Higgs.ipynb

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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "from sklearn import cross_validation"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "all_data = pd.read_csv(\"training.csv\", na_values=[-999.])\n",
      "all_data['Label'].replace({'s':1,'b':-1}, inplace = True)\n",
      "def split_data(df):\n",
      "    return df[df.columns[1:-2]], df[\"Weight\"], df[\"Label\"]\n",
      "def separate_X(X):\n",
      "    datas = []\n",
      "    for jet, data in X.groupby('PRI_jet_num'):\n",
      "        for col in data.columns:\n",
      "            if (not data[col].notnull().all() or not data[col].any()):\n",
      "                data.drop(col,1, inplace = True)\n",
      "            yd = y.ix[data.index]\n",
      "        has_mass = data\n",
      "        datas.append((data, yd))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X,weights,y = split_data(all_data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "folds = cross_validation.StratifiedKFold(y, n_folds = 10, random_state = 40)\n",
      "training_index, test_index = next(iter(folds))\n",
      "training = all_data.ix[training_index]\n",
      "test = all_data.ix[test_index]\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sels = next(iter(folds))[1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "small_training = training.ix[sels]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(small_training)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "1000"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "small_training.to_csv(\"small_training.csv\", index=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "len(X[X.icol(0).notnull()])/len(X)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "0.847544"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(X[X.icol(3).notnull()])/len(X)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "1.0"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[col for col in X.columns if not X[col].notnull().all()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "['DER_deltaeta_jet_jet',\n",
        " 'DER_mass_jet_jet',\n",
        " 'DER_prodeta_jet_jet',\n",
        " 'DER_lep_eta_centrality',\n",
        " 'PRI_jet_leading_pt',\n",
        " 'PRI_jet_leading_eta',\n",
        " 'PRI_jet_leading_phi',\n",
        " 'PRI_jet_subleading_pt',\n",
        " 'PRI_jet_subleading_eta',\n",
        " 'PRI_jet_subleading_phi']"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(X[X['PRI_jet_num']<3])/len(X)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 40,
       "text": [
        "0.911344"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "datas = []\n",
      "for jet, data in X.groupby('PRI_jet_num'):\n",
      "    for col in data.columns:\n",
      "        if (not data[col].notnull().all() or not data[col].any()):\n",
      "            data.drop(col,1, inplace = True)\n",
      "        yd = y.ix[data.index]\n",
      "    datas.append((data, yd))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.ensemble import GradientBoostingClassifier as GBC"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gbc = GBC(n_estimators=500, max_depth=5,min_samples_leaf=200,max_features=10,verbose=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gbc.fit(np.array(datas[0][0]),np.array(datas[0][1]) )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "      Iter       Train Loss   Remaining Time \n",
        "         1           1.0654           14.47m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         2           1.0116           14.31m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         3           0.9678           14.19m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         4           0.9302           14.07m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         5           0.8999           14.03m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         6           0.8738           13.92m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         7           0.8507           13.87m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         8           0.8319           13.83m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "         9           0.8140           13.93m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        10           0.7992           13.91m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        20           0.7169           13.91m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        30           0.6868           13.62m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        40           0.6725           13.29m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        50           0.6644           13.07m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        60           0.6586           13.03m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        70           0.6541           12.83m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        80           0.6505           12.58m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "        90           0.6477           12.37m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "       100           0.6454           12.24m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "       200           0.6266            9.41m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "       300           0.6124            6.33m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "       400           0.5988            3.22m"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "       500           0.5884            0.00s"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 40,
       "text": [
        "GradientBoostingClassifier(init=None, learning_rate=0.1, loss='deviance',\n",
        "              max_depth=5, max_features=10, min_samples_leaf=200,\n",
        "              min_samples_split=2, n_estimators=500, random_state=None,\n",
        "              subsample=1.0, verbose=1)"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "gbc.feature_importances_"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 42,
       "text": [
        "array([ 0.04393785,  0.08885939,  0.12381272,  0.03603421,  0.0592121 ,\n",
        "        0.0253941 ,  0.03985992,  0.08320889,  0.06207578,  0.06478872,\n",
        "        0.03929666,  0.04075642,  0.05467316,  0.04357784,  0.02986138,\n",
        "        0.07044401,  0.04474996,  0.0494569 ])"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "datas[0][0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>DER_mass_MMC</th>\n",
        "      <th>DER_mass_transverse_met_lep</th>\n",
        "      <th>DER_mass_vis</th>\n",
        "      <th>DER_pt_h</th>\n",
        "      <th>DER_deltar_tau_lep</th>\n",
        "      <th>DER_pt_tot</th>\n",
        "      <th>DER_sum_pt</th>\n",
        "      <th>DER_pt_ratio_lep_tau</th>\n",
        "      <th>DER_met_phi_centrality</th>\n",
        "      <th>PRI_tau_pt</th>\n",
        "      <th>PRI_tau_eta</th>\n",
        "      <th>PRI_tau_phi</th>\n",
        "      <th>PRI_lep_pt</th>\n",
        "      <th>PRI_lep_eta</th>\n",
        "      <th>PRI_lep_phi</th>\n",
        "      <th>PRI_met</th>\n",
        "      <th>PRI_met_phi</th>\n",
        "      <th>PRI_met_sumet</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>3     </th>\n",
        "      <td> 143.905</td>\n",
        "      <td>  81.417</td>\n",
        "      <td>  80.943</td>\n",
        "      <td>  0.414</td>\n",
        "      <td> 3.310</td>\n",
        "      <td>  0.414</td>\n",
        "      <td>  75.968</td>\n",
        "      <td> 2.354</td>\n",
        "      <td>-1.285</td>\n",
        "      <td> 22.647</td>\n",
        "      <td>-1.655</td>\n",
        "      <td> 0.010</td>\n",
        "      <td> 53.321</td>\n",
        "      <td>-0.522</td>\n",
        "      <td>-3.100</td>\n",
        "      <td> 31.082</td>\n",
        "      <td> 0.060</td>\n",
        "      <td>  86.062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4     </th>\n",
        "      <td> 175.864</td>\n",
        "      <td>  16.915</td>\n",
        "      <td> 134.805</td>\n",
        "      <td> 16.405</td>\n",
        "      <td> 3.891</td>\n",
        "      <td> 16.405</td>\n",
        "      <td>  57.983</td>\n",
        "      <td> 1.056</td>\n",
        "      <td>-1.385</td>\n",
        "      <td> 28.209</td>\n",
        "      <td>-2.197</td>\n",
        "      <td>-2.231</td>\n",
        "      <td> 29.774</td>\n",
        "      <td> 0.798</td>\n",
        "      <td> 1.569</td>\n",
        "      <td>  2.723</td>\n",
        "      <td>-0.871</td>\n",
        "      <td>  53.131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8     </th>\n",
        "      <td> 105.594</td>\n",
        "      <td>  50.559</td>\n",
        "      <td> 100.989</td>\n",
        "      <td>  4.288</td>\n",
        "      <td> 2.904</td>\n",
        "      <td>  4.288</td>\n",
        "      <td>  65.333</td>\n",
        "      <td> 0.675</td>\n",
        "      <td>-1.366</td>\n",
        "      <td> 39.008</td>\n",
        "      <td> 2.433</td>\n",
        "      <td>-2.532</td>\n",
        "      <td> 26.325</td>\n",
        "      <td> 0.210</td>\n",
        "      <td> 1.884</td>\n",
        "      <td> 37.791</td>\n",
        "      <td> 0.024</td>\n",
        "      <td> 129.804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  86.240</td>\n",
        "      <td>  79.692</td>\n",
        "      <td> 27.201</td>\n",
        "      <td> 2.338</td>\n",
        "      <td> 27.201</td>\n",
        "      <td>  81.734</td>\n",
        "      <td> 1.750</td>\n",
        "      <td>-1.412</td>\n",
        "      <td> 29.718</td>\n",
        "      <td>-0.866</td>\n",
        "      <td> 2.878</td>\n",
        "      <td> 52.016</td>\n",
        "      <td> 0.126</td>\n",
        "      <td>-1.288</td>\n",
        "      <td> 51.276</td>\n",
        "      <td> 0.688</td>\n",
        "      <td> 250.178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13    </th>\n",
        "      <td>  82.488</td>\n",
        "      <td>  31.663</td>\n",
        "      <td>  64.128</td>\n",
        "      <td>  8.232</td>\n",
        "      <td> 2.823</td>\n",
        "      <td>  8.232</td>\n",
        "      <td>  58.649</td>\n",
        "      <td> 1.303</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 25.470</td>\n",
        "      <td>-0.654</td>\n",
        "      <td>-2.990</td>\n",
        "      <td> 33.179</td>\n",
        "      <td>-1.665</td>\n",
        "      <td>-0.354</td>\n",
        "      <td> 12.439</td>\n",
        "      <td> 1.433</td>\n",
        "      <td> 163.420</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td> 109.412</td>\n",
        "      <td>  14.398</td>\n",
        "      <td> 17.323</td>\n",
        "      <td> 0.472</td>\n",
        "      <td> 17.323</td>\n",
        "      <td>  62.565</td>\n",
        "      <td> 1.774</td>\n",
        "      <td>-0.272</td>\n",
        "      <td> 22.552</td>\n",
        "      <td> 1.389</td>\n",
        "      <td> 1.340</td>\n",
        "      <td> 40.013</td>\n",
        "      <td> 1.856</td>\n",
        "      <td> 1.412</td>\n",
        "      <td> 75.197</td>\n",
        "      <td>-1.583</td>\n",
        "      <td> 198.616</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15    </th>\n",
        "      <td> 111.026</td>\n",
        "      <td>  32.096</td>\n",
        "      <td>  75.271</td>\n",
        "      <td> 23.067</td>\n",
        "      <td> 3.205</td>\n",
        "      <td> 23.067</td>\n",
        "      <td>  69.649</td>\n",
        "      <td> 1.276</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 30.606</td>\n",
        "      <td>-1.107</td>\n",
        "      <td>-1.903</td>\n",
        "      <td> 39.043</td>\n",
        "      <td>-1.944</td>\n",
        "      <td> 1.191</td>\n",
        "      <td> 19.959</td>\n",
        "      <td> 2.415</td>\n",
        "      <td> 122.176</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17    </th>\n",
        "      <td> 127.861</td>\n",
        "      <td>  50.953</td>\n",
        "      <td>  77.267</td>\n",
        "      <td> 26.967</td>\n",
        "      <td> 2.833</td>\n",
        "      <td> 26.967</td>\n",
        "      <td>  79.503</td>\n",
        "      <td> 1.586</td>\n",
        "      <td> 1.401</td>\n",
        "      <td> 30.739</td>\n",
        "      <td>-0.635</td>\n",
        "      <td> 2.603</td>\n",
        "      <td> 48.764</td>\n",
        "      <td>-0.343</td>\n",
        "      <td>-0.862</td>\n",
        "      <td> 17.557</td>\n",
        "      <td>-2.975</td>\n",
        "      <td> 211.720</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  85.186</td>\n",
        "      <td>  68.827</td>\n",
        "      <td>  5.042</td>\n",
        "      <td> 2.116</td>\n",
        "      <td>  5.042</td>\n",
        "      <td>  71.443</td>\n",
        "      <td> 1.558</td>\n",
        "      <td>-1.351</td>\n",
        "      <td> 27.931</td>\n",
        "      <td> 1.175</td>\n",
        "      <td> 2.356</td>\n",
        "      <td> 43.512</td>\n",
        "      <td> 2.332</td>\n",
        "      <td> 0.584</td>\n",
        "      <td> 44.698</td>\n",
        "      <td>-2.033</td>\n",
        "      <td> 151.816</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  88.767</td>\n",
        "      <td> 115.058</td>\n",
        "      <td> 15.337</td>\n",
        "      <td> 2.879</td>\n",
        "      <td> 15.337</td>\n",
        "      <td>  58.211</td>\n",
        "      <td> 0.875</td>\n",
        "      <td>-1.395</td>\n",
        "      <td> 31.046</td>\n",
        "      <td> 1.380</td>\n",
        "      <td> 0.451</td>\n",
        "      <td> 27.165</td>\n",
        "      <td>-1.486</td>\n",
        "      <td> 0.724</td>\n",
        "      <td> 72.981</td>\n",
        "      <td>-2.577</td>\n",
        "      <td> 115.145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  89.705</td>\n",
        "      <td>  41.765</td>\n",
        "      <td> 18.437</td>\n",
        "      <td> 1.395</td>\n",
        "      <td> 18.437</td>\n",
        "      <td>  57.157</td>\n",
        "      <td> 1.082</td>\n",
        "      <td>-1.178</td>\n",
        "      <td> 27.453</td>\n",
        "      <td> 1.580</td>\n",
        "      <td> 2.510</td>\n",
        "      <td> 29.704</td>\n",
        "      <td> 0.341</td>\n",
        "      <td> 1.869</td>\n",
        "      <td> 67.909</td>\n",
        "      <td>-1.169</td>\n",
        "      <td> 225.139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21    </th>\n",
        "      <td>  90.736</td>\n",
        "      <td>  18.674</td>\n",
        "      <td>  60.231</td>\n",
        "      <td> 25.156</td>\n",
        "      <td> 2.363</td>\n",
        "      <td> 25.156</td>\n",
        "      <td>  64.833</td>\n",
        "      <td> 0.749</td>\n",
        "      <td>-0.800</td>\n",
        "      <td> 37.060</td>\n",
        "      <td> 1.537</td>\n",
        "      <td>-2.616</td>\n",
        "      <td> 27.773</td>\n",
        "      <td> 1.161</td>\n",
        "      <td> 1.335</td>\n",
        "      <td> 27.431</td>\n",
        "      <td> 0.645</td>\n",
        "      <td> 169.061</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22    </th>\n",
        "      <td>  87.075</td>\n",
        "      <td>  38.217</td>\n",
        "      <td>  67.041</td>\n",
        "      <td>  2.347</td>\n",
        "      <td> 2.852</td>\n",
        "      <td>  2.347</td>\n",
        "      <td>  65.281</td>\n",
        "      <td> 1.276</td>\n",
        "      <td>-1.409</td>\n",
        "      <td> 28.688</td>\n",
        "      <td> 1.739</td>\n",
        "      <td>-2.975</td>\n",
        "      <td> 36.594</td>\n",
        "      <td> 2.367</td>\n",
        "      <td>-0.193</td>\n",
        "      <td> 12.556</td>\n",
        "      <td> 2.008</td>\n",
        "      <td>  68.527</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24    </th>\n",
        "      <td> 110.785</td>\n",
        "      <td>  72.927</td>\n",
        "      <td>  82.775</td>\n",
        "      <td> 30.888</td>\n",
        "      <td> 3.032</td>\n",
        "      <td> 30.888</td>\n",
        "      <td>  77.888</td>\n",
        "      <td> 2.581</td>\n",
        "      <td> 1.353</td>\n",
        "      <td> 21.751</td>\n",
        "      <td>-0.709</td>\n",
        "      <td>-1.088</td>\n",
        "      <td> 56.137</td>\n",
        "      <td> 0.531</td>\n",
        "      <td> 1.679</td>\n",
        "      <td> 27.318</td>\n",
        "      <td>-0.716</td>\n",
        "      <td> 253.577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25    </th>\n",
        "      <td>  76.883</td>\n",
        "      <td>  34.384</td>\n",
        "      <td>  56.993</td>\n",
        "      <td>  5.569</td>\n",
        "      <td> 2.912</td>\n",
        "      <td>  5.569</td>\n",
        "      <td>  58.116</td>\n",
        "      <td> 1.492</td>\n",
        "      <td>-1.409</td>\n",
        "      <td> 23.319</td>\n",
        "      <td>-0.081</td>\n",
        "      <td>-0.338</td>\n",
        "      <td> 34.797</td>\n",
        "      <td>-0.321</td>\n",
        "      <td> 2.564</td>\n",
        "      <td> 10.098</td>\n",
        "      <td>-1.397</td>\n",
        "      <td>  93.086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36    </th>\n",
        "      <td> 134.153</td>\n",
        "      <td>  23.856</td>\n",
        "      <td> 100.960</td>\n",
        "      <td>  9.377</td>\n",
        "      <td> 2.846</td>\n",
        "      <td>  9.377</td>\n",
        "      <td> 101.789</td>\n",
        "      <td> 0.759</td>\n",
        "      <td>-1.405</td>\n",
        "      <td> 57.869</td>\n",
        "      <td>-0.428</td>\n",
        "      <td> 0.614</td>\n",
        "      <td> 43.919</td>\n",
        "      <td>-0.100</td>\n",
        "      <td>-2.842</td>\n",
        "      <td> 11.797</td>\n",
        "      <td>-1.739</td>\n",
        "      <td> 241.281</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37    </th>\n",
        "      <td> 155.487</td>\n",
        "      <td>  61.072</td>\n",
        "      <td> 125.013</td>\n",
        "      <td>  2.768</td>\n",
        "      <td> 2.908</td>\n",
        "      <td>  2.768</td>\n",
        "      <td> 123.704</td>\n",
        "      <td> 1.176</td>\n",
        "      <td>-1.408</td>\n",
        "      <td> 56.845</td>\n",
        "      <td>-0.935</td>\n",
        "      <td> 2.009</td>\n",
        "      <td> 66.859</td>\n",
        "      <td>-1.357</td>\n",
        "      <td>-1.397</td>\n",
        "      <td> 16.589</td>\n",
        "      <td> 0.923</td>\n",
        "      <td>  95.267</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40    </th>\n",
        "      <td> 109.684</td>\n",
        "      <td>  42.664</td>\n",
        "      <td>  86.064</td>\n",
        "      <td>  0.230</td>\n",
        "      <td> 2.745</td>\n",
        "      <td>  0.230</td>\n",
        "      <td>  82.944</td>\n",
        "      <td> 0.939</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 42.787</td>\n",
        "      <td>-1.942</td>\n",
        "      <td>-0.574</td>\n",
        "      <td> 40.158</td>\n",
        "      <td>-1.218</td>\n",
        "      <td> 2.074</td>\n",
        "      <td> 20.195</td>\n",
        "      <td>-2.516</td>\n",
        "      <td>  59.902</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41    </th>\n",
        "      <td>  90.833</td>\n",
        "      <td>  62.236</td>\n",
        "      <td>  53.228</td>\n",
        "      <td> 21.581</td>\n",
        "      <td> 2.629</td>\n",
        "      <td> 21.581</td>\n",
        "      <td>  55.182</td>\n",
        "      <td> 1.445</td>\n",
        "      <td>-0.797</td>\n",
        "      <td> 22.566</td>\n",
        "      <td> 1.645</td>\n",
        "      <td>-2.030</td>\n",
        "      <td> 32.616</td>\n",
        "      <td> 1.287</td>\n",
        "      <td> 0.574</td>\n",
        "      <td> 29.740</td>\n",
        "      <td>-2.484</td>\n",
        "      <td>  70.266</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43    </th>\n",
        "      <td> 132.049</td>\n",
        "      <td>  65.682</td>\n",
        "      <td>  87.937</td>\n",
        "      <td>  0.861</td>\n",
        "      <td> 2.952</td>\n",
        "      <td>  0.861</td>\n",
        "      <td>  87.374</td>\n",
        "      <td> 1.542</td>\n",
        "      <td>-1.377</td>\n",
        "      <td> 34.371</td>\n",
        "      <td>-1.723</td>\n",
        "      <td>-2.546</td>\n",
        "      <td> 53.003</td>\n",
        "      <td>-1.181</td>\n",
        "      <td> 0.355</td>\n",
        "      <td> 21.006</td>\n",
        "      <td> 3.141</td>\n",
        "      <td>  68.796</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44    </th>\n",
        "      <td>  84.860</td>\n",
        "      <td>  33.706</td>\n",
        "      <td>  67.847</td>\n",
        "      <td> 18.079</td>\n",
        "      <td> 2.346</td>\n",
        "      <td> 18.079</td>\n",
        "      <td>  73.320</td>\n",
        "      <td> 1.076</td>\n",
        "      <td>-1.367</td>\n",
        "      <td> 35.311</td>\n",
        "      <td> 1.323</td>\n",
        "      <td> 2.505</td>\n",
        "      <td> 38.009</td>\n",
        "      <td> 1.526</td>\n",
        "      <td>-1.440</td>\n",
        "      <td> 17.651</td>\n",
        "      <td>-0.023</td>\n",
        "      <td> 176.820</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47    </th>\n",
        "      <td> 130.079</td>\n",
        "      <td>  53.335</td>\n",
        "      <td>  97.435</td>\n",
        "      <td>  1.382</td>\n",
        "      <td> 3.023</td>\n",
        "      <td>  1.382</td>\n",
        "      <td>  93.255</td>\n",
        "      <td> 1.320</td>\n",
        "      <td>-1.403</td>\n",
        "      <td> 40.193</td>\n",
        "      <td>-1.060</td>\n",
        "      <td>-0.659</td>\n",
        "      <td> 53.062</td>\n",
        "      <td>-0.374</td>\n",
        "      <td> 2.681</td>\n",
        "      <td> 14.532</td>\n",
        "      <td> 0.104</td>\n",
        "      <td> 118.867</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48    </th>\n",
        "      <td> 167.534</td>\n",
        "      <td>  41.277</td>\n",
        "      <td> 123.308</td>\n",
        "      <td>  9.909</td>\n",
        "      <td> 2.776</td>\n",
        "      <td>  9.909</td>\n",
        "      <td> 124.886</td>\n",
        "      <td> 0.713</td>\n",
        "      <td>-1.406</td>\n",
        "      <td> 72.924</td>\n",
        "      <td>-0.140</td>\n",
        "      <td> 0.934</td>\n",
        "      <td> 51.962</td>\n",
        "      <td> 0.266</td>\n",
        "      <td>-2.603</td>\n",
        "      <td> 23.577</td>\n",
        "      <td>-1.342</td>\n",
        "      <td> 319.578</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49    </th>\n",
        "      <td>  95.407</td>\n",
        "      <td>  21.584</td>\n",
        "      <td>  67.766</td>\n",
        "      <td>  1.482</td>\n",
        "      <td> 3.042</td>\n",
        "      <td>  1.482</td>\n",
        "      <td>  67.894</td>\n",
        "      <td> 1.087</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 32.531</td>\n",
        "      <td> 0.801</td>\n",
        "      <td> 1.014</td>\n",
        "      <td> 35.363</td>\n",
        "      <td> 0.826</td>\n",
        "      <td>-2.227</td>\n",
        "      <td>  4.670</td>\n",
        "      <td>-0.233</td>\n",
        "      <td>  70.691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  83.924</td>\n",
        "      <td> 136.152</td>\n",
        "      <td> 40.286</td>\n",
        "      <td> 3.111</td>\n",
        "      <td> 40.286</td>\n",
        "      <td>  67.818</td>\n",
        "      <td> 1.884</td>\n",
        "      <td>-0.574</td>\n",
        "      <td> 23.515</td>\n",
        "      <td>-1.272</td>\n",
        "      <td>-1.525</td>\n",
        "      <td> 44.302</td>\n",
        "      <td> 1.660</td>\n",
        "      <td>-2.567</td>\n",
        "      <td> 41.305</td>\n",
        "      <td> 0.183</td>\n",
        "      <td> 104.743</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53    </th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  98.947</td>\n",
        "      <td>  85.408</td>\n",
        "      <td>  1.578</td>\n",
        "      <td> 2.598</td>\n",
        "      <td>  1.578</td>\n",
        "      <td>  89.173</td>\n",
        "      <td> 2.074</td>\n",
        "      <td>-1.331</td>\n",
        "      <td> 29.005</td>\n",
        "      <td> 0.167</td>\n",
        "      <td>-0.454</td>\n",
        "      <td> 60.168</td>\n",
        "      <td> 0.918</td>\n",
        "      <td> 2.033</td>\n",
        "      <td> 42.635</td>\n",
        "      <td>-1.540</td>\n",
        "      <td> 146.821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54    </th>\n",
        "      <td> 219.292</td>\n",
        "      <td>  74.600</td>\n",
        "      <td> 177.143</td>\n",
        "      <td>  2.423</td>\n",
        "      <td> 4.054</td>\n",
        "      <td>  2.423</td>\n",
        "      <td>  71.678</td>\n",
        "      <td> 1.841</td>\n",
        "      <td>-1.337</td>\n",
        "      <td> 25.232</td>\n",
        "      <td> 1.099</td>\n",
        "      <td>-2.410</td>\n",
        "      <td> 46.447</td>\n",
        "      <td>-2.127</td>\n",
        "      <td> 1.419</td>\n",
        "      <td> 31.593</td>\n",
        "      <td>-1.263</td>\n",
        "      <td> 106.965</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55    </th>\n",
        "      <td>  51.025</td>\n",
        "      <td>  50.315</td>\n",
        "      <td>  46.006</td>\n",
        "      <td>  1.303</td>\n",
        "      <td> 2.109</td>\n",
        "      <td>  1.303</td>\n",
        "      <td>  52.149</td>\n",
        "      <td> 1.155</td>\n",
        "      <td>-1.411</td>\n",
        "      <td> 24.198</td>\n",
        "      <td> 0.872</td>\n",
        "      <td>-2.822</td>\n",
        "      <td> 27.952</td>\n",
        "      <td> 0.457</td>\n",
        "      <td>-0.755</td>\n",
        "      <td> 28.169</td>\n",
        "      <td> 1.469</td>\n",
        "      <td>  54.023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58    </th>\n",
        "      <td> 104.221</td>\n",
        "      <td>  13.816</td>\n",
        "      <td>  71.225</td>\n",
        "      <td> 27.029</td>\n",
        "      <td> 2.836</td>\n",
        "      <td> 27.029</td>\n",
        "      <td>  70.783</td>\n",
        "      <td> 1.005</td>\n",
        "      <td> 1.389</td>\n",
        "      <td> 35.306</td>\n",
        "      <td>-2.443</td>\n",
        "      <td>-2.933</td>\n",
        "      <td> 35.478</td>\n",
        "      <td>-2.046</td>\n",
        "      <td>-0.125</td>\n",
        "      <td> 17.674</td>\n",
        "      <td>-0.684</td>\n",
        "      <td> 149.850</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>61    </th>\n",
        "      <td> 122.934</td>\n",
        "      <td>  73.141</td>\n",
        "      <td>  68.069</td>\n",
        "      <td>  4.647</td>\n",
        "      <td> 2.992</td>\n",
        "      <td>  4.647</td>\n",
        "      <td>  74.409</td>\n",
        "      <td> 2.326</td>\n",
        "      <td>-1.361</td>\n",
        "      <td> 22.375</td>\n",
        "      <td> 0.805</td>\n",
        "      <td>-1.579</td>\n",
        "      <td> 52.034</td>\n",
        "      <td> 0.814</td>\n",
        "      <td> 1.413</td>\n",
        "      <td> 25.922</td>\n",
        "      <td>-1.913</td>\n",
        "      <td>  89.716</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249915</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  57.953</td>\n",
        "      <td>  54.844</td>\n",
        "      <td>  0.944</td>\n",
        "      <td> 2.047</td>\n",
        "      <td>  0.944</td>\n",
        "      <td>  54.535</td>\n",
        "      <td> 0.913</td>\n",
        "      <td>-1.413</td>\n",
        "      <td> 28.502</td>\n",
        "      <td> 1.167</td>\n",
        "      <td> 1.194</td>\n",
        "      <td> 26.034</td>\n",
        "      <td>-0.183</td>\n",
        "      <td> 2.733</td>\n",
        "      <td> 38.275</td>\n",
        "      <td>-1.225</td>\n",
        "      <td>  42.408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249917</th>\n",
        "      <td> 116.539</td>\n",
        "      <td>  39.492</td>\n",
        "      <td>  96.057</td>\n",
        "      <td>  5.530</td>\n",
        "      <td> 2.832</td>\n",
        "      <td>  5.530</td>\n",
        "      <td>  85.253</td>\n",
        "      <td> 0.956</td>\n",
        "      <td>-1.410</td>\n",
        "      <td> 43.584</td>\n",
        "      <td>-0.025</td>\n",
        "      <td>-0.445</td>\n",
        "      <td> 41.669</td>\n",
        "      <td> 1.084</td>\n",
        "      <td> 2.160</td>\n",
        "      <td> 18.905</td>\n",
        "      <td>-2.562</td>\n",
        "      <td> 141.915</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249926</th>\n",
        "      <td> 108.294</td>\n",
        "      <td>  48.488</td>\n",
        "      <td>  64.490</td>\n",
        "      <td> 28.723</td>\n",
        "      <td> 2.756</td>\n",
        "      <td> 28.723</td>\n",
        "      <td>  59.880</td>\n",
        "      <td> 1.881</td>\n",
        "      <td> 1.247</td>\n",
        "      <td> 20.787</td>\n",
        "      <td> 0.010</td>\n",
        "      <td> 0.026</td>\n",
        "      <td> 39.093</td>\n",
        "      <td> 1.174</td>\n",
        "      <td>-2.472</td>\n",
        "      <td> 18.364</td>\n",
        "      <td>-0.210</td>\n",
        "      <td> 138.997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249927</th>\n",
        "      <td>  97.985</td>\n",
        "      <td>  14.655</td>\n",
        "      <td>  69.911</td>\n",
        "      <td>  0.649</td>\n",
        "      <td> 3.176</td>\n",
        "      <td>  0.649</td>\n",
        "      <td>  64.218</td>\n",
        "      <td> 1.014</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 31.883</td>\n",
        "      <td>-0.871</td>\n",
        "      <td> 1.762</td>\n",
        "      <td> 32.335</td>\n",
        "      <td>-1.709</td>\n",
        "      <td>-1.301</td>\n",
        "      <td>  2.297</td>\n",
        "      <td> 2.949</td>\n",
        "      <td> 168.515</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249936</th>\n",
        "      <td> 125.000</td>\n",
        "      <td> 112.207</td>\n",
        "      <td>  68.445</td>\n",
        "      <td>  0.933</td>\n",
        "      <td> 1.700</td>\n",
        "      <td>  0.933</td>\n",
        "      <td>  91.878</td>\n",
        "      <td> 1.499</td>\n",
        "      <td>-1.384</td>\n",
        "      <td> 36.767</td>\n",
        "      <td>-1.737</td>\n",
        "      <td>-1.436</td>\n",
        "      <td> 55.111</td>\n",
        "      <td>-1.381</td>\n",
        "      <td>-3.098</td>\n",
        "      <td> 62.694</td>\n",
        "      <td> 0.649</td>\n",
        "      <td>  67.111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249937</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  42.555</td>\n",
        "      <td>  93.236</td>\n",
        "      <td> 47.594</td>\n",
        "      <td> 3.084</td>\n",
        "      <td> 47.594</td>\n",
        "      <td>  67.182</td>\n",
        "      <td> 0.667</td>\n",
        "      <td>-1.304</td>\n",
        "      <td> 40.302</td>\n",
        "      <td>-0.085</td>\n",
        "      <td>-2.000</td>\n",
        "      <td> 26.879</td>\n",
        "      <td>-1.924</td>\n",
        "      <td> 0.476</td>\n",
        "      <td> 70.499</td>\n",
        "      <td> 1.498</td>\n",
        "      <td> 134.996</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249939</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  82.503</td>\n",
        "      <td>  65.269</td>\n",
        "      <td>  2.402</td>\n",
        "      <td> 2.053</td>\n",
        "      <td>  2.402</td>\n",
        "      <td>  54.446</td>\n",
        "      <td> 1.385</td>\n",
        "      <td>-1.311</td>\n",
        "      <td> 22.829</td>\n",
        "      <td> 1.557</td>\n",
        "      <td> 2.619</td>\n",
        "      <td> 31.617</td>\n",
        "      <td>-0.490</td>\n",
        "      <td> 2.774</td>\n",
        "      <td> 53.981</td>\n",
        "      <td>-0.476</td>\n",
        "      <td>  83.581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249944</th>\n",
        "      <td>  82.886</td>\n",
        "      <td>  40.195</td>\n",
        "      <td>  54.121</td>\n",
        "      <td>  3.507</td>\n",
        "      <td> 3.055</td>\n",
        "      <td>  3.507</td>\n",
        "      <td>  54.757</td>\n",
        "      <td> 1.404</td>\n",
        "      <td>-1.403</td>\n",
        "      <td> 22.782</td>\n",
        "      <td> 1.873</td>\n",
        "      <td>-1.222</td>\n",
        "      <td> 31.975</td>\n",
        "      <td> 1.708</td>\n",
        "      <td> 2.011</td>\n",
        "      <td> 12.917</td>\n",
        "      <td>-0.832</td>\n",
        "      <td> 114.073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249945</th>\n",
        "      <td> 146.566</td>\n",
        "      <td>  78.802</td>\n",
        "      <td>  85.362</td>\n",
        "      <td> 25.065</td>\n",
        "      <td> 3.106</td>\n",
        "      <td> 25.065</td>\n",
        "      <td>  89.588</td>\n",
        "      <td> 1.874</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 31.174</td>\n",
        "      <td> 2.349</td>\n",
        "      <td>-0.229</td>\n",
        "      <td> 58.413</td>\n",
        "      <td> 2.307</td>\n",
        "      <td> 2.877</td>\n",
        "      <td> 32.590</td>\n",
        "      <td>-1.153</td>\n",
        "      <td> 129.840</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249947</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  74.543</td>\n",
        "      <td>  35.230</td>\n",
        "      <td>  2.468</td>\n",
        "      <td> 1.233</td>\n",
        "      <td>  2.468</td>\n",
        "      <td>  60.002</td>\n",
        "      <td> 0.982</td>\n",
        "      <td>-1.411</td>\n",
        "      <td> 30.276</td>\n",
        "      <td> 2.106</td>\n",
        "      <td> 1.502</td>\n",
        "      <td> 29.726</td>\n",
        "      <td> 1.688</td>\n",
        "      <td> 2.662</td>\n",
        "      <td> 51.616</td>\n",
        "      <td>-1.105</td>\n",
        "      <td> 121.693</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249951</th>\n",
        "      <td> 107.229</td>\n",
        "      <td>  30.252</td>\n",
        "      <td>  80.890</td>\n",
        "      <td>  3.457</td>\n",
        "      <td> 2.988</td>\n",
        "      <td>  3.457</td>\n",
        "      <td>  77.775</td>\n",
        "      <td> 0.992</td>\n",
        "      <td>-1.413</td>\n",
        "      <td> 39.051</td>\n",
        "      <td> 0.876</td>\n",
        "      <td>-1.309</td>\n",
        "      <td> 38.724</td>\n",
        "      <td> 1.476</td>\n",
        "      <td> 1.618</td>\n",
        "      <td>  8.023</td>\n",
        "      <td>-2.602</td>\n",
        "      <td> 100.409</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249954</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  95.128</td>\n",
        "      <td>  94.054</td>\n",
        "      <td>  1.795</td>\n",
        "      <td> 1.951</td>\n",
        "      <td>  1.795</td>\n",
        "      <td> 110.739</td>\n",
        "      <td> 0.759</td>\n",
        "      <td>-1.399</td>\n",
        "      <td> 62.962</td>\n",
        "      <td> 1.383</td>\n",
        "      <td>-0.538</td>\n",
        "      <td> 47.777</td>\n",
        "      <td> 0.775</td>\n",
        "      <td> 1.316</td>\n",
        "      <td> 66.085</td>\n",
        "      <td>-2.949</td>\n",
        "      <td>  97.783</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249956</th>\n",
        "      <td> 117.418</td>\n",
        "      <td>  16.700</td>\n",
        "      <td>  82.196</td>\n",
        "      <td>  1.793</td>\n",
        "      <td> 2.892</td>\n",
        "      <td>  1.793</td>\n",
        "      <td>  83.868</td>\n",
        "      <td> 0.591</td>\n",
        "      <td>-1.369</td>\n",
        "      <td> 52.722</td>\n",
        "      <td>-0.567</td>\n",
        "      <td> 1.903</td>\n",
        "      <td> 31.146</td>\n",
        "      <td>-1.002</td>\n",
        "      <td>-0.957</td>\n",
        "      <td> 22.611</td>\n",
        "      <td>-1.597</td>\n",
        "      <td> 108.248</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249958</th>\n",
        "      <td> 118.726</td>\n",
        "      <td>  33.092</td>\n",
        "      <td>  84.761</td>\n",
        "      <td>  1.032</td>\n",
        "      <td> 3.040</td>\n",
        "      <td>  1.032</td>\n",
        "      <td>  83.317</td>\n",
        "      <td> 1.134</td>\n",
        "      <td>-1.410</td>\n",
        "      <td> 39.037</td>\n",
        "      <td>-0.766</td>\n",
        "      <td> 0.292</td>\n",
        "      <td> 44.280</td>\n",
        "      <td>-0.354</td>\n",
        "      <td>-2.720</td>\n",
        "      <td>  6.840</td>\n",
        "      <td> 1.052</td>\n",
        "      <td> 108.898</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249959</th>\n",
        "      <td> 207.228</td>\n",
        "      <td>  52.430</td>\n",
        "      <td> 126.005</td>\n",
        "      <td> 50.078</td>\n",
        "      <td> 3.213</td>\n",
        "      <td> 50.078</td>\n",
        "      <td>  93.354</td>\n",
        "      <td> 1.075</td>\n",
        "      <td> 1.414</td>\n",
        "      <td> 44.994</td>\n",
        "      <td> 0.932</td>\n",
        "      <td> 2.700</td>\n",
        "      <td> 48.360</td>\n",
        "      <td>-0.728</td>\n",
        "      <td>-0.832</td>\n",
        "      <td> 32.057</td>\n",
        "      <td>-2.290</td>\n",
        "      <td> 128.088</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249962</th>\n",
        "      <td> 162.119</td>\n",
        "      <td>  44.867</td>\n",
        "      <td> 128.980</td>\n",
        "      <td>  1.418</td>\n",
        "      <td> 3.955</td>\n",
        "      <td>  1.418</td>\n",
        "      <td>  52.363</td>\n",
        "      <td> 1.355</td>\n",
        "      <td>-1.404</td>\n",
        "      <td> 22.238</td>\n",
        "      <td>-2.450</td>\n",
        "      <td>-2.045</td>\n",
        "      <td> 30.125</td>\n",
        "      <td> 0.699</td>\n",
        "      <td> 1.846</td>\n",
        "      <td> 20.597</td>\n",
        "      <td>-0.396</td>\n",
        "      <td>  75.134</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249963</th>\n",
        "      <td> 145.697</td>\n",
        "      <td>  93.690</td>\n",
        "      <td>  97.966</td>\n",
        "      <td> 23.704</td>\n",
        "      <td> 2.787</td>\n",
        "      <td> 23.704</td>\n",
        "      <td>  99.938</td>\n",
        "      <td> 1.273</td>\n",
        "      <td>-1.338</td>\n",
        "      <td> 43.976</td>\n",
        "      <td> 2.350</td>\n",
        "      <td> 1.156</td>\n",
        "      <td> 55.962</td>\n",
        "      <td> 2.187</td>\n",
        "      <td>-2.345</td>\n",
        "      <td> 40.160</td>\n",
        "      <td> 0.489</td>\n",
        "      <td> 184.387</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249964</th>\n",
        "      <td>  71.993</td>\n",
        "      <td>  55.733</td>\n",
        "      <td>  62.009</td>\n",
        "      <td>  3.071</td>\n",
        "      <td> 2.323</td>\n",
        "      <td>  3.071</td>\n",
        "      <td>  66.865</td>\n",
        "      <td> 1.055</td>\n",
        "      <td>-1.413</td>\n",
        "      <td> 32.544</td>\n",
        "      <td>-0.392</td>\n",
        "      <td>-1.052</td>\n",
        "      <td> 34.321</td>\n",
        "      <td>-0.062</td>\n",
        "      <td> 1.247</td>\n",
        "      <td> 30.255</td>\n",
        "      <td>-2.946</td>\n",
        "      <td> 119.131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249971</th>\n",
        "      <td> 125.000</td>\n",
        "      <td> 173.688</td>\n",
        "      <td>  91.969</td>\n",
        "      <td>  7.112</td>\n",
        "      <td> 2.077</td>\n",
        "      <td>  7.112</td>\n",
        "      <td> 123.652</td>\n",
        "      <td> 3.403</td>\n",
        "      <td>-1.236</td>\n",
        "      <td> 28.082</td>\n",
        "      <td>-1.506</td>\n",
        "      <td>-0.004</td>\n",
        "      <td> 95.570</td>\n",
        "      <td>-2.059</td>\n",
        "      <td> 1.998</td>\n",
        "      <td> 80.546</td>\n",
        "      <td>-1.429</td>\n",
        "      <td> 210.697</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249977</th>\n",
        "      <td>  96.952</td>\n",
        "      <td>  85.701</td>\n",
        "      <td>  87.170</td>\n",
        "      <td>  4.503</td>\n",
        "      <td> 2.459</td>\n",
        "      <td>  4.503</td>\n",
        "      <td>  93.706</td>\n",
        "      <td> 1.606</td>\n",
        "      <td>-1.392</td>\n",
        "      <td> 35.953</td>\n",
        "      <td> 1.145</td>\n",
        "      <td> 0.166</td>\n",
        "      <td> 57.754</td>\n",
        "      <td> 0.767</td>\n",
        "      <td>-2.263</td>\n",
        "      <td> 36.981</td>\n",
        "      <td> 1.646</td>\n",
        "      <td> 101.642</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249978</th>\n",
        "      <td>  86.190</td>\n",
        "      <td>  17.227</td>\n",
        "      <td>  60.069</td>\n",
        "      <td> 39.628</td>\n",
        "      <td> 2.857</td>\n",
        "      <td> 39.628</td>\n",
        "      <td>  60.457</td>\n",
        "      <td> 1.874</td>\n",
        "      <td> 1.394</td>\n",
        "      <td> 21.038</td>\n",
        "      <td> 1.233</td>\n",
        "      <td> 1.338</td>\n",
        "      <td> 39.419</td>\n",
        "      <td> 0.552</td>\n",
        "      <td>-2.170</td>\n",
        "      <td> 18.838</td>\n",
        "      <td>-2.814</td>\n",
        "      <td> 121.903</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249982</th>\n",
        "      <td> 146.903</td>\n",
        "      <td>  83.727</td>\n",
        "      <td> 104.591</td>\n",
        "      <td> 34.762</td>\n",
        "      <td> 3.168</td>\n",
        "      <td> 34.762</td>\n",
        "      <td>  99.382</td>\n",
        "      <td> 1.168</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 45.843</td>\n",
        "      <td>-0.768</td>\n",
        "      <td> 2.399</td>\n",
        "      <td> 53.539</td>\n",
        "      <td>-1.433</td>\n",
        "      <td>-0.699</td>\n",
        "      <td> 40.706</td>\n",
        "      <td>-2.924</td>\n",
        "      <td> 193.345</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249983</th>\n",
        "      <td>  80.388</td>\n",
        "      <td>  67.071</td>\n",
        "      <td>  58.603</td>\n",
        "      <td> 26.696</td>\n",
        "      <td> 2.501</td>\n",
        "      <td> 26.696</td>\n",
        "      <td>  53.208</td>\n",
        "      <td> 1.440</td>\n",
        "      <td>-0.893</td>\n",
        "      <td> 21.809</td>\n",
        "      <td> 1.604</td>\n",
        "      <td> 2.058</td>\n",
        "      <td> 31.399</td>\n",
        "      <td> 0.304</td>\n",
        "      <td>-2.088</td>\n",
        "      <td> 35.877</td>\n",
        "      <td> 1.135</td>\n",
        "      <td> 126.498</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249984</th>\n",
        "      <td> 112.308</td>\n",
        "      <td>  30.722</td>\n",
        "      <td>  73.178</td>\n",
        "      <td> 32.298</td>\n",
        "      <td> 3.078</td>\n",
        "      <td> 32.298</td>\n",
        "      <td>  75.714</td>\n",
        "      <td> 0.537</td>\n",
        "      <td> 1.414</td>\n",
        "      <td> 49.265</td>\n",
        "      <td>-0.665</td>\n",
        "      <td> 1.125</td>\n",
        "      <td> 26.449</td>\n",
        "      <td>-0.326</td>\n",
        "      <td>-2.098</td>\n",
        "      <td> 26.593</td>\n",
        "      <td> 2.949</td>\n",
        "      <td> 171.994</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249986</th>\n",
        "      <td> 164.310</td>\n",
        "      <td>   1.535</td>\n",
        "      <td> 115.781</td>\n",
        "      <td>  8.417</td>\n",
        "      <td> 3.041</td>\n",
        "      <td>  8.417</td>\n",
        "      <td> 115.790</td>\n",
        "      <td> 0.685</td>\n",
        "      <td> 0.393</td>\n",
        "      <td> 68.716</td>\n",
        "      <td> 0.145</td>\n",
        "      <td> 1.818</td>\n",
        "      <td> 47.074</td>\n",
        "      <td> 0.542</td>\n",
        "      <td>-1.450</td>\n",
        "      <td> 24.857</td>\n",
        "      <td>-1.406</td>\n",
        "      <td> 215.830</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249990</th>\n",
        "      <td> 127.822</td>\n",
        "      <td>  82.865</td>\n",
        "      <td> 100.024</td>\n",
        "      <td>  0.860</td>\n",
        "      <td> 3.210</td>\n",
        "      <td>  0.860</td>\n",
        "      <td>  71.325</td>\n",
        "      <td> 2.322</td>\n",
        "      <td>-1.321</td>\n",
        "      <td> 21.474</td>\n",
        "      <td>-0.640</td>\n",
        "      <td> 1.618</td>\n",
        "      <td> 49.852</td>\n",
        "      <td> 1.391</td>\n",
        "      <td>-0.867</td>\n",
        "      <td> 35.847</td>\n",
        "      <td> 2.674</td>\n",
        "      <td> 120.320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249995</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  71.989</td>\n",
        "      <td>  36.548</td>\n",
        "      <td>  5.042</td>\n",
        "      <td> 1.392</td>\n",
        "      <td>  5.042</td>\n",
        "      <td>  55.892</td>\n",
        "      <td> 1.258</td>\n",
        "      <td>-1.414</td>\n",
        "      <td> 24.754</td>\n",
        "      <td>-0.414</td>\n",
        "      <td>-0.905</td>\n",
        "      <td> 31.137</td>\n",
        "      <td>-0.950</td>\n",
        "      <td> 0.380</td>\n",
        "      <td> 46.520</td>\n",
        "      <td> 2.859</td>\n",
        "      <td> 144.665</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249996</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  58.179</td>\n",
        "      <td>  68.083</td>\n",
        "      <td> 22.439</td>\n",
        "      <td> 2.585</td>\n",
        "      <td> 22.439</td>\n",
        "      <td>  50.618</td>\n",
        "      <td> 1.162</td>\n",
        "      <td>-1.345</td>\n",
        "      <td> 23.416</td>\n",
        "      <td>-1.609</td>\n",
        "      <td> 2.776</td>\n",
        "      <td> 27.202</td>\n",
        "      <td> 0.308</td>\n",
        "      <td> 1.042</td>\n",
        "      <td> 46.737</td>\n",
        "      <td>-0.867</td>\n",
        "      <td>  80.408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249998</th>\n",
        "      <td>  94.951</td>\n",
        "      <td>  19.362</td>\n",
        "      <td>  68.812</td>\n",
        "      <td> 13.504</td>\n",
        "      <td> 3.365</td>\n",
        "      <td> 13.504</td>\n",
        "      <td>  55.859</td>\n",
        "      <td> 0.999</td>\n",
        "      <td> 1.414</td>\n",
        "      <td> 27.944</td>\n",
        "      <td>-2.211</td>\n",
        "      <td> 2.792</td>\n",
        "      <td> 27.915</td>\n",
        "      <td>-0.874</td>\n",
        "      <td>-0.296</td>\n",
        "      <td> 12.150</td>\n",
        "      <td> 0.811</td>\n",
        "      <td> 112.718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>249999</th>\n",
        "      <td> 125.000</td>\n",
        "      <td>  72.756</td>\n",
        "      <td>  70.831</td>\n",
        "      <td>  7.479</td>\n",
        "      <td> 2.025</td>\n",
        "      <td>  7.479</td>\n",
        "      <td>  83.240</td>\n",
        "      <td> 0.936</td>\n",
        "      <td>-1.411</td>\n",
        "      <td> 43.003</td>\n",
        "      <td> 1.685</td>\n",
        "      <td> 2.653</td>\n",
        "      <td> 40.236</td>\n",
        "      <td> 1.490</td>\n",
        "      <td> 0.637</td>\n",
        "      <td> 40.729</td>\n",
        "      <td>-1.596</td>\n",
        "      <td>  99.405</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>99913 rows \u00d7 18 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 44,
       "text": [
        "        DER_mass_MMC  DER_mass_transverse_met_lep  DER_mass_vis  DER_pt_h  \\\n",
        "3            143.905                       81.417        80.943     0.414   \n",
        "4            175.864                       16.915       134.805    16.405   \n",
        "8            105.594                       50.559       100.989     4.288   \n",
        "10           125.000                       86.240        79.692    27.201   \n",
        "13            82.488                       31.663        64.128     8.232   \n",
        "14           125.000                      109.412        14.398    17.323   \n",
        "15           111.026                       32.096        75.271    23.067   \n",
        "17           127.861                       50.953        77.267    26.967   \n",
        "18           125.000                       85.186        68.827     5.042   \n",
        "19           125.000                       88.767       115.058    15.337   \n",
        "20           125.000                       89.705        41.765    18.437   \n",
        "21            90.736                       18.674        60.231    25.156   \n",
        "22            87.075                       38.217        67.041     2.347   \n",
        "24           110.785                       72.927        82.775    30.888   \n",
        "25            76.883                       34.384        56.993     5.569   \n",
        "36           134.153                       23.856       100.960     9.377   \n",
        "37           155.487                       61.072       125.013     2.768   \n",
        "40           109.684                       42.664        86.064     0.230   \n",
        "41            90.833                       62.236        53.228    21.581   \n",
        "43           132.049                       65.682        87.937     0.861   \n",
        "44            84.860                       33.706        67.847    18.079   \n",
        "47           130.079                       53.335        97.435     1.382   \n",
        "48           167.534                       41.277       123.308     9.909   \n",
        "49            95.407                       21.584        67.766     1.482   \n",
        "52           125.000                       83.924       136.152    40.286   \n",
        "53           125.000                       98.947        85.408     1.578   \n",
        "54           219.292                       74.600       177.143     2.423   \n",
        "55            51.025                       50.315        46.006     1.303   \n",
        "58           104.221                       13.816        71.225    27.029   \n",
        "61           122.934                       73.141        68.069     4.647   \n",
        "...              ...                          ...           ...       ...   \n",
        "249915       125.000                       57.953        54.844     0.944   \n",
        "249917       116.539                       39.492        96.057     5.530   \n",
        "249926       108.294                       48.488        64.490    28.723   \n",
        "249927        97.985                       14.655        69.911     0.649   \n",
        "249936       125.000                      112.207        68.445     0.933   \n",
        "249937       125.000                       42.555        93.236    47.594   \n",
        "249939       125.000                       82.503        65.269     2.402   \n",
        "249944        82.886                       40.195        54.121     3.507   \n",
        "249945       146.566                       78.802        85.362    25.065   \n",
        "249947       125.000                       74.543        35.230     2.468   \n",
        "249951       107.229                       30.252        80.890     3.457   \n",
        "249954       125.000                       95.128        94.054     1.795   \n",
        "249956       117.418                       16.700        82.196     1.793   \n",
        "249958       118.726                       33.092        84.761     1.032   \n",
        "249959       207.228                       52.430       126.005    50.078   \n",
        "249962       162.119                       44.867       128.980     1.418   \n",
        "249963       145.697                       93.690        97.966    23.704   \n",
        "249964        71.993                       55.733        62.009     3.071   \n",
        "249971       125.000                      173.688        91.969     7.112   \n",
        "249977        96.952                       85.701        87.170     4.503   \n",
        "249978        86.190                       17.227        60.069    39.628   \n",
        "249982       146.903                       83.727       104.591    34.762   \n",
        "249983        80.388                       67.071        58.603    26.696   \n",
        "249984       112.308                       30.722        73.178    32.298   \n",
        "249986       164.310                        1.535       115.781     8.417   \n",
        "249990       127.822                       82.865       100.024     0.860   \n",
        "249995       125.000                       71.989        36.548     5.042   \n",
        "249996       125.000                       58.179        68.083    22.439   \n",
        "249998        94.951                       19.362        68.812    13.504   \n",
        "249999       125.000                       72.756        70.831     7.479   \n",
        "\n",
        "        DER_deltar_tau_lep  DER_pt_tot  DER_sum_pt  DER_pt_ratio_lep_tau  \\\n",
        "3                    3.310       0.414      75.968                 2.354   \n",
        "4                    3.891      16.405      57.983                 1.056   \n",
        "8                    2.904       4.288      65.333                 0.675   \n",
        "10                   2.338      27.201      81.734                 1.750   \n",
        "13                   2.823       8.232      58.649                 1.303   \n",
        "14                   0.472      17.323      62.565                 1.774   \n",
        "15                   3.205      23.067      69.649                 1.276   \n",
        "17                   2.833      26.967      79.503                 1.586   \n",
        "18                   2.116       5.042      71.443                 1.558   \n",
        "19                   2.879      15.337      58.211                 0.875   \n",
        "20                   1.395      18.437      57.157                 1.082   \n",
        "21                   2.363      25.156      64.833                 0.749   \n",
        "22                   2.852       2.347      65.281                 1.276   \n",
        "24                   3.032      30.888      77.888                 2.581   \n",
        "25                   2.912       5.569      58.116                 1.492   \n",
        "36                   2.846       9.377     101.789                 0.759   \n",
        "37                   2.908       2.768     123.704                 1.176   \n",
        "40                   2.745       0.230      82.944                 0.939   \n",
        "41                   2.629      21.581      55.182                 1.445   \n",
        "43                   2.952       0.861      87.374                 1.542   \n",
        "44                   2.346      18.079      73.320                 1.076   \n",
        "47                   3.023       1.382      93.255                 1.320   \n",
        "48                   2.776       9.909     124.886                 0.713   \n",
        "49                   3.042       1.482      67.894                 1.087   \n",
        "52                   3.111      40.286      67.818                 1.884   \n",
        "53                   2.598       1.578      89.173                 2.074   \n",
        "54                   4.054       2.423      71.678                 1.841   \n",
        "55                   2.109       1.303      52.149                 1.155   \n",
        "58                   2.836      27.029      70.783                 1.005   \n",
        "61                   2.992       4.647      74.409                 2.326   \n",
        "...                    ...         ...         ...                   ...   \n",
        "249915               2.047       0.944      54.535                 0.913   \n",
        "249917               2.832       5.530      85.253                 0.956   \n",
        "249926               2.756      28.723      59.880                 1.881   \n",
        "249927               3.176       0.649      64.218                 1.014   \n",
        "249936               1.700       0.933      91.878                 1.499   \n",
        "249937               3.084      47.594      67.182                 0.667   \n",
        "249939               2.053       2.402      54.446                 1.385   \n",
        "249944               3.055       3.507      54.757                 1.404   \n",
        "249945               3.106      25.065      89.588                 1.874   \n",
        "249947               1.233       2.468      60.002                 0.982   \n",
        "249951               2.988       3.457      77.775                 0.992   \n",
        "249954               1.951       1.795     110.739                 0.759   \n",
        "249956               2.892       1.793      83.868                 0.591   \n",
        "249958               3.040       1.032      83.317                 1.134   \n",
        "249959               3.213      50.078      93.354                 1.075   \n",
        "249962               3.955       1.418      52.363                 1.355   \n",
        "249963               2.787      23.704      99.938                 1.273   \n",
        "249964               2.323       3.071      66.865                 1.055   \n",
        "249971               2.077       7.112     123.652                 3.403   \n",
        "249977               2.459       4.503      93.706                 1.606   \n",
        "249978               2.857      39.628      60.457                 1.874   \n",
        "249982               3.168      34.762      99.382                 1.168   \n",
        "249983               2.501      26.696      53.208                 1.440   \n",
        "249984               3.078      32.298      75.714                 0.537   \n",
        "249986               3.041       8.417     115.790                 0.685   \n",
        "249990               3.210       0.860      71.325                 2.322   \n",
        "249995               1.392       5.042      55.892                 1.258   \n",
        "249996               2.585      22.439      50.618                 1.162   \n",
        "249998               3.365      13.504      55.859                 0.999   \n",
        "249999               2.025       7.479      83.240                 0.936   \n",
        "\n",
        "        DER_met_phi_centrality  PRI_tau_pt  PRI_tau_eta  PRI_tau_phi  \\\n",
        "3                       -1.285      22.647       -1.655        0.010   \n",
        "4                       -1.385      28.209       -2.197       -2.231   \n",
        "8                       -1.366      39.008        2.433       -2.532   \n",
        "10                      -1.412      29.718       -0.866        2.878   \n",
        "13                      -1.414      25.470       -0.654       -2.990   \n",
        "14                      -0.272      22.552        1.389        1.340   \n",
        "15                      -1.414      30.606       -1.107       -1.903   \n",
        "17                       1.401      30.739       -0.635        2.603   \n",
        "18                      -1.351      27.931        1.175        2.356   \n",
        "19                      -1.395      31.046        1.380        0.451   \n",
        "20                      -1.178      27.453        1.580        2.510   \n",
        "21                      -0.800      37.060        1.537       -2.616   \n",
        "22                      -1.409      28.688        1.739       -2.975   \n",
        "24                       1.353      21.751       -0.709       -1.088   \n",
        "25                      -1.409      23.319       -0.081       -0.338   \n",
        "36                      -1.405      57.869       -0.428        0.614   \n",
        "37                      -1.408      56.845       -0.935        2.009   \n",
        "40                      -1.414      42.787       -1.942       -0.574   \n",
        "41                      -0.797      22.566        1.645       -2.030   \n",
        "43                      -1.377      34.371       -1.723       -2.546   \n",
        "44                      -1.367      35.311        1.323        2.505   \n",
        "47                      -1.403      40.193       -1.060       -0.659   \n",
        "48                      -1.406      72.924       -0.140        0.934   \n",
        "49                      -1.414      32.531        0.801        1.014   \n",
        "52                      -0.574      23.515       -1.272       -1.525   \n",
        "53                      -1.331      29.005        0.167       -0.454   \n",
        "54                      -1.337      25.232        1.099       -2.410   \n",
        "55                      -1.411      24.198        0.872       -2.822   \n",
        "58                       1.389      35.306       -2.443       -2.933   \n",
        "61                      -1.361      22.375        0.805       -1.579   \n",
        "...                        ...         ...          ...          ...   \n",
        "249915                  -1.413      28.502        1.167        1.194   \n",
        "249917                  -1.410      43.584       -0.025       -0.445   \n",
        "249926                   1.247      20.787        0.010        0.026   \n",
        "249927                  -1.414      31.883       -0.871        1.762   \n",
        "249936                  -1.384      36.767       -1.737       -1.436   \n",
        "249937                  -1.304      40.302       -0.085       -2.000   \n",
        "249939                  -1.311      22.829        1.557        2.619   \n",
        "249944                  -1.403      22.782        1.873       -1.222   \n",
        "249945                  -1.414      31.174        2.349       -0.229   \n",
        "249947                  -1.411      30.276        2.106        1.502   \n",
        "249951                  -1.413      39.051        0.876       -1.309   \n",
        "249954                  -1.399      62.962        1.383       -0.538   \n",
        "249956                  -1.369      52.722       -0.567        1.903   \n",
        "249958                  -1.410      39.037       -0.766        0.292   \n",
        "249959                   1.414      44.994        0.932        2.700   \n",
        "249962                  -1.404      22.238       -2.450       -2.045   \n",
        "249963                  -1.338      43.976        2.350        1.156   \n",
        "249964                  -1.413      32.544       -0.392       -1.052   \n",
        "249971                  -1.236      28.082       -1.506       -0.004   \n",
        "249977                  -1.392      35.953        1.145        0.166   \n",
        "249978                   1.394      21.038        1.233        1.338   \n",
        "249982                  -1.414      45.843       -0.768        2.399   \n",
        "249983                  -0.893      21.809        1.604        2.058   \n",
        "249984                   1.414      49.265       -0.665        1.125   \n",
        "249986                   0.393      68.716        0.145        1.818   \n",
        "249990                  -1.321      21.474       -0.640        1.618   \n",
        "249995                  -1.414      24.754       -0.414       -0.905   \n",
        "249996                  -1.345      23.416       -1.609        2.776   \n",
        "249998                   1.414      27.944       -2.211        2.792   \n",
        "249999                  -1.411      43.003        1.685        2.653   \n",
        "\n",
        "        PRI_lep_pt  PRI_lep_eta  PRI_lep_phi  PRI_met  PRI_met_phi  \\\n",
        "3           53.321       -0.522       -3.100   31.082        0.060   \n",
        "4           29.774        0.798        1.569    2.723       -0.871   \n",
        "8           26.325        0.210        1.884   37.791        0.024   \n",
        "10          52.016        0.126       -1.288   51.276        0.688   \n",
        "13          33.179       -1.665       -0.354   12.439        1.433   \n",
        "14          40.013        1.856        1.412   75.197       -1.583   \n",
        "15          39.043       -1.944        1.191   19.959        2.415   \n",
        "17          48.764       -0.343       -0.862   17.557       -2.975   \n",
        "18          43.512        2.332        0.584   44.698       -2.033   \n",
        "19          27.165       -1.486        0.724   72.981       -2.577   \n",
        "20          29.704        0.341        1.869   67.909       -1.169   \n",
        "21          27.773        1.161        1.335   27.431        0.645   \n",
        "22          36.594        2.367       -0.193   12.556        2.008   \n",
        "24          56.137        0.531        1.679   27.318       -0.716   \n",
        "25          34.797       -0.321        2.564   10.098       -1.397   \n",
        "36          43.919       -0.100       -2.842   11.797       -1.739   \n",
        "37          66.859       -1.357       -1.397   16.589        0.923   \n",
        "40          40.158       -1.218        2.074   20.195       -2.516   \n",
        "41          32.616        1.287        0.574   29.740       -2.484   \n",
        "43          53.003       -1.181        0.355   21.006        3.141   \n",
        "44          38.009        1.526       -1.440   17.651       -0.023   \n",
        "47          53.062       -0.374        2.681   14.532        0.104   \n",
        "48          51.962        0.266       -2.603   23.577       -1.342   \n",
        "49          35.363        0.826       -2.227    4.670       -0.233   \n",
        "52          44.302        1.660       -2.567   41.305        0.183   \n",
        "53          60.168        0.918        2.033   42.635       -1.540   \n",
        "54          46.447       -2.127        1.419   31.593       -1.263   \n",
        "55          27.952        0.457       -0.755   28.169        1.469   \n",
        "58          35.478       -2.046       -0.125   17.674       -0.684   \n",
        "61          52.034        0.814        1.413   25.922       -1.913   \n",
        "...            ...          ...          ...      ...          ...   \n",
        "249915      26.034       -0.183        2.733   38.275       -1.225   \n",
        "249917      41.669        1.084        2.160   18.905       -2.562   \n",
        "249926      39.093        1.174       -2.472   18.364       -0.210   \n",
        "249927      32.335       -1.709       -1.301    2.297        2.949   \n",
        "249936      55.111       -1.381       -3.098   62.694        0.649   \n",
        "249937      26.879       -1.924        0.476   70.499        1.498   \n",
        "249939      31.617       -0.490        2.774   53.981       -0.476   \n",
        "249944      31.975        1.708        2.011   12.917       -0.832   \n",
        "249945      58.413        2.307        2.877   32.590       -1.153   \n",
        "249947      29.726        1.688        2.662   51.616       -1.105   \n",
        "249951      38.724        1.476        1.618    8.023       -2.602   \n",
        "249954      47.777        0.775        1.316   66.085       -2.949   \n",
        "249956      31.146       -1.002       -0.957   22.611       -1.597   \n",
        "249958      44.280       -0.354       -2.720    6.840        1.052   \n",
        "249959      48.360       -0.728       -0.832   32.057       -2.290   \n",
        "249962      30.125        0.699        1.846   20.597       -0.396   \n",
        "249963      55.962        2.187       -2.345   40.160        0.489   \n",
        "249964      34.321       -0.062        1.247   30.255       -2.946   \n",
        "249971      95.570       -2.059        1.998   80.546       -1.429   \n",
        "249977      57.754        0.767       -2.263   36.981        1.646   \n",
        "249978      39.419        0.552       -2.170   18.838       -2.814   \n",
        "249982      53.539       -1.433       -0.699   40.706       -2.924   \n",
        "249983      31.399        0.304       -2.088   35.877        1.135   \n",
        "249984      26.449       -0.326       -2.098   26.593        2.949   \n",
        "249986      47.074        0.542       -1.450   24.857       -1.406   \n",
        "249990      49.852        1.391       -0.867   35.847        2.674   \n",
        "249995      31.137       -0.950        0.380   46.520        2.859   \n",
        "249996      27.202        0.308        1.042   46.737       -0.867   \n",
        "249998      27.915       -0.874       -0.296   12.150        0.811   \n",
        "249999      40.236        1.490        0.637   40.729       -1.596   \n",
        "\n",
        "        PRI_met_sumet  \n",
        "3              86.062  \n",
        "4              53.131  \n",
        "8             129.804  \n",
        "10            250.178  \n",
        "13            163.420  \n",
        "14            198.616  \n",
        "15            122.176  \n",
        "17            211.720  \n",
        "18            151.816  \n",
        "19            115.145  \n",
        "20            225.139  \n",
        "21            169.061  \n",
        "22             68.527  \n",
        "24            253.577  \n",
        "25             93.086  \n",
        "36            241.281  \n",
        "37             95.267  \n",
        "40             59.902  \n",
        "41             70.266  \n",
        "43             68.796  \n",
        "44            176.820  \n",
        "47            118.867  \n",
        "48            319.578  \n",
        "49             70.691  \n",
        "52            104.743  \n",
        "53            146.821  \n",
        "54            106.965  \n",
        "55             54.023  \n",
        "58            149.850  \n",
        "61             89.716  \n",
        "...               ...  \n",
        "249915         42.408  \n",
        "249917        141.915  \n",
        "249926        138.997  \n",
        "249927        168.515  \n",
        "249936         67.111  \n",
        "249937        134.996  \n",
        "249939         83.581  \n",
        "249944        114.073  \n",
        "249945        129.840  \n",
        "249947        121.693  \n",
        "249951        100.409  \n",
        "249954         97.783  \n",
        "249956        108.248  \n",
        "249958        108.898  \n",
        "249959        128.088  \n",
        "249962         75.134  \n",
        "249963        184.387  \n",
        "249964        119.131  \n",
        "249971        210.697  \n",
        "249977        101.642  \n",
        "249978        121.903  \n",
        "249982        193.345  \n",
        "249983        126.498  \n",
        "249984        171.994  \n",
        "249986        215.830  \n",
        "249990        120.320  \n",
        "249995        144.665  \n",
        "249996         80.408  \n",
        "249998        112.718  \n",
        "249999         99.405  \n",
        "\n",
        "[99913 rows x 18 columns]"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cross_validation.StratifiedShuffleSplit"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}