.append( tensorboard_cb_ )\n",
    "    \n",
    "    return callbacks_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_dir=\"keras_logs\"\n",
    "callbacks_ = callbacks(patience=5, log_dir=log_dir)\n",
    "callbacks_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build model (example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = build_model( \n",
    "    input_shape=X_train_scaled.shape[1:],\n",
    "    learning_rate=1e-4,\n",
    "    n_hidden=1,\n",
    "    n_neurons=50,\n",
    "    dropout=0.20\n",
    "    )\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "fit_example = False\n",
    "\n",
    "if fit_example:\n",
    "    history = model.fit( X_train_scaled, y_train, epochs=20, batch_size=32, validation_data=(X_valid_scaled, y_valid), callbacks=callbacks_ )\n",
    "    print( history.history )\n",
    "\n",
    "    pd.DataFrame( history.history ).plot( figsize=(12,10) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate on training data (without dropout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if fit_example:\n",
    "    model.evaluate( X_train_scaled, y_train )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate on test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if fit_example:\n",
    "    model.evaluate( X_test_scaled, y_test )\n",
    "\n",
    "    y_test_proba = model.predict( X_test_scaled )\n",
    "    print ( y_test_proba.shape )\n",
    "    print ( y_test_proba )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scan over different learning rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_max_learning_rate( lr_init=1e-4, lr_end=5e-2, steps=20, epochs=20, batch_size=32, model_build_fn=build_model, *build_fn_args, **build_fn_kwargs ):\n",
    "    results_ = {}\n",
    "    results_['learning_rate'] = []\n",
    "    results_['loss'] = []\n",
    "    results_['accuracy'] = []\n",
    "    results_['val_loss'] = []\n",
    "    results_['val_accuracy'] = []\n",
    "    c_ = (lr_end/lr_init) ** (1/steps)\n",
    "    lr_ = lr_init\n",
    "    for i_it in range( steps + 1 ):\n",
    "        results_['learning_rate'].append( lr_ )\n",
    "        model_ = model_build_fn( *build_fn_args, **build_fn_kwargs, learning_rate=lr_ )\n",
    "        callbacks_ = callbacks(patience=5)\n",
    "        history_ = model_.fit( X_train_scaled, y_train, epochs=epochs, batch_size=batch_size, validation_data=(X_valid_scaled, y_valid), callbacks=callbacks_ )\n",
    "        results_['loss'].append( history_.history['loss'] )\n",
    "        results_['accuracy'].append( history_.history['accuracy'] )\n",
    "        results_['val_loss'].append( history_.history['val_loss'] )\n",
    "        results_['val_accuracy'].append( history_.history['val_accuracy'] )\n",
    "        # Update learning rate\n",
    "        lr_ = lr_ * c_\n",
    "        \n",
    "    return results_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "epochs_lr_scan=20\n",
    "batch_size=1024\n",
    "results = None\n",
    "if learning_rate_scan:\n",
    "    results = find_max_learning_rate(\n",
    "                lr_init=1e-4,\n",
    "                lr_end=2e-2,\n",
    "                steps=10,\n",
    "                epochs=epochs_lr_scan,\n",
    "                batch_size=batch_size,\n",
    "                model_build_fn=build_model,\n",
    "                input_shape=X_train_scaled.shape[1:],\n",
    "                n_hidden=1,\n",
    "                n_neurons=20,\n",
    "                dropout=0.20\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if learning_rate_scan:\n",
    "    metrics_ = 'val_loss'\n",
    "    columns=[\"lr_{}\".format(lr_) for lr_ in np.round( results['learning_rate'], 4)] \n",
    "    df = pd.DataFrame( np.full((epochs_lr_scan,len(columns)),np.nan), columns=columns )\n",
    "    for i_lr_,col_ in enumerate(columns):\n",
    "        df[col_] = pd.Series( results[ metrics_ ][i_lr_] )\n",
    "    df.plot( figsize=(12,10) )\n",
    "    plt.yscale('log')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hyperparameter scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "learning_rate = 5e-4\n",
    "\n",
    "n_iter_search = 3\n",
    "epochs_grid_search = 20\n",
    "\n",
    "grid_search = None\n",
    "if train_model and run_grid_search:\n",
    "    import time\n",
    "    print( time.strftime(\"%Y/%m/%d %H:%M:%S\", time.localtime() ) )\n",
    "    time_s_ = time.time()\n",
    "\n",
    "    from sklearn.model_selection import RandomizedSearchCV\n",
    "    #from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "    build_fn_ = Model( input_shape=X_train_scaled.shape[1:], learning_rate=learning_rate )\n",
    "    keras_clf = keras.wrappers.scikit_learn.KerasClassifier( build_fn_ )\n",
    "\n",
    "#     #param_grid = [\n",
    "#     #    { \"n_hidden\": [2],\n",
    "#     #      \"n_neurons\": [50,100] }\n",
    "#     #    ]\n",
    "#     param_grid = [\n",
    "#         { \"n_hidden\": np.arange(1,3),\n",
    "#           \"n_neurons\": [20,50] }\n",
    "#         ]\n",
    "\n",
    "    param_distribs = {\n",
    "        \"n_hidden\": np.arange(2,6),\n",
    "        \"n_neurons\": 2 ** np.arange(4,8),\n",
    "        \"dropout\":  0.1 * np.arange(2,6),\n",
    "        \"batch_size\": 2 ** np.arange(5,8)\n",
    "        }\n",
    "\n",
    "    #grid_search = GridSearchCV( keras_clf, param_grid, cv=3, scoring='f1', refit=False )\n",
    "    \n",
    "    grid_search = RandomizedSearchCV(\n",
    "        keras_clf,\n",
    "        param_distribs,\n",
    "        n_iter=n_iter_search, cv=4, verbose=20, n_jobs=-1, scoring='f1', refit=False, random_state=42\n",
    "        )\n",
    "\n",
    "    callbacks_ = callbacks(patience=5)\n",
    "    print ( callbacks_ )\n",
    "    grid_search.fit( X_train_scaled, y_train, epochs=epochs_grid_search, validation_data=(X_valid_scaled, y_valid), callbacks=callbacks_ )\n",
    "    \n",
    "    print ( grid_search.best_params_ )\n",
    "    print ( grid_search.best_score_ )\n",
    "    print ( grid_search.cv_results_ )\n",
    "    \n",
    "    time_e_ = time.time()\n",
    "    print ( \"Total time elapsed: {:.0f}\".format( time_e_ - time_s_ ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_final = None\n",
    "\n",
    "if train_model:\n",
    "    params = {'n_hidden': 1, 'n_neurons': 50, 'dropout': 0.20}\n",
    "    batch_size = 32\n",
    "    if run_grid_search: \n",
    "        params = grid_search.best_params_.copy()\n",
    "        batch_size = params[ 'batch_size' ]\n",
    "        params.pop( 'batch_size' )\n",
    "    print ( params, \"batch_size: {}\".format( batch_size ) )\n",
    "    \n",
    "    model_final = build_model(input_shape=X_train_scaled.shape[1:], learning_rate=learning_rate, **params)\n",
    "    model_final.summary()\n",
    "    log_dir=\"keras_logs\"\n",
    "    callbacks_ = callbacks(patience=5, log_dir=log_dir)\n",
    "    print ( callbacks_ )\n",
    "    model_final.fit( X_train_scaled, y_train, epochs=100, batch_size=batch_size, validation_data=(X_valid_scaled, y_valid), callbacks=callbacks_ )\n",
    "else:\n",
    "    model_final = keras.models.load_model( model_path )\n",
    "    \n",
    "model_final.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate on training data (without dropout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_final.evaluate( X_train_scaled, y_train )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Re-evaluate on validation data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_final.evaluate( X_valid_scaled, y_valid )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate on test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_final.evaluate( X_test_scaled, y_test )\n",
    "\n",
    "y_test_proba = model_final.predict( X_test_scaled )\n",
    "y_test_proba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure( figsize=(12,10) )\n",
    "plt.hist( y_test_proba[ y_test == 0 ], histtype='step', color='orange', bins=60, range=(0.,1.) )\n",
    "plt.hist( y_test_proba[ y_test == 1 ], histtype='step', color='skyblue', bins=60, range=(0.,1.) )\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "prob_cut = 0.20\n",
    "\n",
    "y_test_pred = ( y_test_proba >= prob_cut ).astype( \"int32\" )\n",
    "print ( y_test_pred )\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "print ( accuracy_score( y_test, y_test_pred ) )\n",
    "print ( accuracy_score( y_test[ y_test == 1 ], y_test_pred[ y_test == 1 ] ) )\n",
    "print ( accuracy_score( y_test[ y_test == 0 ], y_test_pred[ y_test == 0 ] ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if train_model and save_model:\n",
    "    model_final.save( \"model/keras_model.h5\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "np.info(GridSearchCV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "np.info(train_test_split)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "help(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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