Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-27T20:34:32.299687Z",
     "start_time": "2019-02-27T20:34:32.010689Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-27T20:36:04.230932Z",
     "start_time": "2019-02-27T20:36:04.225817Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.externals import joblib\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import optuna\n",
    "\n",
    "pd.options.display.max_columns = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-27T20:45:47.822643Z",
     "start_time": "2019-02-27T20:45:47.409932Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "best val: 0.719\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = joblib.load('study.pkl')\n",
    "\n",
    "df = data.trials_dataframe()\n",
    "df.dropna(inplace=True)\n",
    "df.reset_index(inplace=True)\n",
    "\n",
    "df['time'] = df.datetime_complete - df.datetime_start\n",
    "df['time'] = df.time.astype('int') / (1_000_000_000)\n",
    "df = df[df.time>0]\n",
    "\n",
    "names = []\n",
    "\n",
    "for col in df.columns.values:\n",
    "    if col[1] == '':\n",
    "        names.append(col[0])\n",
    "    else:\n",
    "        names.append(col[1])\n",
    "\n",
    "df.columns = names\n",
    "\n",
    "print('best val:', - round(df.value.min(),4))\n",
    "a = sns.lineplot(x=df.index, y=-df.value.cummin())\n",
    "a.set_xlabel('trial number')\n",
    "sns.scatterplot(x=df.index, y=-df.value, color='red')\n",
    "a.set_ylabel('f1 score')\n",
    "a.legend(['best value', \"trial's value\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-25T21:07:02.472539Z",
     "start_time": "2019-02-25T21:07:02.362188Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>trial_id</th>\n",
       "      <th>state</th>\n",
       "      <th>value</th>\n",
       "      <th>datetime_start</th>\n",
       "      <th>datetime_complete</th>\n",
       "      <th>lgbc__colsample_bytree</th>\n",
       "      <th>lgbc__learning_rate</th>\n",
       "      <th>lgbc__max_depth</th>\n",
       "      <th>lgbc__min_child_samples</th>\n",
       "      <th>lgbc__n_estimators</th>\n",
       "      <th>lgbc__num_leaves</th>\n",
       "      <th>lgbc__reg_alpha</th>\n",
       "      <th>lgbc__subsample_for_bin</th>\n",
       "      <th>tfidf__analyzer</th>\n",
       "      <th>tfidf__lowercase</th>\n",
       "      <th>tfidf__max_features</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.400091</td>\n",
       "      <td>2019-02-25 20:59:32.146270</td>\n",
       "      <td>2019-02-25 21:01:12.960020</td>\n",
       "      <td>0.710570</td>\n",
       "      <td>0.059966</td>\n",
       "      <td>57.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>0.060675</td>\n",
       "      <td>113091.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>False</td>\n",
       "      <td>8674.0</td>\n",
       "      <td>100.813750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.474644</td>\n",
       "      <td>2019-02-25 21:01:12.964049</td>\n",
       "      <td>2019-02-25 21:02:41.765900</td>\n",
       "      <td>0.672198</td>\n",
       "      <td>0.094305</td>\n",
       "      <td>48.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.449014</td>\n",
       "      <td>140009.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>8671.0</td>\n",
       "      <td>88.801851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.315401</td>\n",
       "      <td>2019-02-25 21:02:41.771155</td>\n",
       "      <td>2019-02-25 21:03:52.063515</td>\n",
       "      <td>0.918274</td>\n",
       "      <td>0.017374</td>\n",
       "      <td>58.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.134891</td>\n",
       "      <td>64763.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>False</td>\n",
       "      <td>6119.0</td>\n",
       "      <td>70.292360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.342112</td>\n",
       "      <td>2019-02-25 21:03:52.067355</td>\n",
       "      <td>2019-02-25 21:07:23.717368</td>\n",
       "      <td>0.906122</td>\n",
       "      <td>0.007368</td>\n",
       "      <td>94.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.029314</td>\n",
       "      <td>104573.0</td>\n",
       "      <td>char</td>\n",
       "      <td>False</td>\n",
       "      <td>7129.0</td>\n",
       "      <td>211.650013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.292311</td>\n",
       "      <td>2019-02-25 21:07:23.721233</td>\n",
       "      <td>2019-02-25 21:08:15.866035</td>\n",
       "      <td>0.659433</td>\n",
       "      <td>0.015994</td>\n",
       "      <td>44.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.239385</td>\n",
       "      <td>170501.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>6697.0</td>\n",
       "      <td>52.144802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.349814</td>\n",
       "      <td>2019-02-25 21:08:15.872117</td>\n",
       "      <td>2019-02-25 21:10:30.483515</td>\n",
       "      <td>0.664731</td>\n",
       "      <td>0.006943</td>\n",
       "      <td>43.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.277649</td>\n",
       "      <td>102470.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>False</td>\n",
       "      <td>1162.0</td>\n",
       "      <td>134.611398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.604032</td>\n",
       "      <td>2019-02-25 21:10:30.488356</td>\n",
       "      <td>2019-02-25 21:14:22.584366</td>\n",
       "      <td>0.808230</td>\n",
       "      <td>0.037193</td>\n",
       "      <td>61.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.251131</td>\n",
       "      <td>89910.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>8417.0</td>\n",
       "      <td>232.096010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.181194</td>\n",
       "      <td>2019-02-25 21:14:22.591903</td>\n",
       "      <td>2019-02-25 21:14:39.407253</td>\n",
       "      <td>0.685757</td>\n",
       "      <td>0.003107</td>\n",
       "      <td>79.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.215447</td>\n",
       "      <td>294366.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>8611.0</td>\n",
       "      <td>16.815350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.293188</td>\n",
       "      <td>2019-02-25 21:14:39.413070</td>\n",
       "      <td>2019-02-25 21:15:33.102528</td>\n",
       "      <td>0.875682</td>\n",
       "      <td>0.015824</td>\n",
       "      <td>53.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.498929</td>\n",
       "      <td>49648.0</td>\n",
       "      <td>char</td>\n",
       "      <td>False</td>\n",
       "      <td>2333.0</td>\n",
       "      <td>53.689458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.299368</td>\n",
       "      <td>2019-02-25 21:15:33.109599</td>\n",
       "      <td>2019-02-25 21:16:40.683702</td>\n",
       "      <td>0.939009</td>\n",
       "      <td>0.060967</td>\n",
       "      <td>83.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.776622</td>\n",
       "      <td>111557.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>67.574103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.149592</td>\n",
       "      <td>2019-02-25 21:16:40.697164</td>\n",
       "      <td>2019-02-25 21:16:53.398224</td>\n",
       "      <td>0.792940</td>\n",
       "      <td>0.001521</td>\n",
       "      <td>2.0</td>\n",
       "      <td>494.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0.917254</td>\n",
       "      <td>205294.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>12.701060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.715651</td>\n",
       "      <td>2019-02-25 21:16:53.404981</td>\n",
       "      <td>2019-02-25 21:18:28.995153</td>\n",
       "      <td>0.787570</td>\n",
       "      <td>0.036057</td>\n",
       "      <td>29.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.709747</td>\n",
       "      <td>9309.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>9969.0</td>\n",
       "      <td>95.590172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.711866</td>\n",
       "      <td>2019-02-25 21:18:28.999781</td>\n",
       "      <td>2019-02-25 21:19:55.633429</td>\n",
       "      <td>0.768570</td>\n",
       "      <td>0.002951</td>\n",
       "      <td>23.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>0.725320</td>\n",
       "      <td>8128.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>4168.0</td>\n",
       "      <td>86.633648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.486129</td>\n",
       "      <td>2019-02-25 21:19:55.647330</td>\n",
       "      <td>2019-02-25 21:20:52.732740</td>\n",
       "      <td>0.987061</td>\n",
       "      <td>0.038615</td>\n",
       "      <td>21.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.701806</td>\n",
       "      <td>233966.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>9826.0</td>\n",
       "      <td>57.085410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.686080</td>\n",
       "      <td>2019-02-25 21:20:52.742178</td>\n",
       "      <td>2019-02-25 21:23:13.091114</td>\n",
       "      <td>0.847101</td>\n",
       "      <td>0.003048</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.976109</td>\n",
       "      <td>7138.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>140.348936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.293867</td>\n",
       "      <td>2019-02-25 21:23:13.098915</td>\n",
       "      <td>2019-02-25 21:23:35.568857</td>\n",
       "      <td>0.616505</td>\n",
       "      <td>0.001118</td>\n",
       "      <td>31.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.607896</td>\n",
       "      <td>3435.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>4737.0</td>\n",
       "      <td>22.469942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.301289</td>\n",
       "      <td>2019-02-25 21:23:35.576411</td>\n",
       "      <td>2019-02-25 21:24:23.186941</td>\n",
       "      <td>0.761676</td>\n",
       "      <td>0.037072</td>\n",
       "      <td>7.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.400601</td>\n",
       "      <td>50842.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>2805.0</td>\n",
       "      <td>47.610530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.398182</td>\n",
       "      <td>2019-02-25 21:24:23.194600</td>\n",
       "      <td>2019-02-25 21:24:38.647002</td>\n",
       "      <td>0.740655</td>\n",
       "      <td>0.003335</td>\n",
       "      <td>30.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.837171</td>\n",
       "      <td>8369.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>4709.0</td>\n",
       "      <td>15.452402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.171581</td>\n",
       "      <td>2019-02-25 21:24:38.655293</td>\n",
       "      <td>2019-02-25 21:25:01.996967</td>\n",
       "      <td>0.827366</td>\n",
       "      <td>0.001973</td>\n",
       "      <td>11.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.629549</td>\n",
       "      <td>254024.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>3569.0</td>\n",
       "      <td>23.341674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.245420</td>\n",
       "      <td>2019-02-25 21:25:02.004627</td>\n",
       "      <td>2019-02-25 21:25:13.306368</td>\n",
       "      <td>0.761739</td>\n",
       "      <td>0.005163</td>\n",
       "      <td>33.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.606977</td>\n",
       "      <td>157001.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>5817.0</td>\n",
       "      <td>11.301741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.719050</td>\n",
       "      <td>2019-02-25 21:25:13.314555</td>\n",
       "      <td>2019-02-25 21:28:02.782796</td>\n",
       "      <td>0.785207</td>\n",
       "      <td>0.023043</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>0.855117</td>\n",
       "      <td>32671.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>7020.0</td>\n",
       "      <td>169.468241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.170804</td>\n",
       "      <td>2019-02-25 21:28:02.797967</td>\n",
       "      <td>2019-02-25 21:28:16.169037</td>\n",
       "      <td>0.855256</td>\n",
       "      <td>0.022319</td>\n",
       "      <td>16.0</td>\n",
       "      <td>436.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.863673</td>\n",
       "      <td>43147.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>13.371070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.603678</td>\n",
       "      <td>2019-02-25 21:28:16.178658</td>\n",
       "      <td>2019-02-25 21:29:59.046500</td>\n",
       "      <td>0.717482</td>\n",
       "      <td>0.026179</td>\n",
       "      <td>37.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0.981838</td>\n",
       "      <td>27033.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>9597.0</td>\n",
       "      <td>102.867842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.277536</td>\n",
       "      <td>2019-02-25 21:29:59.055414</td>\n",
       "      <td>2019-02-25 21:30:12.647598</td>\n",
       "      <td>0.792760</td>\n",
       "      <td>0.011878</td>\n",
       "      <td>3.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0.807573</td>\n",
       "      <td>179564.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>7405.0</td>\n",
       "      <td>13.592184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.439399</td>\n",
       "      <td>2019-02-25 21:30:12.657783</td>\n",
       "      <td>2019-02-25 21:30:54.471974</td>\n",
       "      <td>0.881249</td>\n",
       "      <td>0.056484</td>\n",
       "      <td>65.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.912661</td>\n",
       "      <td>80247.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>9163.0</td>\n",
       "      <td>41.814191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.313524</td>\n",
       "      <td>2019-02-25 21:30:54.482252</td>\n",
       "      <td>2019-02-25 21:32:30.522548</td>\n",
       "      <td>0.817083</td>\n",
       "      <td>0.010315</td>\n",
       "      <td>12.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.718477</td>\n",
       "      <td>27207.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>5872.0</td>\n",
       "      <td>96.040296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.366903</td>\n",
       "      <td>2019-02-25 21:32:30.527682</td>\n",
       "      <td>2019-02-25 21:34:02.758125</td>\n",
       "      <td>0.963544</td>\n",
       "      <td>0.078627</td>\n",
       "      <td>26.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.533462</td>\n",
       "      <td>133736.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>7875.0</td>\n",
       "      <td>92.230443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.278027</td>\n",
       "      <td>2019-02-25 21:34:02.763472</td>\n",
       "      <td>2019-02-25 21:34:18.913044</td>\n",
       "      <td>0.633208</td>\n",
       "      <td>0.027307</td>\n",
       "      <td>40.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.998885</td>\n",
       "      <td>76841.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>6570.0</td>\n",
       "      <td>16.149572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.286662</td>\n",
       "      <td>2019-02-25 21:34:18.924021</td>\n",
       "      <td>2019-02-25 21:34:55.724753</td>\n",
       "      <td>0.712197</td>\n",
       "      <td>0.055461</td>\n",
       "      <td>74.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.360441</td>\n",
       "      <td>127387.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>9268.0</td>\n",
       "      <td>36.800732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.183643</td>\n",
       "      <td>2019-02-25 21:34:55.730351</td>\n",
       "      <td>2019-02-25 21:35:06.317991</td>\n",
       "      <td>0.738501</td>\n",
       "      <td>0.077024</td>\n",
       "      <td>15.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>0.666812</td>\n",
       "      <td>268446.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>5219.0</td>\n",
       "      <td>10.587640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.406136</td>\n",
       "      <td>2019-02-25 21:35:06.326287</td>\n",
       "      <td>2019-02-25 21:36:06.909565</td>\n",
       "      <td>0.837843</td>\n",
       "      <td>0.043161</td>\n",
       "      <td>52.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>0.549804</td>\n",
       "      <td>32946.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>8069.0</td>\n",
       "      <td>60.583278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.338334</td>\n",
       "      <td>2019-02-25 21:36:06.921532</td>\n",
       "      <td>2019-02-25 21:37:38.455568</td>\n",
       "      <td>0.696530</td>\n",
       "      <td>0.019493</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.768673</td>\n",
       "      <td>62988.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>9281.0</td>\n",
       "      <td>91.534036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.409812</td>\n",
       "      <td>2019-02-25 21:37:38.463724</td>\n",
       "      <td>2019-02-25 21:38:52.331602</td>\n",
       "      <td>0.892432</td>\n",
       "      <td>0.099386</td>\n",
       "      <td>28.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.909664</td>\n",
       "      <td>197662.0</td>\n",
       "      <td>char</td>\n",
       "      <td>False</td>\n",
       "      <td>7342.0</td>\n",
       "      <td>73.867878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.167386</td>\n",
       "      <td>2019-02-25 21:38:52.344172</td>\n",
       "      <td>2019-02-25 21:39:04.062998</td>\n",
       "      <td>0.923773</td>\n",
       "      <td>0.013664</td>\n",
       "      <td>46.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.858814</td>\n",
       "      <td>152803.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>6735.0</td>\n",
       "      <td>11.718826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.228125</td>\n",
       "      <td>2019-02-25 21:39:04.077465</td>\n",
       "      <td>2019-02-25 21:39:20.510025</td>\n",
       "      <td>0.780586</td>\n",
       "      <td>0.008020</td>\n",
       "      <td>2.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>0.479515</td>\n",
       "      <td>98082.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>8815.0</td>\n",
       "      <td>16.432560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.372451</td>\n",
       "      <td>2019-02-25 21:39:20.517040</td>\n",
       "      <td>2019-02-25 21:40:49.989505</td>\n",
       "      <td>0.645112</td>\n",
       "      <td>0.028014</td>\n",
       "      <td>98.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.130621</td>\n",
       "      <td>73294.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>False</td>\n",
       "      <td>5372.0</td>\n",
       "      <td>89.472465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.241425</td>\n",
       "      <td>2019-02-25 21:40:49.997325</td>\n",
       "      <td>2019-02-25 21:41:17.549265</td>\n",
       "      <td>0.739387</td>\n",
       "      <td>0.004832</td>\n",
       "      <td>65.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.372209</td>\n",
       "      <td>18963.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>8195.0</td>\n",
       "      <td>27.551940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.345920</td>\n",
       "      <td>2019-02-25 21:41:17.562136</td>\n",
       "      <td>2019-02-25 21:42:46.695316</td>\n",
       "      <td>0.862376</td>\n",
       "      <td>0.009304</td>\n",
       "      <td>7.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.556318</td>\n",
       "      <td>121492.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>9988.0</td>\n",
       "      <td>89.133180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.346321</td>\n",
       "      <td>2019-02-25 21:42:46.708413</td>\n",
       "      <td>2019-02-25 21:43:33.161867</td>\n",
       "      <td>0.678503</td>\n",
       "      <td>0.047241</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.761977</td>\n",
       "      <td>62407.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>6305.0</td>\n",
       "      <td>46.453454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.230207</td>\n",
       "      <td>2019-02-25 21:43:33.169009</td>\n",
       "      <td>2019-02-25 21:44:03.616468</td>\n",
       "      <td>0.802326</td>\n",
       "      <td>0.033583</td>\n",
       "      <td>57.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.445151</td>\n",
       "      <td>94356.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>30.447459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.324915</td>\n",
       "      <td>2019-02-25 21:44:03.626723</td>\n",
       "      <td>2019-02-25 21:45:46.729295</td>\n",
       "      <td>0.911781</td>\n",
       "      <td>0.018944</td>\n",
       "      <td>25.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.677165</td>\n",
       "      <td>171564.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>6859.0</td>\n",
       "      <td>103.102572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.499697</td>\n",
       "      <td>2019-02-25 21:45:46.744349</td>\n",
       "      <td>2019-02-25 21:48:01.525238</td>\n",
       "      <td>0.827955</td>\n",
       "      <td>0.014391</td>\n",
       "      <td>49.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.314819</td>\n",
       "      <td>112888.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>8805.0</td>\n",
       "      <td>134.780889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.335635</td>\n",
       "      <td>2019-02-25 21:48:01.535434</td>\n",
       "      <td>2019-02-25 21:48:30.740615</td>\n",
       "      <td>0.957540</td>\n",
       "      <td>0.073266</td>\n",
       "      <td>19.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.931990</td>\n",
       "      <td>142312.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>3155.0</td>\n",
       "      <td>29.205181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.294752</td>\n",
       "      <td>2019-02-25 21:48:30.755410</td>\n",
       "      <td>2019-02-25 21:49:16.612528</td>\n",
       "      <td>0.778746</td>\n",
       "      <td>0.023519</td>\n",
       "      <td>91.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.813025</td>\n",
       "      <td>206852.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>7684.0</td>\n",
       "      <td>45.857118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.162360</td>\n",
       "      <td>2019-02-25 21:49:16.620918</td>\n",
       "      <td>2019-02-25 21:49:26.240550</td>\n",
       "      <td>0.600316</td>\n",
       "      <td>0.005634</td>\n",
       "      <td>43.0</td>\n",
       "      <td>453.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.746528</td>\n",
       "      <td>45101.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>8540.0</td>\n",
       "      <td>9.619632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.300928</td>\n",
       "      <td>2019-02-25 21:49:26.249808</td>\n",
       "      <td>2019-02-25 21:50:31.694377</td>\n",
       "      <td>0.724774</td>\n",
       "      <td>0.006723</td>\n",
       "      <td>9.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.632345</td>\n",
       "      <td>236548.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>7092.0</td>\n",
       "      <td>65.444569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.621274</td>\n",
       "      <td>2019-02-25 21:50:31.709995</td>\n",
       "      <td>2019-02-25 21:54:42.859389</td>\n",
       "      <td>0.660116</td>\n",
       "      <td>0.030411</td>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.008197</td>\n",
       "      <td>282348.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>4348.0</td>\n",
       "      <td>251.149394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.362492</td>\n",
       "      <td>2019-02-25 21:54:42.870619</td>\n",
       "      <td>2019-02-25 21:55:32.777270</td>\n",
       "      <td>0.693060</td>\n",
       "      <td>0.048449</td>\n",
       "      <td>16.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.182777</td>\n",
       "      <td>16318.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>5195.0</td>\n",
       "      <td>49.906651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.244475</td>\n",
       "      <td>2019-02-25 21:55:32.787515</td>\n",
       "      <td>2019-02-25 21:55:46.343344</td>\n",
       "      <td>0.755644</td>\n",
       "      <td>0.012427</td>\n",
       "      <td>61.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.883956</td>\n",
       "      <td>83933.0</td>\n",
       "      <td>char</td>\n",
       "      <td>True</td>\n",
       "      <td>690.0</td>\n",
       "      <td>13.555829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.165193</td>\n",
       "      <td>2019-02-25 21:55:46.353413</td>\n",
       "      <td>2019-02-25 21:56:01.747019</td>\n",
       "      <td>0.998465</td>\n",
       "      <td>0.016723</td>\n",
       "      <td>22.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.821487</td>\n",
       "      <td>56803.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>9614.0</td>\n",
       "      <td>15.393606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.298759</td>\n",
       "      <td>2019-02-25 21:56:01.756804</td>\n",
       "      <td>2019-02-25 21:56:20.920859</td>\n",
       "      <td>0.871380</td>\n",
       "      <td>0.003942</td>\n",
       "      <td>5.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.595030</td>\n",
       "      <td>36920.0</td>\n",
       "      <td>word</td>\n",
       "      <td>False</td>\n",
       "      <td>6038.0</td>\n",
       "      <td>19.164055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.470527</td>\n",
       "      <td>2019-02-25 21:56:20.938241</td>\n",
       "      <td>2019-02-25 21:57:03.748585</td>\n",
       "      <td>0.897076</td>\n",
       "      <td>0.002350</td>\n",
       "      <td>31.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>0.677605</td>\n",
       "      <td>189282.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>1675.0</td>\n",
       "      <td>42.810344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.282460</td>\n",
       "      <td>2019-02-25 21:57:03.767387</td>\n",
       "      <td>2019-02-25 21:57:40.436651</td>\n",
       "      <td>0.815927</td>\n",
       "      <td>0.066759</td>\n",
       "      <td>38.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.954634</td>\n",
       "      <td>224092.0</td>\n",
       "      <td>char_wb</td>\n",
       "      <td>True</td>\n",
       "      <td>5558.0</td>\n",
       "      <td>36.669264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>TrialState.COMPLETE</td>\n",
       "      <td>-0.715456</td>\n",
       "      <td>2019-02-25 21:57:40.444498</td>\n",
       "      <td>2019-02-25 21:58:32.955898</td>\n",
       "      <td>0.845041</td>\n",
       "      <td>0.090389</td>\n",
       "      <td>71.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.796733</td>\n",
       "      <td>108131.0</td>\n",
       "      <td>word</td>\n",
       "      <td>True</td>\n",
       "      <td>3515.0</td>\n",
       "      <td>52.511400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index  trial_id                state     value             datetime_start  \\\n",
       "0       0         0  TrialState.COMPLETE -0.400091 2019-02-25 20:59:32.146270   \n",
       "1       1         1  TrialState.COMPLETE -0.474644 2019-02-25 21:01:12.964049   \n",
       "2       2         2  TrialState.COMPLETE -0.315401 2019-02-25 21:02:41.771155   \n",
       "3       3         3  TrialState.COMPLETE -0.342112 2019-02-25 21:03:52.067355   \n",
       "4       4         4  TrialState.COMPLETE -0.292311 2019-02-25 21:07:23.721233   \n",
       "5       5         5  TrialState.COMPLETE -0.349814 2019-02-25 21:08:15.872117   \n",
       "6       6         6  TrialState.COMPLETE -0.604032 2019-02-25 21:10:30.488356   \n",
       "7       7         7  TrialState.COMPLETE -0.181194 2019-02-25 21:14:22.591903   \n",
       "8       8         8  TrialState.COMPLETE -0.293188 2019-02-25 21:14:39.413070   \n",
       "9       9         9  TrialState.COMPLETE -0.299368 2019-02-25 21:15:33.109599   \n",
       "10     10        10  TrialState.COMPLETE -0.149592 2019-02-25 21:16:40.697164   \n",
       "11     11        11  TrialState.COMPLETE -0.715651 2019-02-25 21:16:53.404981   \n",
       "12     12        12  TrialState.COMPLETE -0.711866 2019-02-25 21:18:28.999781   \n",
       "13     13        13  TrialState.COMPLETE -0.486129 2019-02-25 21:19:55.647330   \n",
       "14     14        14  TrialState.COMPLETE -0.686080 2019-02-25 21:20:52.742178   \n",
       "15     15        15  TrialState.COMPLETE -0.293867 2019-02-25 21:23:13.098915   \n",
       "16     16        16  TrialState.COMPLETE -0.301289 2019-02-25 21:23:35.576411   \n",
       "17     17        17  TrialState.COMPLETE -0.398182 2019-02-25 21:24:23.194600   \n",
       "18     18        18  TrialState.COMPLETE -0.171581 2019-02-25 21:24:38.655293   \n",
       "19     19        19  TrialState.COMPLETE -0.245420 2019-02-25 21:25:02.004627   \n",
       "20     20        20  TrialState.COMPLETE -0.719050 2019-02-25 21:25:13.314555   \n",
       "21     21        21  TrialState.COMPLETE -0.170804 2019-02-25 21:28:02.797967   \n",
       "22     22        22  TrialState.COMPLETE -0.603678 2019-02-25 21:28:16.178658   \n",
       "23     23        23  TrialState.COMPLETE -0.277536 2019-02-25 21:29:59.055414   \n",
       "24     24        24  TrialState.COMPLETE -0.439399 2019-02-25 21:30:12.657783   \n",
       "25     25        25  TrialState.COMPLETE -0.313524 2019-02-25 21:30:54.482252   \n",
       "26     26        26  TrialState.COMPLETE -0.366903 2019-02-25 21:32:30.527682   \n",
       "27     27        27  TrialState.COMPLETE -0.278027 2019-02-25 21:34:02.763472   \n",
       "28     28        28  TrialState.COMPLETE -0.286662 2019-02-25 21:34:18.924021   \n",
       "29     29        29  TrialState.COMPLETE -0.183643 2019-02-25 21:34:55.730351   \n",
       "30     30        30  TrialState.COMPLETE -0.406136 2019-02-25 21:35:06.326287   \n",
       "31     31        31  TrialState.COMPLETE -0.338334 2019-02-25 21:36:06.921532   \n",
       "32     32        32  TrialState.COMPLETE -0.409812 2019-02-25 21:37:38.463724   \n",
       "33     33        33  TrialState.COMPLETE -0.167386 2019-02-25 21:38:52.344172   \n",
       "34     34        34  TrialState.COMPLETE -0.228125 2019-02-25 21:39:04.077465   \n",
       "35     35        35  TrialState.COMPLETE -0.372451 2019-02-25 21:39:20.517040   \n",
       "36     36        36  TrialState.COMPLETE -0.241425 2019-02-25 21:40:49.997325   \n",
       "37     37        37  TrialState.COMPLETE -0.345920 2019-02-25 21:41:17.562136   \n",
       "38     38        38  TrialState.COMPLETE -0.346321 2019-02-25 21:42:46.708413   \n",
       "39     39        39  TrialState.COMPLETE -0.230207 2019-02-25 21:43:33.169009   \n",
       "40     40        40  TrialState.COMPLETE -0.324915 2019-02-25 21:44:03.626723   \n",
       "41     41        41  TrialState.COMPLETE -0.499697 2019-02-25 21:45:46.744349   \n",
       "42     42        42  TrialState.COMPLETE -0.335635 2019-02-25 21:48:01.535434   \n",
       "43     43        43  TrialState.COMPLETE -0.294752 2019-02-25 21:48:30.755410   \n",
       "44     44        44  TrialState.COMPLETE -0.162360 2019-02-25 21:49:16.620918   \n",
       "45     45        45  TrialState.COMPLETE -0.300928 2019-02-25 21:49:26.249808   \n",
       "46     46        46  TrialState.COMPLETE -0.621274 2019-02-25 21:50:31.709995   \n",
       "47     47        47  TrialState.COMPLETE -0.362492 2019-02-25 21:54:42.870619   \n",
       "48     48        48  TrialState.COMPLETE -0.244475 2019-02-25 21:55:32.787515   \n",
       "49     49        49  TrialState.COMPLETE -0.165193 2019-02-25 21:55:46.353413   \n",
       "50     50        50  TrialState.COMPLETE -0.298759 2019-02-25 21:56:01.756804   \n",
       "51     51        51  TrialState.COMPLETE -0.470527 2019-02-25 21:56:20.938241   \n",
       "52     52        52  TrialState.COMPLETE -0.282460 2019-02-25 21:57:03.767387   \n",
       "53     53        53  TrialState.COMPLETE -0.715456 2019-02-25 21:57:40.444498   \n",
       "\n",
       "            datetime_complete  lgbc__colsample_bytree  lgbc__learning_rate  \\\n",
       "0  2019-02-25 21:01:12.960020                0.710570             0.059966   \n",
       "1  2019-02-25 21:02:41.765900                0.672198             0.094305   \n",
       "2  2019-02-25 21:03:52.063515                0.918274             0.017374   \n",
       "3  2019-02-25 21:07:23.717368                0.906122             0.007368   \n",
       "4  2019-02-25 21:08:15.866035                0.659433             0.015994   \n",
       "5  2019-02-25 21:10:30.483515                0.664731             0.006943   \n",
       "6  2019-02-25 21:14:22.584366                0.808230             0.037193   \n",
       "7  2019-02-25 21:14:39.407253                0.685757             0.003107   \n",
       "8  2019-02-25 21:15:33.102528                0.875682             0.015824   \n",
       "9  2019-02-25 21:16:40.683702                0.939009             0.060967   \n",
       "10 2019-02-25 21:16:53.398224                0.792940             0.001521   \n",
       "11 2019-02-25 21:18:28.995153                0.787570             0.036057   \n",
       "12 2019-02-25 21:19:55.633429                0.768570             0.002951   \n",
       "13 2019-02-25 21:20:52.732740                0.987061             0.038615   \n",
       "14 2019-02-25 21:23:13.091114                0.847101             0.003048   \n",
       "15 2019-02-25 21:23:35.568857                0.616505             0.001118   \n",
       "16 2019-02-25 21:24:23.186941                0.761676             0.037072   \n",
       "17 2019-02-25 21:24:38.647002                0.740655             0.003335   \n",
       "18 2019-02-25 21:25:01.996967                0.827366             0.001973   \n",
       "19 2019-02-25 21:25:13.306368                0.761739             0.005163   \n",
       "20 2019-02-25 21:28:02.782796                0.785207             0.023043   \n",
       "21 2019-02-25 21:28:16.169037                0.855256             0.022319   \n",
       "22 2019-02-25 21:29:59.046500                0.717482             0.026179   \n",
       "23 2019-02-25 21:30:12.647598                0.792760             0.011878   \n",
       "24 2019-02-25 21:30:54.471974                0.881249             0.056484   \n",
       "25 2019-02-25 21:32:30.522548                0.817083             0.010315   \n",
       "26 2019-02-25 21:34:02.758125                0.963544             0.078627   \n",
       "27 2019-02-25 21:34:18.913044                0.633208             0.027307   \n",
       "28 2019-02-25 21:34:55.724753                0.712197             0.055461   \n",
       "29 2019-02-25 21:35:06.317991                0.738501             0.077024   \n",
       "30 2019-02-25 21:36:06.909565                0.837843             0.043161   \n",
       "31 2019-02-25 21:37:38.455568                0.696530             0.019493   \n",
       "32 2019-02-25 21:38:52.331602                0.892432             0.099386   \n",
       "33 2019-02-25 21:39:04.062998                0.923773             0.013664   \n",
       "34 2019-02-25 21:39:20.510025                0.780586             0.008020   \n",
       "35 2019-02-25 21:40:49.989505                0.645112             0.028014   \n",
       "36 2019-02-25 21:41:17.549265                0.739387             0.004832   \n",
       "37 2019-02-25 21:42:46.695316                0.862376             0.009304   \n",
       "38 2019-02-25 21:43:33.161867                0.678503             0.047241   \n",
       "39 2019-02-25 21:44:03.616468                0.802326             0.033583   \n",
       "40 2019-02-25 21:45:46.729295                0.911781             0.018944   \n",
       "41 2019-02-25 21:48:01.525238                0.827955             0.014391   \n",
       "42 2019-02-25 21:48:30.740615                0.957540             0.073266   \n",
       "43 2019-02-25 21:49:16.612528                0.778746             0.023519   \n",
       "44 2019-02-25 21:49:26.240550                0.600316             0.005634   \n",
       "45 2019-02-25 21:50:31.694377                0.724774             0.006723   \n",
       "46 2019-02-25 21:54:42.859389                0.660116             0.030411   \n",
       "47 2019-02-25 21:55:32.777270                0.693060             0.048449   \n",
       "48 2019-02-25 21:55:46.343344                0.755644             0.012427   \n",
       "49 2019-02-25 21:56:01.747019                0.998465             0.016723   \n",
       "50 2019-02-25 21:56:20.920859                0.871380             0.003942   \n",
       "51 2019-02-25 21:57:03.748585                0.897076             0.002350   \n",
       "52 2019-02-25 21:57:40.436651                0.815927             0.066759   \n",
       "53 2019-02-25 21:58:32.955898                0.845041             0.090389   \n",
       "\n",
       "    lgbc__max_depth  lgbc__min_child_samples  lgbc__n_estimators  \\\n",
       "0              57.0                    336.0               188.0   \n",
       "1              48.0                    199.0               144.0   \n",
       "2              58.0                    195.0               101.0   \n",
       "3              94.0                     70.0               177.0   \n",
       "4              44.0                    321.0               186.0   \n",
       "5              43.0                     76.0               129.0   \n",
       "6              61.0                    118.0               180.0   \n",
       "7              79.0                    330.0                40.0   \n",
       "8              53.0                    409.0               138.0   \n",
       "9              83.0                    304.0               159.0   \n",
       "10              2.0                    494.0                79.0   \n",
       "11             29.0                     22.0                19.0   \n",
       "12             23.0                     20.0                17.0   \n",
       "13             21.0                    139.0                57.0   \n",
       "14             20.0                     22.0                31.0   \n",
       "15             31.0                     28.0                13.0   \n",
       "16              7.0                    216.0                67.0   \n",
       "17             30.0                    145.0                13.0   \n",
       "18             11.0                    390.0                97.0   \n",
       "19             33.0                    270.0                13.0   \n",
       "20             17.0                     20.0                38.0   \n",
       "21             16.0                    436.0                44.0   \n",
       "22             37.0                     88.0                80.0   \n",
       "23              3.0                    240.0                30.0   \n",
       "24             65.0                    168.0                55.0   \n",
       "25             12.0                     47.0                81.0   \n",
       "26             26.0                    109.0               115.0   \n",
       "27             40.0                    273.0                34.0   \n",
       "28             74.0                    378.0                55.0   \n",
       "29             15.0                    456.0                28.0   \n",
       "30             52.0                    164.0                68.0   \n",
       "31             35.0                     54.0                93.0   \n",
       "32             28.0                    203.0               112.0   \n",
       "33             46.0                    360.0                22.0   \n",
       "34              2.0                    106.0                46.0   \n",
       "35             98.0                    243.0               165.0   \n",
       "36             65.0                    290.0                73.0   \n",
       "37              7.0                    185.0               200.0   \n",
       "38             40.0                     57.0                52.0   \n",
       "39             57.0                    347.0                93.0   \n",
       "40             25.0                     89.0               118.0   \n",
       "41             49.0                    133.0               134.0   \n",
       "42             19.0                    215.0                39.0   \n",
       "43             91.0                    314.0               146.0   \n",
       "44             43.0                    453.0                22.0   \n",
       "45              9.0                     35.0                63.0   \n",
       "46             55.0                     70.0                86.0   \n",
       "47             16.0                    246.0               108.0   \n",
       "48             61.0                    155.0                10.0   \n",
       "49             22.0                    416.0                49.0   \n",
       "50              5.0                    187.0                24.0   \n",
       "51             31.0                    120.0                38.0   \n",
       "52             38.0                    499.0                62.0   \n",
       "53             71.0                     23.0                18.0   \n",
       "\n",
       "    lgbc__num_leaves  lgbc__reg_alpha  lgbc__subsample_for_bin  \\\n",
       "0              136.0         0.060675                 113091.0   \n",
       "1              125.0         0.449014                 140009.0   \n",
       "2                8.0         0.134891                  64763.0   \n",
       "3               24.0         0.029314                 104573.0   \n",
       "4               20.0         0.239385                 170501.0   \n",
       "5               35.0         0.277649                 102470.0   \n",
       "6               26.0         0.251131                  89910.0   \n",
       "7               50.0         0.215447                 294366.0   \n",
       "8                9.0         0.498929                  49648.0   \n",
       "9              103.0         0.776622                 111557.0   \n",
       "10              71.0         0.917254                 205294.0   \n",
       "11              65.0         0.709747                   9309.0   \n",
       "12              89.0         0.725320                   8128.0   \n",
       "13              64.0         0.701806                 233966.0   \n",
       "14             110.0         0.976109                   7138.0   \n",
       "15              50.0         0.607896                   3435.0   \n",
       "16              95.0         0.400601                  50842.0   \n",
       "17              85.0         0.837171                   8369.0   \n",
       "18              56.0         0.629549                 254024.0   \n",
       "19              80.0         0.606977                 157001.0   \n",
       "20             119.0         0.855117                  32671.0   \n",
       "21             150.0         0.863673                  43147.0   \n",
       "22             120.0         0.981838                  27033.0   \n",
       "23             132.0         0.807573                 179564.0   \n",
       "24             110.0         0.912661                  80247.0   \n",
       "25             142.0         0.718477                  27207.0   \n",
       "26              40.0         0.533462                 133736.0   \n",
       "27              73.0         0.998885                  76841.0   \n",
       "28              98.0         0.360441                 127387.0   \n",
       "29             138.0         0.666812                 268446.0   \n",
       "30             123.0         0.549804                  32946.0   \n",
       "31              60.0         0.768673                  62988.0   \n",
       "32             116.0         0.909664                 197662.0   \n",
       "33              85.0         0.858814                 152803.0   \n",
       "34             130.0         0.479515                  98082.0   \n",
       "35             145.0         0.130621                  73294.0   \n",
       "36              41.0         0.372209                  18963.0   \n",
       "37               5.0         0.556318                 121492.0   \n",
       "38             103.0         0.761977                  62407.0   \n",
       "39              66.0         0.445151                  94356.0   \n",
       "40              34.0         0.677165                 171564.0   \n",
       "41              90.0         0.314819                 112888.0   \n",
       "42              79.0         0.931990                 142312.0   \n",
       "43              13.0         0.813025                 206852.0   \n",
       "44             112.0         0.746528                  45101.0   \n",
       "45              21.0         0.632345                 236548.0   \n",
       "46              52.0         0.008197                 282348.0   \n",
       "47             103.0         0.182777                  16318.0   \n",
       "48              94.0         0.883956                  83933.0   \n",
       "49              70.0         0.821487                  56803.0   \n",
       "50              45.0         0.595030                  36920.0   \n",
       "51             130.0         0.677605                 189282.0   \n",
       "52              30.0         0.954634                 224092.0   \n",
       "53              13.0         0.796733                 108131.0   \n",
       "\n",
       "   tfidf__analyzer tfidf__lowercase  tfidf__max_features        time  \n",
       "0          char_wb            False               8674.0  100.813750  \n",
       "1             word             True               8671.0   88.801851  \n",
       "2          char_wb            False               6119.0   70.292360  \n",
       "3             char            False               7129.0  211.650013  \n",
       "4             char             True               6697.0   52.144802  \n",
       "5          char_wb            False               1162.0  134.611398  \n",
       "6             word             True               8417.0  232.096010  \n",
       "7             word            False               8611.0   16.815350  \n",
       "8             char            False               2333.0   53.689458  \n",
       "9             word            False               1343.0   67.574103  \n",
       "10            word             True               3901.0   12.701060  \n",
       "11            word             True               9969.0   95.590172  \n",
       "12            word             True               4168.0   86.633648  \n",
       "13            word             True               9826.0   57.085410  \n",
       "14            word             True              10000.0  140.348936  \n",
       "15            char             True               4737.0   22.469942  \n",
       "16         char_wb             True               2805.0   47.610530  \n",
       "17            word             True               4709.0   15.452402  \n",
       "18            word             True               3569.0   23.341674  \n",
       "19            word             True               5817.0   11.301741  \n",
       "20            word             True               7020.0  169.468241  \n",
       "21            word             True               7840.0   13.371070  \n",
       "22            word             True               9597.0  102.867842  \n",
       "23            word             True               7405.0   13.592184  \n",
       "24            word             True               9163.0   41.814191  \n",
       "25         char_wb             True               5872.0   96.040296  \n",
       "26            char             True               7875.0   92.230443  \n",
       "27            word             True               6570.0   16.149572  \n",
       "28         char_wb             True               9268.0   36.800732  \n",
       "29            word             True               5219.0   10.587640  \n",
       "30            word            False               8069.0   60.583278  \n",
       "31         char_wb             True               9281.0   91.534036  \n",
       "32            char            False               7342.0   73.867878  \n",
       "33            word             True               6735.0   11.718826  \n",
       "34            char             True               8815.0   16.432560  \n",
       "35         char_wb            False               5372.0   89.472465  \n",
       "36            word             True               8195.0   27.551940  \n",
       "37            word            False               9988.0   89.133180  \n",
       "38            char             True               6305.0   46.453454  \n",
       "39            word            False               1923.0   30.447459  \n",
       "40         char_wb             True               6859.0  103.102572  \n",
       "41            word             True               8805.0  134.780889  \n",
       "42            word            False               3155.0   29.205181  \n",
       "43            char             True               7684.0   45.857118  \n",
       "44            word             True               8540.0    9.619632  \n",
       "45         char_wb             True               7092.0   65.444569  \n",
       "46            word            False               4348.0  251.149394  \n",
       "47            word             True               5195.0   49.906651  \n",
       "48            char             True                690.0   13.555829  \n",
       "49            word             True               9614.0   15.393606  \n",
       "50            word            False               6038.0   19.164055  \n",
       "51            word             True               1675.0   42.810344  \n",
       "52         char_wb             True               5558.0   36.669264  \n",
       "53            word             True               3515.0   52.511400  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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