model_dev_nbs/exp-03-training-02.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "id": "2863a40b-04dd-44cf-81f5-c30ec54f7cb2",
            "metadata": {},
            "source": [
                "## Training\n",
                "\n",
                "Use lightgbm model only. Play with different data preprocesses of pycaret"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "073f8da1-5c7d-46b7-962c-74e7b3df5d22",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "/c/TungGpu/ml-it/code/sagemaker-r2\n"
                    ]
                }
            ],
            "source": [
                "import os\n",
                "os.chdir(\"..\")\n",
                "!pwd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "29f87297-86a3-4387-9050-393b6404977a",
            "metadata": {},
            "outputs": [],
            "source": [
                "from pathlib import Path\n",
                "import numpy as np\n",
                "import pandas as pd\n",
                "from collections import Counter\n",
                "from pycaret.classification import *\n",
                "from sklearn.model_selection import train_test_split\n",
                "from sklearn.metrics import classification_report\n",
                "from imblearn.combine import SMOTETomek, SMOTEENN"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "493fb4e8-7505-417a-9014-f598f875a0af",
            "metadata": {},
            "source": [
                "## Load data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "d0a0e81f-ebf5-4b0f-be0a-a8849c02877e",
            "metadata": {},
            "outputs": [],
            "source": [
                "DATA_DIR = Path(\"./data\")\n",
                "TMP_DIR = Path(\"./tmp\")\n",
                "DATA_CSV = DATA_DIR / \"full/train.csv\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "edb243a6-cc17-4f3b-b8e3-719c1f008a24",
            "metadata": {},
            "outputs": [
                {
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                            "      <th>129</th>\n",
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                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
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                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>0.899922</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>1.022</td>\n",
                            "      <td>-0.304</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>12.06400</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>462.092</td>\n",
                            "      <td>-0.732</td>\n",
                            "      <td>1.14251</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.003423</td>\n",
                            "      <td>-0.262</td>\n",
                            "      <td>33831</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-0.109</td>\n",
                            "      <td>0.694307</td>\n",
                            "      <td>0.997923</td>\n",
                            "      <td>88.184721</td>\n",
                            "      <td>74.7715</td>\n",
                            "      <td>0.787</td>\n",
                            "      <td>21</td>\n",
                            "      <td>-0.005000</td>\n",
                            "      <td>-0.00457</td>\n",
                            "      <td>0.801131</td>\n",
                            "      <td>-0.143</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.117</td>\n",
                            "      <td>0.003361</td>\n",
                            "      <td>0.66388</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>3170.06</td>\n",
                            "      <td>-0.784</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.686</td>\n",
                            "      <td>-0.435</td>\n",
                            "      <td>-3.350108</td>\n",
                            "      <td>0.889</td>\n",
                            "      <td>96.3255</td>\n",
                            "      <td>-0.564</td>\n",
                            "      <td>-0.469</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.133</td>\n",
                            "      <td>-21.4902</td>\n",
                            "      <td>106.7920</td>\n",
                            "      <td>1.49544</td>\n",
                            "      <td>704.956</td>\n",
                            "      <td>0.351</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.098</td>\n",
                            "      <td>0.178543</td>\n",
                            "      <td>9.62</td>\n",
                            "      <td>515.012</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>5490.13</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>105.2190</td>\n",
                            "      <td>0.995525</td>\n",
                            "      <td>-0.00204</td>\n",
                            "      <td>-1.604</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.005325</td>\n",
                            "      <td>67226.0</td>\n",
                            "      <td>0.00372</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>3.42085</td>\n",
                            "      <td>0.001932</td>\n",
                            "      <td>0.181023</td>\n",
                            "      <td>1.968</td>\n",
                            "      <td>-212.318</td>\n",
                            "      <td>0.00397</td>\n",
                            "      <td>0.500892</td>\n",
                            "      <td>-0.00280</td>\n",
                            "      <td>0.00466</td>\n",
                            "      <td>-1.904041</td>\n",
                            "      <td>5190.98</td>\n",
                            "      <td>0.001948</td>\n",
                            "      <td>-0.426</td>\n",
                            "      <td>-0.10300</td>\n",
                            "      <td>1.19102</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>0.927649</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>21.4711</td>\n",
                            "      <td>0.00368</td>\n",
                            "      <td>0.004564</td>\n",
                            "      <td>3138.67</td>\n",
                            "      <td>0.01959</td>\n",
                            "      <td>21</td>\n",
                            "      <td>0.482589</td>\n",
                            "      <td>-0.307</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>3.09698</td>\n",
                            "      <td>-0.360732</td>\n",
                            "      <td>0.005135</td>\n",
                            "      <td>0.179927</td>\n",
                            "      <td>1.49193</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>3.10686</td>\n",
                            "      <td>-0.00579</td>\n",
                            "      <td>-0.18553</td>\n",
                            "      <td>-0.122263</td>\n",
                            "      <td>-0.12373</td>\n",
                            "      <td>189.092</td>\n",
                            "      <td>2052.68</td>\n",
                            "      <td>-0.548</td>\n",
                            "      <td>3.49045</td>\n",
                            "      <td>-232.8</td>\n",
                            "      <td>6</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>0.01107</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>1.16655</td>\n",
                            "      <td>21.4029</td>\n",
                            "      <td>1.08095</td>\n",
                            "      <td>0.010073</td>\n",
                            "      <td>1.837</td>\n",
                            "      <td>0.255</td>\n",
                            "      <td>0.385121</td>\n",
                            "      <td>6913.68</td>\n",
                            "      <td>1.19125</td>\n",
                            "      <td>1132</td>\n",
                            "      <td>1.09259</td>\n",
                            "      <td>0.204294</td>\n",
                            "      <td>0.001265</td>\n",
                            "      <td>-1.148</td>\n",
                            "      <td>0.070</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08133</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>-0.008000</td>\n",
                            "      <td>-0.458764</td>\n",
                            "      <td>0.481826</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>66676.1</td>\n",
                            "      <td>-0.658</td>\n",
                            "      <td>764.3</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>0.060303</td>\n",
                            "      <td>13.383</td>\n",
                            "      <td>0.819909</td>\n",
                            "      <td>-0.18291</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>0.060684</td>\n",
                            "      <td>17.1094</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>1.050575</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>1.526</td>\n",
                            "      <td>9.92919</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>466.645</td>\n",
                            "      <td>-0.715</td>\n",
                            "      <td>1.80633</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.004003</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>13436</td>\n",
                            "      <td>-0.284</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>1.816916</td>\n",
                            "      <td>1.001320</td>\n",
                            "      <td>133.148294</td>\n",
                            "      <td>73.0013</td>\n",
                            "      <td>0.223</td>\n",
                            "      <td>82</td>\n",
                            "      <td>0.000652</td>\n",
                            "      <td>-0.01296</td>\n",
                            "      <td>0.801101</td>\n",
                            "      <td>-0.090</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0.004248</td>\n",
                            "      <td>0.64013</td>\n",
                            "      <td>-0.560</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>3799.00</td>\n",
                            "      <td>-0.840</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>-0.846</td>\n",
                            "      <td>-0.335</td>\n",
                            "      <td>0.009949</td>\n",
                            "      <td>0.211</td>\n",
                            "      <td>93.2053</td>\n",
                            "      <td>-0.445</td>\n",
                            "      <td>-0.481</td>\n",
                            "      <td>-0.354</td>\n",
                            "      <td>-0.105</td>\n",
                            "      <td>-18.5995</td>\n",
                            "      <td>73.7407</td>\n",
                            "      <td>1.49699</td>\n",
                            "      <td>966.937</td>\n",
                            "      <td>-0.623</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>-0.110</td>\n",
                            "      <td>0.180113</td>\n",
                            "      <td>4.34</td>\n",
                            "      <td>482.997</td>\n",
                            "      <td>3.234</td>\n",
                            "      <td>6243.08</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>73.1009</td>\n",
                            "      <td>0.994811</td>\n",
                            "      <td>-0.00224</td>\n",
                            "      <td>0.552</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.004956</td>\n",
                            "      <td>67841.0</td>\n",
                            "      <td>0.00771</td>\n",
                            "      <td>0.170</td>\n",
                            "      <td>3.48121</td>\n",
                            "      <td>-0.003156</td>\n",
                            "      <td>0.181066</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>-171.503</td>\n",
                            "      <td>0.00505</td>\n",
                            "      <td>0.225318</td>\n",
                            "      <td>-0.00148</td>\n",
                            "      <td>-0.00308</td>\n",
                            "      <td>2.465348</td>\n",
                            "      <td>5759.22</td>\n",
                            "      <td>-0.009400</td>\n",
                            "      <td>-0.258</td>\n",
                            "      <td>-0.11513</td>\n",
                            "      <td>1.18592</td>\n",
                            "      <td>-0.507</td>\n",
                            "      <td>1.828688</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>21.3636</td>\n",
                            "      <td>-0.00712</td>\n",
                            "      <td>0.000381</td>\n",
                            "      <td>3536.88</td>\n",
                            "      <td>-0.00634</td>\n",
                            "      <td>82</td>\n",
                            "      <td>0.482602</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12232</td>\n",
                            "      <td>3.09066</td>\n",
                            "      <td>-0.080839</td>\n",
                            "      <td>-0.002860</td>\n",
                            "      <td>0.200937</td>\n",
                            "      <td>1.50898</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>3.10072</td>\n",
                            "      <td>0.00746</td>\n",
                            "      <td>-0.18674</td>\n",
                            "      <td>-0.125014</td>\n",
                            "      <td>-0.12270</td>\n",
                            "      <td>216.287</td>\n",
                            "      <td>2349.23</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>3.49726</td>\n",
                            "      <td>11.5</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>-0.00694</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>1.15355</td>\n",
                            "      <td>21.3422</td>\n",
                            "      <td>1.08186</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.169</td>\n",
                            "      <td>-1.168</td>\n",
                            "      <td>-0.128346</td>\n",
                            "      <td>6995.61</td>\n",
                            "      <td>1.21638</td>\n",
                            "      <td>3264</td>\n",
                            "      <td>1.09616</td>\n",
                            "      <td>0.200889</td>\n",
                            "      <td>0.002094</td>\n",
                            "      <td>0.733</td>\n",
                            "      <td>0.216</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08129</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-0.004825</td>\n",
                            "      <td>0.154446</td>\n",
                            "      <td>0.482792</td>\n",
                            "      <td>-0.347</td>\n",
                            "      <td>66715.4</td>\n",
                            "      <td>-0.839</td>\n",
                            "      <td>532.5</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.044870</td>\n",
                            "      <td>14.887</td>\n",
                            "      <td>1.642613</td>\n",
                            "      <td>-0.19030</td>\n",
                            "      <td>-0.12308</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-1.206626</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-0.289</td>\n",
                            "      <td>1.099</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>11.07720</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>419.784</td>\n",
                            "      <td>0.456</td>\n",
                            "      <td>1.19857</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.005529</td>\n",
                            "      <td>-0.316</td>\n",
                            "      <td>26894</td>\n",
                            "      <td>-0.148</td>\n",
                            "      <td>-0.101</td>\n",
                            "      <td>-0.514663</td>\n",
                            "      <td>0.997676</td>\n",
                            "      <td>127.044605</td>\n",
                            "      <td>74.6132</td>\n",
                            "      <td>0.901</td>\n",
                            "      <td>73</td>\n",
                            "      <td>-0.002503</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.795001</td>\n",
                            "      <td>-0.188</td>\n",
                            "      <td>-0.093</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>-0.150</td>\n",
                            "      <td>0.004253</td>\n",
                            "      <td>0.67838</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>-0.082</td>\n",
                            "      <td>3061.70</td>\n",
                            "      <td>0.291</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>-0.204</td>\n",
                            "      <td>-0.488</td>\n",
                            "      <td>-2.275190</td>\n",
                            "      <td>0.801</td>\n",
                            "      <td>95.0316</td>\n",
                            "      <td>1.272</td>\n",
                            "      <td>2.453</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>-0.184</td>\n",
                            "      <td>-17.8527</td>\n",
                            "      <td>93.0292</td>\n",
                            "      <td>1.50489</td>\n",
                            "      <td>683.744</td>\n",
                            "      <td>0.031</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>-0.078</td>\n",
                            "      <td>0.179013</td>\n",
                            "      <td>-74.76</td>\n",
                            "      <td>448.331</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>5367.35</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>91.8613</td>\n",
                            "      <td>0.996249</td>\n",
                            "      <td>-0.00391</td>\n",
                            "      <td>0.641</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>66807.2</td>\n",
                            "      <td>0.00773</td>\n",
                            "      <td>0.375</td>\n",
                            "      <td>3.47297</td>\n",
                            "      <td>-0.000141</td>\n",
                            "      <td>0.180348</td>\n",
                            "      <td>-0.391</td>\n",
                            "      <td>-164.190</td>\n",
                            "      <td>-0.00670</td>\n",
                            "      <td>-2.152940</td>\n",
                            "      <td>-0.00391</td>\n",
                            "      <td>-0.00756</td>\n",
                            "      <td>-3.097850</td>\n",
                            "      <td>5160.00</td>\n",
                            "      <td>-0.009642</td>\n",
                            "      <td>-0.387</td>\n",
                            "      <td>-0.10152</td>\n",
                            "      <td>1.20644</td>\n",
                            "      <td>0.965</td>\n",
                            "      <td>0.050663</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>21.5870</td>\n",
                            "      <td>0.00353</td>\n",
                            "      <td>0.005148</td>\n",
                            "      <td>2942.89</td>\n",
                            "      <td>-0.02731</td>\n",
                            "      <td>73</td>\n",
                            "      <td>0.480137</td>\n",
                            "      <td>-0.379</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>3.10466</td>\n",
                            "      <td>-0.686895</td>\n",
                            "      <td>0.008008</td>\n",
                            "      <td>0.194851</td>\n",
                            "      <td>1.49082</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>3.08993</td>\n",
                            "      <td>0.00883</td>\n",
                            "      <td>-0.18328</td>\n",
                            "      <td>-0.122755</td>\n",
                            "      <td>-0.12451</td>\n",
                            "      <td>184.724</td>\n",
                            "      <td>2031.26</td>\n",
                            "      <td>1.580</td>\n",
                            "      <td>3.45300</td>\n",
                            "      <td>-110.0</td>\n",
                            "      <td>3</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.00227</td>\n",
                            "      <td>-0.154</td>\n",
                            "      <td>1.16579</td>\n",
                            "      <td>21.5364</td>\n",
                            "      <td>1.08200</td>\n",
                            "      <td>-0.006764</td>\n",
                            "      <td>-0.190</td>\n",
                            "      <td>-0.483</td>\n",
                            "      <td>0.068413</td>\n",
                            "      <td>6634.91</td>\n",
                            "      <td>1.18248</td>\n",
                            "      <td>2654</td>\n",
                            "      <td>1.09632</td>\n",
                            "      <td>0.197141</td>\n",
                            "      <td>-0.002956</td>\n",
                            "      <td>0.478</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08181</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.012258</td>\n",
                            "      <td>-0.446567</td>\n",
                            "      <td>0.480328</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>66147.2</td>\n",
                            "      <td>1.090</td>\n",
                            "      <td>651.4</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>0.054069</td>\n",
                            "      <td>-2.932</td>\n",
                            "      <td>0.464588</td>\n",
                            "      <td>-0.18631</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-1.082795</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>1.748</td>\n",
                            "      <td>2.167</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.39798</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>433.346</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>1.12691</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.003243</td>\n",
                            "      <td>2.636</td>\n",
                            "      <td>30432</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>-0.259868</td>\n",
                            "      <td>0.999953</td>\n",
                            "      <td>132.809932</td>\n",
                            "      <td>72.9269</td>\n",
                            "      <td>-0.336</td>\n",
                            "      <td>1721</td>\n",
                            "      <td>0.000661</td>\n",
                            "      <td>-0.01756</td>\n",
                            "      <td>0.796300</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>0.003747</td>\n",
                            "      <td>0.67017</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.127</td>\n",
                            "      <td>2983.06</td>\n",
                            "      <td>1.041</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>0.839</td>\n",
                            "      <td>-0.241</td>\n",
                            "      <td>-0.805658</td>\n",
                            "      <td>0.619</td>\n",
                            "      <td>93.1631</td>\n",
                            "      <td>2.569</td>\n",
                            "      <td>-0.366</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-14.3443</td>\n",
                            "      <td>128.6130</td>\n",
                            "      <td>1.50516</td>\n",
                            "      <td>617.283</td>\n",
                            "      <td>0.515</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>0.179094</td>\n",
                            "      <td>-37.60</td>\n",
                            "      <td>461.617</td>\n",
                            "      <td>3.526</td>\n",
                            "      <td>4797.39</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>126.9210</td>\n",
                            "      <td>0.995464</td>\n",
                            "      <td>-0.00236</td>\n",
                            "      <td>-0.397</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003434</td>\n",
                            "      <td>65925.8</td>\n",
                            "      <td>0.00295</td>\n",
                            "      <td>-0.923</td>\n",
                            "      <td>3.43462</td>\n",
                            "      <td>0.009728</td>\n",
                            "      <td>0.181576</td>\n",
                            "      <td>1.839</td>\n",
                            "      <td>-175.345</td>\n",
                            "      <td>-0.00290</td>\n",
                            "      <td>-1.451042</td>\n",
                            "      <td>-0.00275</td>\n",
                            "      <td>0.00920</td>\n",
                            "      <td>-1.072605</td>\n",
                            "      <td>4599.07</td>\n",
                            "      <td>0.000329</td>\n",
                            "      <td>-0.391</td>\n",
                            "      <td>-0.05650</td>\n",
                            "      <td>1.20849</td>\n",
                            "      <td>-1.183</td>\n",
                            "      <td>0.147243</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>22.5239</td>\n",
                            "      <td>0.02510</td>\n",
                            "      <td>-0.002861</td>\n",
                            "      <td>2847.29</td>\n",
                            "      <td>-0.03261</td>\n",
                            "      <td>1723</td>\n",
                            "      <td>0.479202</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>3</td>\n",
                            "      <td>-0.11233</td>\n",
                            "      <td>3.09738</td>\n",
                            "      <td>-0.438867</td>\n",
                            "      <td>0.002098</td>\n",
                            "      <td>0.223845</td>\n",
                            "      <td>1.49833</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>3.10349</td>\n",
                            "      <td>0.00666</td>\n",
                            "      <td>-0.18907</td>\n",
                            "      <td>-0.113889</td>\n",
                            "      <td>-0.11424</td>\n",
                            "      <td>196.399</td>\n",
                            "      <td>1707.59</td>\n",
                            "      <td>-0.508</td>\n",
                            "      <td>3.44005</td>\n",
                            "      <td>-42.7</td>\n",
                            "      <td>9</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>0.00418</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>1.15095</td>\n",
                            "      <td>22.5014</td>\n",
                            "      <td>1.08171</td>\n",
                            "      <td>0.002874</td>\n",
                            "      <td>-0.222</td>\n",
                            "      <td>-1.038</td>\n",
                            "      <td>0.286881</td>\n",
                            "      <td>6774.38</td>\n",
                            "      <td>1.21606</td>\n",
                            "      <td>2266</td>\n",
                            "      <td>1.09603</td>\n",
                            "      <td>0.202958</td>\n",
                            "      <td>0.003511</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>0.148</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>1.08171</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.010193</td>\n",
                            "      <td>-0.499657</td>\n",
                            "      <td>0.479774</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>65523.0</td>\n",
                            "      <td>0.252</td>\n",
                            "      <td>603.4</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.043571</td>\n",
                            "      <td>-44.990</td>\n",
                            "      <td>0.335563</td>\n",
                            "      <td>-0.19257</td>\n",
                            "      <td>-0.11309</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.891784</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>1.757</td>\n",
                            "      <td>-0.782</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>9.42913</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>429.280</td>\n",
                            "      <td>0.327</td>\n",
                            "      <td>1.83109</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.002859</td>\n",
                            "      <td>-0.274</td>\n",
                            "      <td>14123</td>\n",
                            "      <td>-0.553</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>0.580773</td>\n",
                            "      <td>1.002190</td>\n",
                            "      <td>105.713099</td>\n",
                            "      <td>73.3881</td>\n",
                            "      <td>-0.358</td>\n",
                            "      <td>1713</td>\n",
                            "      <td>0.000866</td>\n",
                            "      <td>-0.00457</td>\n",
                            "      <td>0.800016</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>-0.232</td>\n",
                            "      <td>-0.115</td>\n",
                            "      <td>0.003140</td>\n",
                            "      <td>0.66026</td>\n",
                            "      <td>0.445</td>\n",
                            "      <td>-0.053</td>\n",
                            "      <td>3733.12</td>\n",
                            "      <td>1.159</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.609</td>\n",
                            "      <td>-0.321</td>\n",
                            "      <td>0.829561</td>\n",
                            "      <td>0.180</td>\n",
                            "      <td>94.1655</td>\n",
                            "      <td>-0.450</td>\n",
                            "      <td>-0.459</td>\n",
                            "      <td>-0.341</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-16.1362</td>\n",
                            "      <td>74.8545</td>\n",
                            "      <td>1.50625</td>\n",
                            "      <td>921.871</td>\n",
                            "      <td>0.729</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>0.179362</td>\n",
                            "      <td>12.46</td>\n",
                            "      <td>436.864</td>\n",
                            "      <td>-0.577</td>\n",
                            "      <td>5436.82</td>\n",
                            "      <td>-0.019</td>\n",
                            "      <td>74.1023</td>\n",
                            "      <td>0.997000</td>\n",
                            "      <td>-0.00211</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.002287</td>\n",
                            "      <td>68158.3</td>\n",
                            "      <td>-0.00097</td>\n",
                            "      <td>0.406</td>\n",
                            "      <td>3.47381</td>\n",
                            "      <td>-0.004810</td>\n",
                            "      <td>0.180506</td>\n",
                            "      <td>1.544</td>\n",
                            "      <td>-161.681</td>\n",
                            "      <td>-0.00971</td>\n",
                            "      <td>0.360526</td>\n",
                            "      <td>-0.00211</td>\n",
                            "      <td>-0.00029</td>\n",
                            "      <td>1.625398</td>\n",
                            "      <td>5189.14</td>\n",
                            "      <td>-0.007340</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>-0.05490</td>\n",
                            "      <td>1.21613</td>\n",
                            "      <td>-0.398</td>\n",
                            "      <td>-0.652605</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>21.3191</td>\n",
                            "      <td>-0.02984</td>\n",
                            "      <td>0.005528</td>\n",
                            "      <td>3327.61</td>\n",
                            "      <td>0.00579</td>\n",
                            "      <td>1714</td>\n",
                            "      <td>0.481111</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>1517</td>\n",
                            "      <td>-0.12105</td>\n",
                            "      <td>3.10124</td>\n",
                            "      <td>-0.549669</td>\n",
                            "      <td>0.002478</td>\n",
                            "      <td>0.197845</td>\n",
                            "      <td>1.49952</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>3.10628</td>\n",
                            "      <td>-0.00885</td>\n",
                            "      <td>-0.18129</td>\n",
                            "      <td>-0.119713</td>\n",
                            "      <td>-0.12296</td>\n",
                            "      <td>170.776</td>\n",
                            "      <td>2144.80</td>\n",
                            "      <td>-0.363</td>\n",
                            "      <td>3.47540</td>\n",
                            "      <td>59.5</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>-0.050</td>\n",
                            "      <td>0.00576</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.15370</td>\n",
                            "      <td>21.2783</td>\n",
                            "      <td>1.08137</td>\n",
                            "      <td>-0.005627</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.216165</td>\n",
                            "      <td>6536.81</td>\n",
                            "      <td>1.19325</td>\n",
                            "      <td>2322</td>\n",
                            "      <td>1.09643</td>\n",
                            "      <td>0.197662</td>\n",
                            "      <td>0.000347</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>0.665</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>1.08194</td>\n",
                            "      <td>-0.076</td>\n",
                            "      <td>0.004825</td>\n",
                            "      <td>-0.697821</td>\n",
                            "      <td>0.480349</td>\n",
                            "      <td>1.201</td>\n",
                            "      <td>67229.6</td>\n",
                            "      <td>1.246</td>\n",
                            "      <td>417.4</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>0.041588</td>\n",
                            "      <td>-12.205</td>\n",
                            "      <td>-0.728111</td>\n",
                            "      <td>-0.18187</td>\n",
                            "      <td>-0.12143</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.39763</td>\n",
                            "      <td>6</td>\n",
                            "      <td>-0.001525</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>15126</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>0.084511</td>\n",
                            "      <td>0.999083</td>\n",
                            "      <td>117.101035</td>\n",
                            "      <td>73.8240</td>\n",
                            "      <td>-0.378</td>\n",
                            "      <td>32</td>\n",
                            "      <td>0.001441</td>\n",
                            "      <td>-0.00153</td>\n",
                            "      <td>0.796688</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003374</td>\n",
                            "      <td>0.63833</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3226.57</td>\n",
                            "      <td>-0.777</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-1.058</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>0.127392</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>93.4722</td>\n",
                            "      <td>0.154</td>\n",
                            "      <td>0.379</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-17.5336</td>\n",
                            "      <td>111.8030</td>\n",
                            "      <td>1.49914</td>\n",
                            "      <td>780.525</td>\n",
                            "      <td>0.065</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.181298</td>\n",
                            "      <td>6.62</td>\n",
                            "      <td>480.886</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5624.81</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>110.7500</td>\n",
                            "      <td>0.994957</td>\n",
                            "      <td>-0.00213</td>\n",
                            "      <td>-0.752</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.001906</td>\n",
                            "      <td>66946.5</td>\n",
                            "      <td>-0.01244</td>\n",
                            "      <td>-0.489</td>\n",
                            "      <td>3.43432</td>\n",
                            "      <td>0.005646</td>\n",
                            "      <td>0.179772</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-191.514</td>\n",
                            "      <td>-0.01080</td>\n",
                            "      <td>0.248241</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>-0.00421</td>\n",
                            "      <td>2.203349</td>\n",
                            "      <td>5398.90</td>\n",
                            "      <td>-0.009080</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.10911</td>\n",
                            "      <td>1.20919</td>\n",
                            "      <td>0.579</td>\n",
                            "      <td>-0.477618</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>21.5128</td>\n",
                            "      <td>0.01209</td>\n",
                            "      <td>0.012200</td>\n",
                            "      <td>3095.54</td>\n",
                            "      <td>0.01841</td>\n",
                            "      <td>32</td>\n",
                            "      <td>0.480028</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>3.10665</td>\n",
                            "      <td>0.746528</td>\n",
                            "      <td>0.011056</td>\n",
                            "      <td>0.170854</td>\n",
                            "      <td>1.50907</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.10740</td>\n",
                            "      <td>0.00665</td>\n",
                            "      <td>-0.18945</td>\n",
                            "      <td>-0.116945</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>199.977</td>\n",
                            "      <td>2134.53</td>\n",
                            "      <td>-0.350</td>\n",
                            "      <td>3.45012</td>\n",
                            "      <td>52.7</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>-0.00869</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.15338</td>\n",
                            "      <td>21.5182</td>\n",
                            "      <td>1.08206</td>\n",
                            "      <td>0.004743</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.373</td>\n",
                            "      <td>-0.586998</td>\n",
                            "      <td>6919.99</td>\n",
                            "      <td>1.21581</td>\n",
                            "      <td>1615</td>\n",
                            "      <td>1.09637</td>\n",
                            "      <td>0.202472</td>\n",
                            "      <td>-0.002436</td>\n",
                            "      <td>0.163</td>\n",
                            "      <td>0.875</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08187</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.011429</td>\n",
                            "      <td>-0.106543</td>\n",
                            "      <td>0.479455</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66663.3</td>\n",
                            "      <td>-1.309</td>\n",
                            "      <td>375.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.25321</td>\n",
                            "      <td>10</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>16643</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>-0.815511</td>\n",
                            "      <td>0.997952</td>\n",
                            "      <td>108.339023</td>\n",
                            "      <td>75.3500</td>\n",
                            "      <td>2.112</td>\n",
                            "      <td>33</td>\n",
                            "      <td>0.001060</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.796688</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003167</td>\n",
                            "      <td>0.64381</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3198.51</td>\n",
                            "      <td>0.377</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>1.006</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>1.817235</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>95.5706</td>\n",
                            "      <td>-0.558</td>\n",
                            "      <td>0.660</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-19.1495</td>\n",
                            "      <td>88.1768</td>\n",
                            "      <td>1.49342</td>\n",
                            "      <td>759.633</td>\n",
                            "      <td>0.303</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.179009</td>\n",
                            "      <td>8.85</td>\n",
                            "      <td>482.348</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5578.23</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>87.2787</td>\n",
                            "      <td>0.996041</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>-0.619</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.009912</td>\n",
                            "      <td>67036.5</td>\n",
                            "      <td>0.00206</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>3.48047</td>\n",
                            "      <td>-0.003715</td>\n",
                            "      <td>0.179390</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-194.333</td>\n",
                            "      <td>0.01017</td>\n",
                            "      <td>0.304896</td>\n",
                            "      <td>-0.00213</td>\n",
                            "      <td>0.00685</td>\n",
                            "      <td>2.264019</td>\n",
                            "      <td>5478.00</td>\n",
                            "      <td>0.000936</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.06028</td>\n",
                            "      <td>1.21796</td>\n",
                            "      <td>-0.670</td>\n",
                            "      <td>-0.660399</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>21.1762</td>\n",
                            "      <td>-0.01367</td>\n",
                            "      <td>0.007053</td>\n",
                            "      <td>2964.17</td>\n",
                            "      <td>0.03100</td>\n",
                            "      <td>33</td>\n",
                            "      <td>0.478501</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>3.11064</td>\n",
                            "      <td>0.679640</td>\n",
                            "      <td>0.004765</td>\n",
                            "      <td>0.175130</td>\n",
                            "      <td>1.49267</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.09137</td>\n",
                            "      <td>0.00016</td>\n",
                            "      <td>-0.18068</td>\n",
                            "      <td>-0.118185</td>\n",
                            "      <td>-0.11811</td>\n",
                            "      <td>199.198</td>\n",
                            "      <td>2137.44</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.43281</td>\n",
                            "      <td>160.0</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>0.00962</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.16368</td>\n",
                            "      <td>21.1883</td>\n",
                            "      <td>1.08092</td>\n",
                            "      <td>0.010083</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>-0.478541</td>\n",
                            "      <td>6885.70</td>\n",
                            "      <td>1.21543</td>\n",
                            "      <td>1727</td>\n",
                            "      <td>1.09618</td>\n",
                            "      <td>0.200946</td>\n",
                            "      <td>0.000996</td>\n",
                            "      <td>0.057</td>\n",
                            "      <td>1.725</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08092</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.008889</td>\n",
                            "      <td>-0.171057</td>\n",
                            "      <td>0.481554</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66767.5</td>\n",
                            "      <td>0.175</td>\n",
                            "      <td>389.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.57446</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.012787</td>\n",
                            "      <td>4.764</td>\n",
                            "      <td>12665</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>-0.675335</td>\n",
                            "      <td>0.999931</td>\n",
                            "      <td>136.123690</td>\n",
                            "      <td>72.2698</td>\n",
                            "      <td>3.294</td>\n",
                            "      <td>207</td>\n",
                            "      <td>0.004128</td>\n",
                            "      <td>-0.00610</td>\n",
                            "      <td>0.803163</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003345</td>\n",
                            "      <td>0.66484</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3191.70</td>\n",
                            "      <td>0.377</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-1.058</td>\n",
                            "      <td>4.664</td>\n",
                            "      <td>-1.241177</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>91.7197</td>\n",
                            "      <td>5.624</td>\n",
                            "      <td>5.349</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-15.8402</td>\n",
                            "      <td>74.6168</td>\n",
                            "      <td>1.50145</td>\n",
                            "      <td>783.495</td>\n",
                            "      <td>-3.094</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.180766</td>\n",
                            "      <td>5.85</td>\n",
                            "      <td>446.711</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5577.45</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>73.9074</td>\n",
                            "      <td>0.996085</td>\n",
                            "      <td>-0.00108</td>\n",
                            "      <td>2.502</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.006680</td>\n",
                            "      <td>66893.5</td>\n",
                            "      <td>0.00712</td>\n",
                            "      <td>-1.933</td>\n",
                            "      <td>3.47899</td>\n",
                            "      <td>-0.009224</td>\n",
                            "      <td>0.179241</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-153.705</td>\n",
                            "      <td>0.00167</td>\n",
                            "      <td>0.228678</td>\n",
                            "      <td>-0.00070</td>\n",
                            "      <td>0.00908</td>\n",
                            "      <td>0.559265</td>\n",
                            "      <td>5443.66</td>\n",
                            "      <td>0.011717</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.09992</td>\n",
                            "      <td>1.22076</td>\n",
                            "      <td>2.784</td>\n",
                            "      <td>-1.759945</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>20.8616</td>\n",
                            "      <td>0.00298</td>\n",
                            "      <td>0.005344</td>\n",
                            "      <td>3005.72</td>\n",
                            "      <td>0.01632</td>\n",
                            "      <td>215</td>\n",
                            "      <td>0.479952</td>\n",
                            "      <td>5.339</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>3.10658</td>\n",
                            "      <td>-0.288676</td>\n",
                            "      <td>0.005534</td>\n",
                            "      <td>0.188401</td>\n",
                            "      <td>1.51108</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.10968</td>\n",
                            "      <td>0.00185</td>\n",
                            "      <td>-0.18681</td>\n",
                            "      <td>-0.117612</td>\n",
                            "      <td>-0.11626</td>\n",
                            "      <td>178.198</td>\n",
                            "      <td>2088.55</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.46844</td>\n",
                            "      <td>-34.2</td>\n",
                            "      <td>13</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>0.00339</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.14995</td>\n",
                            "      <td>20.8616</td>\n",
                            "      <td>1.08214</td>\n",
                            "      <td>-0.007732</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>-0.381139</td>\n",
                            "      <td>6587.38</td>\n",
                            "      <td>1.21345</td>\n",
                            "      <td>5156</td>\n",
                            "      <td>1.09682</td>\n",
                            "      <td>0.203076</td>\n",
                            "      <td>-0.004651</td>\n",
                            "      <td>1.785</td>\n",
                            "      <td>-0.092</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08233</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.474227</td>\n",
                            "      <td>0.478998</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66523.3</td>\n",
                            "      <td>-1.309</td>\n",
                            "      <td>625.4</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>1.376</td>\n",
                            "      <td>1.60250</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.001524</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>20815</td>\n",
                            "      <td>-0.100</td>\n",
                            "      <td>3.465</td>\n",
                            "      <td>-0.480152</td>\n",
                            "      <td>0.998078</td>\n",
                            "      <td>129.487356</td>\n",
                            "      <td>73.1919</td>\n",
                            "      <td>-0.470</td>\n",
                            "      <td>2273</td>\n",
                            "      <td>0.003730</td>\n",
                            "      <td>-0.00229</td>\n",
                            "      <td>0.799149</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>2.007</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.101</td>\n",
                            "      <td>0.003585</td>\n",
                            "      <td>0.64579</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>3206.81</td>\n",
                            "      <td>-0.826</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.421</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-3.754115</td>\n",
                            "      <td>-1.085</td>\n",
                            "      <td>93.0147</td>\n",
                            "      <td>1.551</td>\n",
                            "      <td>2.269</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.164</td>\n",
                            "      <td>-16.1657</td>\n",
                            "      <td>97.6933</td>\n",
                            "      <td>1.50986</td>\n",
                            "      <td>835.150</td>\n",
                            "      <td>-0.568</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>-0.114</td>\n",
                            "      <td>0.181021</td>\n",
                            "      <td>5.02</td>\n",
                            "      <td>462.632</td>\n",
                            "      <td>-0.360</td>\n",
                            "      <td>5443.49</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>95.6647</td>\n",
                            "      <td>0.997109</td>\n",
                            "      <td>-0.00309</td>\n",
                            "      <td>0.864</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.004954</td>\n",
                            "      <td>66171.7</td>\n",
                            "      <td>-0.00306</td>\n",
                            "      <td>-0.715</td>\n",
                            "      <td>3.48636</td>\n",
                            "      <td>0.013728</td>\n",
                            "      <td>0.180830</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>-166.259</td>\n",
                            "      <td>0.00216</td>\n",
                            "      <td>0.135446</td>\n",
                            "      <td>-0.00347</td>\n",
                            "      <td>0.00216</td>\n",
                            "      <td>2.188552</td>\n",
                            "      <td>5289.49</td>\n",
                            "      <td>-0.053785</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>-0.06176</td>\n",
                            "      <td>1.20337</td>\n",
                            "      <td>0.291</td>\n",
                            "      <td>1.338588</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>21.4658</td>\n",
                            "      <td>-0.02327</td>\n",
                            "      <td>0.004382</td>\n",
                            "      <td>2970.58</td>\n",
                            "      <td>-0.00218</td>\n",
                            "      <td>2273</td>\n",
                            "      <td>0.480650</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12279</td>\n",
                            "      <td>3.09259</td>\n",
                            "      <td>0.677758</td>\n",
                            "      <td>0.000190</td>\n",
                            "      <td>0.172721</td>\n",
                            "      <td>1.50793</td>\n",
                            "      <td>-0.022</td>\n",
                            "      <td>3.09748</td>\n",
                            "      <td>-0.00331</td>\n",
                            "      <td>-0.18569</td>\n",
                            "      <td>-0.123262</td>\n",
                            "      <td>-0.12432</td>\n",
                            "      <td>208.624</td>\n",
                            "      <td>2140.86</td>\n",
                            "      <td>-0.189</td>\n",
                            "      <td>3.46340</td>\n",
                            "      <td>-215.2</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>-0.01097</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>1.15758</td>\n",
                            "      <td>21.4137</td>\n",
                            "      <td>1.08258</td>\n",
                            "      <td>-0.005199</td>\n",
                            "      <td>-0.155</td>\n",
                            "      <td>0.635</td>\n",
                            "      <td>3.305951</td>\n",
                            "      <td>6792.38</td>\n",
                            "      <td>1.20360</td>\n",
                            "      <td>2144</td>\n",
                            "      <td>1.09744</td>\n",
                            "      <td>0.198747</td>\n",
                            "      <td>0.001568</td>\n",
                            "      <td>0.524</td>\n",
                            "      <td>0.402</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.08258</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>0.009419</td>\n",
                            "      <td>0.559765</td>\n",
                            "      <td>0.480840</td>\n",
                            "      <td>2.180</td>\n",
                            "      <td>65891.1</td>\n",
                            "      <td>-1.271</td>\n",
                            "      <td>865.1</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>0.348</td>\n",
                            "      <td>1.40486</td>\n",
                            "      <td>9</td>\n",
                            "      <td>0.008013</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>26260</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.231773</td>\n",
                            "      <td>1.000350</td>\n",
                            "      <td>132.062346</td>\n",
                            "      <td>74.2445</td>\n",
                            "      <td>-0.287</td>\n",
                            "      <td>4358</td>\n",
                            "      <td>-0.004174</td>\n",
                            "      <td>-0.01680</td>\n",
                            "      <td>0.797446</td>\n",
                            "      <td>-0.108</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>0.002299</td>\n",
                            "      <td>0.64252</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>3182.35</td>\n",
                            "      <td>-0.752</td>\n",
                            "      <td>2.144</td>\n",
                            "      <td>0.884</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>-0.546332</td>\n",
                            "      <td>0.400</td>\n",
                            "      <td>93.9031</td>\n",
                            "      <td>0.436</td>\n",
                            "      <td>0.254</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.838</td>\n",
                            "      <td>-15.7681</td>\n",
                            "      <td>96.9455</td>\n",
                            "      <td>1.50939</td>\n",
                            "      <td>769.469</td>\n",
                            "      <td>0.062</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.124</td>\n",
                            "      <td>0.181350</td>\n",
                            "      <td>-4.61</td>\n",
                            "      <td>464.884</td>\n",
                            "      <td>-0.207</td>\n",
                            "      <td>5213.99</td>\n",
                            "      <td>-0.034</td>\n",
                            "      <td>95.8554</td>\n",
                            "      <td>0.995442</td>\n",
                            "      <td>-0.00356</td>\n",
                            "      <td>-1.258</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003625</td>\n",
                            "      <td>66755.2</td>\n",
                            "      <td>-0.00728</td>\n",
                            "      <td>0.072</td>\n",
                            "      <td>3.45294</td>\n",
                            "      <td>-0.006917</td>\n",
                            "      <td>0.180205</td>\n",
                            "      <td>-0.167</td>\n",
                            "      <td>-172.920</td>\n",
                            "      <td>0.00933</td>\n",
                            "      <td>-0.175665</td>\n",
                            "      <td>-0.00318</td>\n",
                            "      <td>0.00879</td>\n",
                            "      <td>-0.796839</td>\n",
                            "      <td>4974.91</td>\n",
                            "      <td>-0.002139</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.05497</td>\n",
                            "      <td>1.20248</td>\n",
                            "      <td>-0.691</td>\n",
                            "      <td>-1.302033</td>\n",
                            "      <td>3.886</td>\n",
                            "      <td>21.3351</td>\n",
                            "      <td>0.02285</td>\n",
                            "      <td>0.000763</td>\n",
                            "      <td>3150.52</td>\n",
                            "      <td>-0.01953</td>\n",
                            "      <td>4363</td>\n",
                            "      <td>0.476038</td>\n",
                            "      <td>-0.128</td>\n",
                            "      <td>785</td>\n",
                            "      <td>-0.12457</td>\n",
                            "      <td>3.11038</td>\n",
                            "      <td>-0.388106</td>\n",
                            "      <td>0.007059</td>\n",
                            "      <td>0.184732</td>\n",
                            "      <td>1.50244</td>\n",
                            "      <td>-0.026</td>\n",
                            "      <td>3.09283</td>\n",
                            "      <td>0.00028</td>\n",
                            "      <td>-0.21160</td>\n",
                            "      <td>-0.124825</td>\n",
                            "      <td>-0.12457</td>\n",
                            "      <td>199.091</td>\n",
                            "      <td>2181.22</td>\n",
                            "      <td>-0.159</td>\n",
                            "      <td>3.47621</td>\n",
                            "      <td>22.0</td>\n",
                            "      <td>10</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>0.00344</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>1.16517</td>\n",
                            "      <td>21.3191</td>\n",
                            "      <td>1.08145</td>\n",
                            "      <td>0.002611</td>\n",
                            "      <td>1.997</td>\n",
                            "      <td>1.775</td>\n",
                            "      <td>-0.075773</td>\n",
                            "      <td>6742.81</td>\n",
                            "      <td>1.21118</td>\n",
                            "      <td>1208</td>\n",
                            "      <td>1.09595</td>\n",
                            "      <td>0.202726</td>\n",
                            "      <td>-0.003860</td>\n",
                            "      <td>-0.751</td>\n",
                            "      <td>1.078</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>1.08164</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>0.009806</td>\n",
                            "      <td>-0.177313</td>\n",
                            "      <td>0.476038</td>\n",
                            "      <td>3.575</td>\n",
                            "      <td>66618.9</td>\n",
                            "      <td>1.445</td>\n",
                            "      <td>512.7</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>10241 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              0      1      2      3      4      5      6         7      8  \\\n",
                            "0      0.899922 -0.161 -0.244  1.022 -0.304 -0.156 -0.310  12.06400 -0.051   \n",
                            "1      1.050575 -0.285 -0.298 -0.776 -0.263 -0.118  1.526   9.92919 -0.059   \n",
                            "2     -1.206626 -0.202 -0.289  1.099 -0.302 -0.176 -0.330  11.07720 -0.075   \n",
                            "3     -1.082795 -0.125  1.748  2.167 -0.239 -0.242 -0.292   9.39798 -0.045   \n",
                            "4      0.891784 -0.219  1.757 -0.782 -0.268 -0.099 -0.239   9.42913 -0.067   \n",
                            "...         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236  0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237 -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238  0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239 -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240 -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9     10       11  12        13     14     15     16     17  \\\n",
                            "0      462.092 -0.732  1.14251   3  0.003423 -0.262  33831 -0.120 -0.109   \n",
                            "1      466.645 -0.715  1.80633   3  0.004003 -0.292  13436 -0.284 -0.102   \n",
                            "2      419.784  0.456  1.19857   4  0.005529 -0.316  26894 -0.148 -0.101   \n",
                            "3      433.346 -0.588  1.12691   4  0.003243  2.636  30432 -0.118 -0.095   \n",
                            "4      429.280  0.327  1.83109   3  0.002859 -0.274  14123 -0.553 -0.095   \n",
                            "...        ...    ...      ...  ..       ...    ...    ...    ...    ...   \n",
                            "10236  443.974  0.371  1.39763   6 -0.001525 -0.285  15126 -0.131 -0.130   \n",
                            "10237  450.603  0.371  1.25321  10  0.003050 -0.285  16643 -0.131 -0.130   \n",
                            "10238  427.511  0.371  1.57446   1  0.012787  4.764  12665 -0.131 -0.130   \n",
                            "10239  424.143  1.376  1.60250   3  0.001524 -0.310  20815 -0.100  3.465   \n",
                            "10240  446.200  0.348  1.40486   9  0.008013 -0.220  26260 -0.054 -0.067   \n",
                            "\n",
                            "             18        19          20       21     22    23        24  \\\n",
                            "0      0.694307  0.997923   88.184721  74.7715  0.787    21 -0.005000   \n",
                            "1      1.816916  1.001320  133.148294  73.0013  0.223    82  0.000652   \n",
                            "2     -0.514663  0.997676  127.044605  74.6132  0.901    73 -0.002503   \n",
                            "3     -0.259868  0.999953  132.809932  72.9269 -0.336  1721  0.000661   \n",
                            "4      0.580773  1.002190  105.713099  73.3881 -0.358  1713  0.000866   \n",
                            "...         ...       ...         ...      ...    ...   ...       ...   \n",
                            "10236  0.084511  0.999083  117.101035  73.8240 -0.378    32  0.001441   \n",
                            "10237 -0.815511  0.997952  108.339023  75.3500  2.112    33  0.001060   \n",
                            "10238 -0.675335  0.999931  136.123690  72.2698  3.294   207  0.004128   \n",
                            "10239 -0.480152  0.998078  129.487356  73.1919 -0.470  2273  0.003730   \n",
                            "10240 -0.231773  1.000350  132.062346  74.2445 -0.287  4358 -0.004174   \n",
                            "\n",
                            "            25        26     27     28     29     30        31       32  \\\n",
                            "0     -0.00457  0.801131 -0.143 -0.055 -0.005 -0.117  0.003361  0.66388   \n",
                            "1     -0.01296  0.801101 -0.090 -0.023 -0.228 -0.107  0.004248  0.64013   \n",
                            "2     -0.00687  0.795001 -0.188 -0.093 -0.035 -0.150  0.004253  0.67838   \n",
                            "3     -0.01756  0.796300 -0.249 -0.079 -0.008 -0.156  0.003747  0.67017   \n",
                            "4     -0.00457  0.800016 -0.086 -0.025 -0.232 -0.115  0.003140  0.66026   \n",
                            "...        ...       ...    ...    ...    ...    ...       ...      ...   \n",
                            "10236 -0.00153  0.796688 -0.243 -0.088 -0.012 -0.084  0.003374  0.63833   \n",
                            "10237 -0.00687  0.796688 -0.243 -0.088 -0.012 -0.084  0.003167  0.64381   \n",
                            "10238 -0.00610  0.803163 -0.243 -0.088 -0.012 -0.084  0.003345  0.66484   \n",
                            "10239 -0.00229  0.799149 -0.179  2.007 -0.015 -0.101  0.003585  0.64579   \n",
                            "10240 -0.01680  0.797446 -0.108 -0.067 -0.013 -0.104  0.002299  0.64252   \n",
                            "\n",
                            "          33     34       35     36     37     38     39        40     41  \\\n",
                            "0     -0.005 -0.054  3170.06 -0.784 -0.060 -0.686 -0.435 -3.350108  0.889   \n",
                            "1     -0.560 -0.055  3799.00 -0.840 -0.063 -0.846 -0.335  0.009949  0.211   \n",
                            "2     -0.035 -0.082  3061.70  0.291 -0.065 -0.204 -0.488 -2.275190  0.801   \n",
                            "3     -0.008 -0.127  2983.06  1.041 -0.058  0.839 -0.241 -0.805658  0.619   \n",
                            "4      0.445 -0.053  3733.12  1.159 -0.032 -0.609 -0.321  0.829561  0.180   \n",
                            "...      ...    ...      ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236 -0.012 -0.042  3226.57 -0.777 -0.061 -1.058 -0.249  0.127392  0.388   \n",
                            "10237 -0.012 -0.042  3198.51  0.377 -0.061  1.006 -0.249  1.817235  0.388   \n",
                            "10238 -0.012 -0.042  3191.70  0.377 -0.061 -1.058  4.664 -1.241177  0.388   \n",
                            "10239 -0.015 -0.045  3206.81 -0.826 -0.057 -0.421 -0.239 -3.754115 -1.085   \n",
                            "10240 -0.013 -0.025  3182.35 -0.752  2.144  0.884 -0.179 -0.546332  0.400   \n",
                            "\n",
                            "            42     43     44     45     46       47        48       49  \\\n",
                            "0      96.3255 -0.564 -0.469 -0.028 -0.133 -21.4902  106.7920  1.49544   \n",
                            "1      93.2053 -0.445 -0.481 -0.354 -0.105 -18.5995   73.7407  1.49699   \n",
                            "2      95.0316  1.272  2.453 -0.065 -0.184 -17.8527   93.0292  1.50489   \n",
                            "3      93.1631  2.569 -0.366 -0.040 -0.125 -14.3443  128.6130  1.50516   \n",
                            "4      94.1655 -0.450 -0.459 -0.341 -0.120 -16.1362   74.8545  1.50625   \n",
                            "...        ...    ...    ...    ...    ...      ...       ...      ...   \n",
                            "10236  93.4722  0.154  0.379 -0.018 -0.131 -17.5336  111.8030  1.49914   \n",
                            "10237  95.5706 -0.558  0.660 -0.018 -0.131 -19.1495   88.1768  1.49342   \n",
                            "10238  91.7197  5.624  5.349 -0.018 -0.131 -15.8402   74.6168  1.50145   \n",
                            "10239  93.0147  1.551  2.269 -0.040 -0.164 -16.1657   97.6933  1.50986   \n",
                            "10240  93.9031  0.436  0.254 -0.035  1.838 -15.7681   96.9455  1.50939   \n",
                            "\n",
                            "            50     51     52     53        54     55       56     57       58  \\\n",
                            "0      704.956  0.351 -0.024 -0.098  0.178543   9.62  515.012 -0.146  5490.13   \n",
                            "1      966.937 -0.623 -0.042 -0.110  0.180113   4.34  482.997  3.234  6243.08   \n",
                            "2      683.744  0.031 -0.049 -0.078  0.179013 -74.76  448.331 -0.302  5367.35   \n",
                            "3      617.283  0.515 -0.020 -0.072  0.179094 -37.60  461.617  3.526  4797.39   \n",
                            "4      921.871  0.729 -0.066 -0.061  0.179362  12.46  436.864 -0.577  5436.82   \n",
                            "...        ...    ...    ...    ...       ...    ...      ...    ...      ...   \n",
                            "10236  780.525  0.065 -0.040 -0.112  0.181298   6.62  480.886 -0.251  5624.81   \n",
                            "10237  759.633  0.303 -0.040 -0.112  0.179009   8.85  482.348 -0.251  5578.23   \n",
                            "10238  783.495 -3.094 -0.040 -0.112  0.180766   5.85  446.711 -0.251  5577.45   \n",
                            "10239  835.150 -0.568 -0.044 -0.114  0.181021   5.02  462.632 -0.360  5443.49   \n",
                            "10240  769.469  0.062 -0.030 -0.124  0.181350  -4.61  464.884 -0.207  5213.99   \n",
                            "\n",
                            "          59        60        61       62     63  64        65       66  \\\n",
                            "0     -0.028  105.2190  0.995525 -0.00204 -1.604   0  0.005325  67226.0   \n",
                            "1     -0.025   73.1009  0.994811 -0.00224  0.552   0  0.004956  67841.0   \n",
                            "2     -0.029   91.8613  0.996249 -0.00391  0.641   0  0.003050  66807.2   \n",
                            "3     -0.029  126.9210  0.995464 -0.00236 -0.397   0  0.003434  65925.8   \n",
                            "4     -0.019   74.1023  0.997000 -0.00211 -0.305   0  0.002287  68158.3   \n",
                            "...      ...       ...       ...      ...    ...  ..       ...      ...   \n",
                            "10236 -0.025  110.7500  0.994957 -0.00213 -0.752   0 -0.001906  66946.5   \n",
                            "10237 -0.025   87.2787  0.996041 -0.00289 -0.619   0  0.009912  67036.5   \n",
                            "10238 -0.025   73.9074  0.996085 -0.00108  2.502   0  0.006680  66893.5   \n",
                            "10239 -0.040   95.6647  0.997109 -0.00309  0.864   0  0.004954  66171.7   \n",
                            "10240 -0.034   95.8554  0.995442 -0.00356 -1.258   0  0.003625  66755.2   \n",
                            "\n",
                            "            67     68       69        70        71     72       73       74  \\\n",
                            "0      0.00372 -0.089  3.42085  0.001932  0.181023  1.968 -212.318  0.00397   \n",
                            "1      0.00771  0.170  3.48121 -0.003156  0.181066 -0.312 -171.503  0.00505   \n",
                            "2      0.00773  0.375  3.47297 -0.000141  0.180348 -0.391 -164.190 -0.00670   \n",
                            "3      0.00295 -0.923  3.43462  0.009728  0.181576  1.839 -175.345 -0.00290   \n",
                            "4     -0.00097  0.406  3.47381 -0.004810  0.180506  1.544 -161.681 -0.00971   \n",
                            "...        ...    ...      ...       ...       ...    ...      ...      ...   \n",
                            "10236 -0.01244 -0.489  3.43432  0.005646  0.179772 -0.202 -191.514 -0.01080   \n",
                            "10237  0.00206 -0.176  3.48047 -0.003715  0.179390 -0.202 -194.333  0.01017   \n",
                            "10238  0.00712 -1.933  3.47899 -0.009224  0.179241 -0.202 -153.705  0.00167   \n",
                            "10239 -0.00306 -0.715  3.48636  0.013728  0.180830 -0.191 -166.259  0.00216   \n",
                            "10240 -0.00728  0.072  3.45294 -0.006917  0.180205 -0.167 -172.920  0.00933   \n",
                            "\n",
                            "             75       76       77        78       79        80     81  \\\n",
                            "0      0.500892 -0.00280  0.00466 -1.904041  5190.98  0.001948 -0.426   \n",
                            "1      0.225318 -0.00148 -0.00308  2.465348  5759.22 -0.009400 -0.258   \n",
                            "2     -2.152940 -0.00391 -0.00756 -3.097850  5160.00 -0.009642 -0.387   \n",
                            "3     -1.451042 -0.00275  0.00920 -1.072605  4599.07  0.000329 -0.391   \n",
                            "4      0.360526 -0.00211 -0.00029  1.625398  5189.14 -0.007340 -0.244   \n",
                            "...         ...      ...      ...       ...      ...       ...    ...   \n",
                            "10236  0.248241 -0.00289 -0.00421  2.203349  5398.90 -0.009080 -0.210   \n",
                            "10237  0.304896 -0.00213  0.00685  2.264019  5478.00  0.000936 -0.210   \n",
                            "10238  0.228678 -0.00070  0.00908  0.559265  5443.66  0.011717 -0.210   \n",
                            "10239  0.135446 -0.00347  0.00216  2.188552  5289.49 -0.053785 -0.286   \n",
                            "10240 -0.175665 -0.00318  0.00879 -0.796839  4974.91 -0.002139 -0.227   \n",
                            "\n",
                            "            82       83     84        85     86       87       88        89  \\\n",
                            "0     -0.10300  1.19102 -0.032  0.927649 -0.024  21.4711  0.00368  0.004564   \n",
                            "1     -0.11513  1.18592 -0.507  1.828688 -0.023  21.3636 -0.00712  0.000381   \n",
                            "2     -0.10152  1.20644  0.965  0.050663 -0.046  21.5870  0.00353  0.005148   \n",
                            "3     -0.05650  1.20849 -1.183  0.147243 -0.035  22.5239  0.02510 -0.002861   \n",
                            "4     -0.05490  1.21613 -0.398 -0.652605 -0.025  21.3191 -0.02984  0.005528   \n",
                            "...        ...      ...    ...       ...    ...      ...      ...       ...   \n",
                            "10236 -0.10911  1.20919  0.579 -0.477618 -0.032  21.5128  0.01209  0.012200   \n",
                            "10237 -0.06028  1.21796 -0.670 -0.660399 -0.032  21.1762 -0.01367  0.007053   \n",
                            "10238 -0.09992  1.22076  2.784 -1.759945 -0.032  20.8616  0.00298  0.005344   \n",
                            "10239 -0.06176  1.20337  0.291  1.338588 -0.039  21.4658 -0.02327  0.004382   \n",
                            "10240 -0.05497  1.20248 -0.691 -1.302033  3.886  21.3351  0.02285  0.000763   \n",
                            "\n",
                            "            90       91    92        93     94    95       96       97  \\\n",
                            "0      3138.67  0.01959    21  0.482589 -0.307     0 -0.12259  3.09698   \n",
                            "1      3536.88 -0.00634    82  0.482602 -0.272     0 -0.12232  3.09066   \n",
                            "2      2942.89 -0.02731    73  0.480137 -0.379     1 -0.12413  3.10466   \n",
                            "3      2847.29 -0.03261  1723  0.479202 -0.235     3 -0.11233  3.09738   \n",
                            "4      3327.61  0.00579  1714  0.481111 -0.179  1517 -0.12105  3.10124   \n",
                            "...        ...      ...   ...       ...    ...   ...      ...      ...   \n",
                            "10236  3095.54  0.01841    32  0.480028 -0.162     0 -0.11735  3.10665   \n",
                            "10237  2964.17  0.03100    33  0.478501 -0.162     1 -0.11697  3.11064   \n",
                            "10238  3005.72  0.01632   215  0.479952  5.339     2 -0.11664  3.10658   \n",
                            "10239  2970.58 -0.00218  2273  0.480650 -0.107     0 -0.12279  3.09259   \n",
                            "10240  3150.52 -0.01953  4363  0.476038 -0.128   785 -0.12457  3.11038   \n",
                            "\n",
                            "             98        99       100      101    102      103      104  \\\n",
                            "0     -0.360732  0.005135  0.179927  1.49193 -0.012  3.10686 -0.00579   \n",
                            "1     -0.080839 -0.002860  0.200937  1.50898 -0.029  3.10072  0.00746   \n",
                            "2     -0.686895  0.008008  0.194851  1.49082 -0.041  3.08993  0.00883   \n",
                            "3     -0.438867  0.002098  0.223845  1.49833 -0.006  3.10349  0.00666   \n",
                            "4     -0.549669  0.002478  0.197845  1.49952 -0.030  3.10628 -0.00885   \n",
                            "...         ...       ...       ...      ...    ...      ...      ...   \n",
                            "10236  0.746528  0.011056  0.170854  1.50907 -0.020  3.10740  0.00665   \n",
                            "10237  0.679640  0.004765  0.175130  1.49267 -0.020  3.09137  0.00016   \n",
                            "10238 -0.288676  0.005534  0.188401  1.51108 -0.020  3.10968  0.00185   \n",
                            "10239  0.677758  0.000190  0.172721  1.50793 -0.022  3.09748 -0.00331   \n",
                            "10240 -0.388106  0.007059  0.184732  1.50244 -0.026  3.09283  0.00028   \n",
                            "\n",
                            "           105       106      107      108      109    110      111    112  \\\n",
                            "0     -0.18553 -0.122263 -0.12373  189.092  2052.68 -0.548  3.49045 -232.8   \n",
                            "1     -0.18674 -0.125014 -0.12270  216.287  2349.23 -0.476  3.49726   11.5   \n",
                            "2     -0.18328 -0.122755 -0.12451  184.724  2031.26  1.580  3.45300 -110.0   \n",
                            "3     -0.18907 -0.113889 -0.11424  196.399  1707.59 -0.508  3.44005  -42.7   \n",
                            "4     -0.18129 -0.119713 -0.12296  170.776  2144.80 -0.363  3.47540   59.5   \n",
                            "...        ...       ...      ...      ...      ...    ...      ...    ...   \n",
                            "10236 -0.18945 -0.116945 -0.11697  199.977  2134.53 -0.350  3.45012   52.7   \n",
                            "10237 -0.18068 -0.118185 -0.11811  199.198  2137.44  1.217  3.43281  160.0   \n",
                            "10238 -0.18681 -0.117612 -0.11626  178.198  2088.55  1.217  3.46844  -34.2   \n",
                            "10239 -0.18569 -0.123262 -0.12432  208.624  2140.86 -0.189  3.46340 -215.2   \n",
                            "10240 -0.21160 -0.124825 -0.12457  199.091  2181.22 -0.159  3.47621   22.0   \n",
                            "\n",
                            "       113    114    115      116    117      118      119      120       121  \\\n",
                            "0        6 -0.021 -0.089  0.01107 -0.058  1.16655  21.4029  1.08095  0.010073   \n",
                            "1        2 -0.045 -0.054 -0.00694 -0.073  1.15355  21.3422  1.08186  0.000000   \n",
                            "2        3 -0.057 -0.067 -0.00227 -0.154  1.16579  21.5364  1.08200 -0.006764   \n",
                            "3        9 -0.012 -0.040  0.00418 -0.104  1.15095  22.5014  1.08171  0.002874   \n",
                            "4        0 -0.031 -0.050  0.00576 -0.049  1.15370  21.2783  1.08137 -0.005627   \n",
                            "...    ...    ...    ...      ...    ...      ...      ...      ...       ...   \n",
                            "10236    2 -0.028 -0.085 -0.00869 -0.055  1.15338  21.5182  1.08206  0.004743   \n",
                            "10237    2 -0.028 -0.085  0.00962 -0.055  1.16368  21.1883  1.08092  0.010083   \n",
                            "10238   13 -0.028 -0.085  0.00339 -0.055  1.14995  20.8616  1.08214 -0.007732   \n",
                            "10239    2 -0.025 -0.075 -0.01097 -0.039  1.15758  21.4137  1.08258 -0.005199   \n",
                            "10240   10 -0.030 -0.075  0.00344 -0.029  1.16517  21.3191  1.08145  0.002611   \n",
                            "\n",
                            "         122    123       124      125      126   127      128       129  \\\n",
                            "0      1.837  0.255  0.385121  6913.68  1.19125  1132  1.09259  0.204294   \n",
                            "1     -0.169 -1.168 -0.128346  6995.61  1.21638  3264  1.09616  0.200889   \n",
                            "2     -0.190 -0.483  0.068413  6634.91  1.18248  2654  1.09632  0.197141   \n",
                            "3     -0.222 -1.038  0.286881  6774.38  1.21606  2266  1.09603  0.202958   \n",
                            "4     -0.116 -0.037 -0.216165  6536.81  1.19325  2322  1.09643  0.197662   \n",
                            "...      ...    ...       ...      ...      ...   ...      ...       ...   \n",
                            "10236 -0.125 -0.373 -0.586998  6919.99  1.21581  1615  1.09637  0.202472   \n",
                            "10237 -0.125 -0.588 -0.478541  6885.70  1.21543  1727  1.09618  0.200946   \n",
                            "10238 -0.125 -0.588 -0.381139  6587.38  1.21345  5156  1.09682  0.203076   \n",
                            "10239 -0.155  0.635  3.305951  6792.38  1.20360  2144  1.09744  0.198747   \n",
                            "10240  1.997  1.775 -0.075773  6742.81  1.21118  1208  1.09595  0.202726   \n",
                            "\n",
                            "            130    131    132    133      134    135       136       137  \\\n",
                            "0      0.001265 -1.148  0.070 -0.035  1.08133 -0.031 -0.008000 -0.458764   \n",
                            "1      0.002094  0.733  0.216 -0.040  1.08129 -0.061 -0.004825  0.154446   \n",
                            "2     -0.002956  0.478 -0.074 -0.035  1.08181 -0.051  0.012258 -0.446567   \n",
                            "3      0.003511 -0.302  0.148 -0.038  1.08171 -0.013  0.010193 -0.499657   \n",
                            "4      0.000347 -0.099  0.665 -0.036  1.08194 -0.076  0.004825 -0.697821   \n",
                            "...         ...    ...    ...    ...      ...    ...       ...       ...   \n",
                            "10236 -0.002436  0.163  0.875 -0.059  1.08187 -0.037 -0.011429 -0.106543   \n",
                            "10237  0.000996  0.057  1.725 -0.059  1.08092 -0.037 -0.008889 -0.171057   \n",
                            "10238 -0.004651  1.785 -0.092 -0.059  1.08233 -0.037  0.000000 -0.474227   \n",
                            "10239  0.001568  0.524  0.402 -0.049  1.08258 -0.044  0.009419  0.559765   \n",
                            "10240 -0.003860 -0.751  1.078 -0.045  1.08164 -0.024  0.009806 -0.177313   \n",
                            "\n",
                            "            138    139      140    141    142    143       144     145  \\\n",
                            "0      0.481826 -0.062  66676.1 -0.658  764.3 -0.005  0.060303  13.383   \n",
                            "1      0.482792 -0.347  66715.4 -0.839  532.5 -0.023  0.044870  14.887   \n",
                            "2      0.480328 -0.044  66147.2  1.090  651.4 -0.035  0.054069  -2.932   \n",
                            "3      0.479774 -0.068  65523.0  0.252  603.4 -0.008  0.043571 -44.990   \n",
                            "4      0.480349  1.201  67229.6  1.246  417.4 -0.025  0.041588 -12.205   \n",
                            "...         ...    ...      ...    ...    ...    ...       ...     ...   \n",
                            "10236  0.479455 -0.064  66663.3 -1.309  375.9 -0.051  0.049026   1.273   \n",
                            "10237  0.481554 -0.064  66767.5  0.175  389.9 -0.051  0.054744 -29.510   \n",
                            "10238  0.478998 -0.064  66523.3 -1.309  625.4 -0.051  0.046761  13.455   \n",
                            "10239  0.480840  2.180  65891.1 -1.271  865.1 -0.015  0.054070 -15.422   \n",
                            "10240  0.476038  3.575  66618.9  1.445  512.7 -0.013  0.060589 -27.832   \n",
                            "\n",
                            "            146      147      148       149      150  target  \n",
                            "0      0.819909 -0.18291 -0.12259  0.060684  17.1094       0  \n",
                            "1      1.642613 -0.19030 -0.12308  0.045252  17.0932       0  \n",
                            "2      0.464588 -0.18631 -0.12413  0.050065  17.2080       0  \n",
                            "3      0.335563 -0.19257 -0.11309  0.045097  17.5977       0  \n",
                            "4     -0.728111 -0.18187 -0.12143  0.043112  17.2664       0  \n",
                            "...         ...      ...      ...       ...      ...     ...  \n",
                            "10236 -0.533203 -0.18568 -0.11735  0.053982  17.1961       3  \n",
                            "10237 -0.725361 -0.21962 -0.11697  0.059700  16.9488       3  \n",
                            "10238 -1.775220 -0.18374 -0.11664  0.045234  16.9493       1  \n",
                            "10239  1.265340 -0.18110 -0.12317  0.052165  16.9989       1  \n",
                            "10240 -1.252290 -0.20301 -0.12495  0.057537  16.9364       4  \n",
                            "\n",
                            "[10241 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "df = pd.read_csv(DATA_CSV)\n",
                "df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "9a35d9c9-fa9d-4b9c-80c3-97dd1600164c",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "<class 'pandas.core.frame.DataFrame'>\n",
                        "RangeIndex: 10241 entries, 0 to 10240\n",
                        "Columns: 152 entries, 0 to target\n",
                        "dtypes: float64(143), int64(9)\n",
                        "memory usage: 11.9 MB\n"
                    ]
                }
            ],
            "source": [
                "df.info()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "c1c37b70-6847-4a9c-97f8-2dfd1e94cf3c",
            "metadata": {
                "tags": []
            },
            "source": [
                "## Split data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "8840dcc4-50d5-4b1b-a721-1e6475c7e5de",
            "metadata": {},
            "outputs": [],
            "source": [
                "random_seed = 17"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "88cefabe-37dc-447f-becc-ae78df6a4c47",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "Counter({0: 10000, 4: 29, 3: 52, 1: 101, 2: 59})"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Counter(df['target'])"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "3f66ffb7-d613-42c4-9117-1d0ac3194dc2",
            "metadata": {},
            "source": [
                "## Simple predictor: Return majority label"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "33e52721-85b4-476f-b9f5-9006a8ec1cf1",
            "metadata": {},
            "outputs": [],
            "source": [
                "def simple_pred(x):\n",
                "    return np.zeros(x.shape[0])"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "09586deb-db74-480f-8db2-b135fe0a1577",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "              precision    recall  f1-score   support\n",
                        "\n",
                        "           0       0.98      1.00      0.99     10000\n",
                        "           1       0.00      0.00      0.00       101\n",
                        "           2       0.00      0.00      0.00        59\n",
                        "           3       0.00      0.00      0.00        52\n",
                        "           4       0.00      0.00      0.00        29\n",
                        "\n",
                        "    accuracy                           0.98     10241\n",
                        "   macro avg       0.20      0.20      0.20     10241\n",
                        "weighted avg       0.95      0.98      0.96     10241\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "y_pred = simple_pred(df.drop('target', axis=1))\n",
                "print(classification_report(df['target'], y_pred))"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "2e3026cc-608f-4433-b83a-596e24e7c5d6",
            "metadata": {},
            "source": [
                "**NOTE**: Returning the majority class achieves 98% accuracy!"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "8172bc8a-34ed-42aa-8db9-4e794534b3ad",
            "metadata": {},
            "source": [
                "## Setup data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "74cec597-d742-4861-a611-21a95cbf09aa",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                            "      <th></th>\n",
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                            "      <th>3</th>\n",
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                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>10</th>\n",
                            "      <th>11</th>\n",
                            "      <th>12</th>\n",
                            "      <th>13</th>\n",
                            "      <th>14</th>\n",
                            "      <th>15</th>\n",
                            "      <th>16</th>\n",
                            "      <th>17</th>\n",
                            "      <th>18</th>\n",
                            "      <th>19</th>\n",
                            "      <th>20</th>\n",
                            "      <th>21</th>\n",
                            "      <th>22</th>\n",
                            "      <th>23</th>\n",
                            "      <th>24</th>\n",
                            "      <th>25</th>\n",
                            "      <th>26</th>\n",
                            "      <th>27</th>\n",
                            "      <th>28</th>\n",
                            "      <th>29</th>\n",
                            "      <th>30</th>\n",
                            "      <th>31</th>\n",
                            "      <th>32</th>\n",
                            "      <th>33</th>\n",
                            "      <th>34</th>\n",
                            "      <th>35</th>\n",
                            "      <th>36</th>\n",
                            "      <th>37</th>\n",
                            "      <th>38</th>\n",
                            "      <th>39</th>\n",
                            "      <th>40</th>\n",
                            "      <th>41</th>\n",
                            "      <th>42</th>\n",
                            "      <th>43</th>\n",
                            "      <th>44</th>\n",
                            "      <th>45</th>\n",
                            "      <th>46</th>\n",
                            "      <th>47</th>\n",
                            "      <th>48</th>\n",
                            "      <th>49</th>\n",
                            "      <th>50</th>\n",
                            "      <th>51</th>\n",
                            "      <th>52</th>\n",
                            "      <th>53</th>\n",
                            "      <th>54</th>\n",
                            "      <th>55</th>\n",
                            "      <th>56</th>\n",
                            "      <th>57</th>\n",
                            "      <th>58</th>\n",
                            "      <th>59</th>\n",
                            "      <th>60</th>\n",
                            "      <th>61</th>\n",
                            "      <th>62</th>\n",
                            "      <th>63</th>\n",
                            "      <th>64</th>\n",
                            "      <th>65</th>\n",
                            "      <th>66</th>\n",
                            "      <th>67</th>\n",
                            "      <th>68</th>\n",
                            "      <th>69</th>\n",
                            "      <th>70</th>\n",
                            "      <th>71</th>\n",
                            "      <th>72</th>\n",
                            "      <th>73</th>\n",
                            "      <th>74</th>\n",
                            "      <th>75</th>\n",
                            "      <th>76</th>\n",
                            "      <th>77</th>\n",
                            "      <th>78</th>\n",
                            "      <th>79</th>\n",
                            "      <th>80</th>\n",
                            "      <th>81</th>\n",
                            "      <th>82</th>\n",
                            "      <th>83</th>\n",
                            "      <th>84</th>\n",
                            "      <th>85</th>\n",
                            "      <th>86</th>\n",
                            "      <th>87</th>\n",
                            "      <th>88</th>\n",
                            "      <th>89</th>\n",
                            "      <th>90</th>\n",
                            "      <th>91</th>\n",
                            "      <th>92</th>\n",
                            "      <th>93</th>\n",
                            "      <th>94</th>\n",
                            "      <th>95</th>\n",
                            "      <th>96</th>\n",
                            "      <th>97</th>\n",
                            "      <th>98</th>\n",
                            "      <th>99</th>\n",
                            "      <th>100</th>\n",
                            "      <th>101</th>\n",
                            "      <th>102</th>\n",
                            "      <th>103</th>\n",
                            "      <th>104</th>\n",
                            "      <th>105</th>\n",
                            "      <th>106</th>\n",
                            "      <th>107</th>\n",
                            "      <th>108</th>\n",
                            "      <th>109</th>\n",
                            "      <th>110</th>\n",
                            "      <th>111</th>\n",
                            "      <th>112</th>\n",
                            "      <th>113</th>\n",
                            "      <th>114</th>\n",
                            "      <th>115</th>\n",
                            "      <th>116</th>\n",
                            "      <th>117</th>\n",
                            "      <th>118</th>\n",
                            "      <th>119</th>\n",
                            "      <th>120</th>\n",
                            "      <th>121</th>\n",
                            "      <th>122</th>\n",
                            "      <th>123</th>\n",
                            "      <th>124</th>\n",
                            "      <th>125</th>\n",
                            "      <th>126</th>\n",
                            "      <th>127</th>\n",
                            "      <th>128</th>\n",
                            "      <th>129</th>\n",
                            "      <th>130</th>\n",
                            "      <th>131</th>\n",
                            "      <th>132</th>\n",
                            "      <th>133</th>\n",
                            "      <th>134</th>\n",
                            "      <th>135</th>\n",
                            "      <th>136</th>\n",
                            "      <th>137</th>\n",
                            "      <th>138</th>\n",
                            "      <th>139</th>\n",
                            "      <th>140</th>\n",
                            "      <th>141</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>count</th>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.00000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>240.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>240.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "      <td>241.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>mean</th>\n",
                            "      <td>2.896237</td>\n",
                            "      <td>0.188863</td>\n",
                            "      <td>0.173095</td>\n",
                            "      <td>-0.027581</td>\n",
                            "      <td>0.480722</td>\n",
                            "      <td>0.197494</td>\n",
                            "      <td>0.069344</td>\n",
                            "      <td>10.317147</td>\n",
                            "      <td>0.012734</td>\n",
                            "      <td>485.253058</td>\n",
                            "      <td>-0.021876</td>\n",
                            "      <td>1.600143</td>\n",
                            "      <td>10.406639</td>\n",
                            "      <td>0.002964</td>\n",
                            "      <td>-0.008349</td>\n",
                            "      <td>30720.639004</td>\n",
                            "      <td>0.034029</td>\n",
                            "      <td>-0.020668</td>\n",
                            "      <td>0.670769</td>\n",
                            "      <td>0.999942</td>\n",
                            "      <td>110.196248</td>\n",
                            "      <td>73.768865</td>\n",
                            "      <td>0.153216</td>\n",
                            "      <td>2933.817427</td>\n",
                            "      <td>0.000177</td>\n",
                            "      <td>-0.000349</td>\n",
                            "      <td>0.800150</td>\n",
                            "      <td>-0.026710</td>\n",
                            "      <td>0.013261</td>\n",
                            "      <td>-0.030934</td>\n",
                            "      <td>-0.063091</td>\n",
                            "      <td>0.004136</td>\n",
                            "      <td>0.668627</td>\n",
                            "      <td>-0.001788</td>\n",
                            "      <td>0.049369</td>\n",
                            "      <td>3374.396598</td>\n",
                            "      <td>0.013021</td>\n",
                            "      <td>0.026303</td>\n",
                            "      <td>0.063178</td>\n",
                            "      <td>0.186340</td>\n",
                            "      <td>-0.367715</td>\n",
                            "      <td>0.033523</td>\n",
                            "      <td>94.257518</td>\n",
                            "      <td>0.295822</td>\n",
                            "      <td>0.301029</td>\n",
                            "      <td>-0.022407</td>\n",
                            "      <td>0.031494</td>\n",
                            "      <td>-37.730951</td>\n",
                            "      <td>93.454921</td>\n",
                            "      <td>1.500247</td>\n",
                            "      <td>914.074913</td>\n",
                            "      <td>-0.019203</td>\n",
                            "      <td>-0.018066</td>\n",
                            "      <td>0.006876</td>\n",
                            "      <td>0.179764</td>\n",
                            "      <td>-22.214813</td>\n",
                            "      <td>511.535519</td>\n",
                            "      <td>0.235237</td>\n",
                            "      <td>5501.975934</td>\n",
                            "      <td>-0.028701</td>\n",
                            "      <td>92.615749</td>\n",
                            "      <td>0.995563</td>\n",
                            "      <td>-0.002553</td>\n",
                            "      <td>0.160162</td>\n",
                            "      <td>83.128631</td>\n",
                            "      <td>0.003150</td>\n",
                            "      <td>66952.43527</td>\n",
                            "      <td>-0.000151</td>\n",
                            "      <td>-0.126216</td>\n",
                            "      <td>3.461026</td>\n",
                            "      <td>0.000173</td>\n",
                            "      <td>0.180250</td>\n",
                            "      <td>0.074129</td>\n",
                            "      <td>-213.740199</td>\n",
                            "      <td>0.000669</td>\n",
                            "      <td>-1.005121</td>\n",
                            "      <td>-0.002614</td>\n",
                            "      <td>0.000138</td>\n",
                            "      <td>0.102417</td>\n",
                            "      <td>5289.434689</td>\n",
                            "      <td>-0.001873</td>\n",
                            "      <td>-0.112606</td>\n",
                            "      <td>-0.090961</td>\n",
                            "      <td>1.200877</td>\n",
                            "      <td>0.041929</td>\n",
                            "      <td>0.229890</td>\n",
                            "      <td>-0.004672</td>\n",
                            "      <td>21.575083</td>\n",
                            "      <td>-0.001860</td>\n",
                            "      <td>0.003160</td>\n",
                            "      <td>3209.696846</td>\n",
                            "      <td>-0.003171</td>\n",
                            "      <td>2997.887967</td>\n",
                            "      <td>0.480173</td>\n",
                            "      <td>0.189266</td>\n",
                            "      <td>186.647303</td>\n",
                            "      <td>-0.119680</td>\n",
                            "      <td>3.099720</td>\n",
                            "      <td>2.559629</td>\n",
                            "      <td>0.002960</td>\n",
                            "      <td>0.237636</td>\n",
                            "      <td>1.499809</td>\n",
                            "      <td>0.029145</td>\n",
                            "      <td>3.099553</td>\n",
                            "      <td>-0.000071</td>\n",
                            "      <td>-0.190581</td>\n",
                            "      <td>-0.120343</td>\n",
                            "      <td>-0.119985</td>\n",
                            "      <td>234.783456</td>\n",
                            "      <td>2166.673320</td>\n",
                            "      <td>0.203801</td>\n",
                            "      <td>3.461492</td>\n",
                            "      <td>-7.679253</td>\n",
                            "      <td>7.373444</td>\n",
                            "      <td>-0.016577</td>\n",
                            "      <td>-0.018851</td>\n",
                            "      <td>-0.000730</td>\n",
                            "      <td>0.123324</td>\n",
                            "      <td>1.159376</td>\n",
                            "      <td>21.546107</td>\n",
                            "      <td>1.081985</td>\n",
                            "      <td>0.000166</td>\n",
                            "      <td>0.109295</td>\n",
                            "      <td>-0.061141</td>\n",
                            "      <td>-0.130815</td>\n",
                            "      <td>6847.262199</td>\n",
                            "      <td>1.201011</td>\n",
                            "      <td>2533.721992</td>\n",
                            "      <td>1.095481</td>\n",
                            "      <td>0.200070</td>\n",
                            "      <td>-0.000131</td>\n",
                            "      <td>0.192946</td>\n",
                            "      <td>0.033415</td>\n",
                            "      <td>0.275295</td>\n",
                            "      <td>1.081986</td>\n",
                            "      <td>-0.016282</td>\n",
                            "      <td>0.000509</td>\n",
                            "      <td>0.841300</td>\n",
                            "      <td>0.481024</td>\n",
                            "      <td>0.065315</td>\n",
                            "      <td>66527.912033</td>\n",
                            "      <td>0.026423</td>\n",
                            "      <td>623.763071</td>\n",
                            "      <td>-0.012303</td>\n",
                            "      <td>0.048857</td>\n",
                            "      <td>-7.025282</td>\n",
                            "      <td>0.339133</td>\n",
                            "      <td>-0.194543</td>\n",
                            "      <td>-0.119841</td>\n",
                            "      <td>0.049164</td>\n",
                            "      <td>17.398949</td>\n",
                            "      <td>2.037344</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>std</th>\n",
                            "      <td>7.292555</td>\n",
                            "      <td>1.259107</td>\n",
                            "      <td>0.840200</td>\n",
                            "      <td>1.002319</td>\n",
                            "      <td>1.135420</td>\n",
                            "      <td>1.170167</td>\n",
                            "      <td>0.908489</td>\n",
                            "      <td>1.079116</td>\n",
                            "      <td>0.368060</td>\n",
                            "      <td>77.195474</td>\n",
                            "      <td>0.910039</td>\n",
                            "      <td>0.389972</td>\n",
                            "      <td>30.518311</td>\n",
                            "      <td>0.003676</td>\n",
                            "      <td>0.795318</td>\n",
                            "      <td>8048.655426</td>\n",
                            "      <td>0.681926</td>\n",
                            "      <td>0.511785</td>\n",
                            "      <td>1.788453</td>\n",
                            "      <td>0.001467</td>\n",
                            "      <td>32.847867</td>\n",
                            "      <td>1.469633</td>\n",
                            "      <td>1.320506</td>\n",
                            "      <td>10281.733830</td>\n",
                            "      <td>0.003053</td>\n",
                            "      <td>0.011905</td>\n",
                            "      <td>0.003005</td>\n",
                            "      <td>0.651361</td>\n",
                            "      <td>0.414919</td>\n",
                            "      <td>0.124301</td>\n",
                            "      <td>0.403680</td>\n",
                            "      <td>0.004784</td>\n",
                            "      <td>0.014690</td>\n",
                            "      <td>0.277209</td>\n",
                            "      <td>0.661628</td>\n",
                            "      <td>309.656122</td>\n",
                            "      <td>0.953983</td>\n",
                            "      <td>0.478558</td>\n",
                            "      <td>0.988246</td>\n",
                            "      <td>1.105448</td>\n",
                            "      <td>1.310704</td>\n",
                            "      <td>0.775074</td>\n",
                            "      <td>1.460076</td>\n",
                            "      <td>1.360700</td>\n",
                            "      <td>1.516739</td>\n",
                            "      <td>0.262505</td>\n",
                            "      <td>0.570990</td>\n",
                            "      <td>35.285297</td>\n",
                            "      <td>23.122230</td>\n",
                            "      <td>0.007070</td>\n",
                            "      <td>244.301836</td>\n",
                            "      <td>0.964409</td>\n",
                            "      <td>0.205286</td>\n",
                            "      <td>0.568278</td>\n",
                            "      <td>0.004534</td>\n",
                            "      <td>73.105561</td>\n",
                            "      <td>76.513085</td>\n",
                            "      <td>1.244387</td>\n",
                            "      <td>444.069261</td>\n",
                            "      <td>0.003878</td>\n",
                            "      <td>22.966161</td>\n",
                            "      <td>0.000759</td>\n",
                            "      <td>0.001166</td>\n",
                            "      <td>1.083103</td>\n",
                            "      <td>384.913567</td>\n",
                            "      <td>0.003898</td>\n",
                            "      <td>1036.35418</td>\n",
                            "      <td>0.006656</td>\n",
                            "      <td>0.963614</td>\n",
                            "      <td>0.025242</td>\n",
                            "      <td>0.007306</td>\n",
                            "      <td>0.000724</td>\n",
                            "      <td>0.849443</td>\n",
                            "      <td>60.122016</td>\n",
                            "      <td>0.006961</td>\n",
                            "      <td>3.415393</td>\n",
                            "      <td>0.001206</td>\n",
                            "      <td>0.005830</td>\n",
                            "      <td>1.807908</td>\n",
                            "      <td>442.965719</td>\n",
                            "      <td>0.012334</td>\n",
                            "      <td>0.659863</td>\n",
                            "      <td>0.026577</td>\n",
                            "      <td>0.011043</td>\n",
                            "      <td>0.987633</td>\n",
                            "      <td>1.673996</td>\n",
                            "      <td>0.305104</td>\n",
                            "      <td>0.568868</td>\n",
                            "      <td>0.019904</td>\n",
                            "      <td>0.004859</td>\n",
                            "      <td>291.728477</td>\n",
                            "      <td>0.018455</td>\n",
                            "      <td>10293.896410</td>\n",
                            "      <td>0.002698</td>\n",
                            "      <td>1.315798</td>\n",
                            "      <td>488.136333</td>\n",
                            "      <td>0.005887</td>\n",
                            "      <td>0.007935</td>\n",
                            "      <td>4.804075</td>\n",
                            "      <td>0.003838</td>\n",
                            "      <td>0.076518</td>\n",
                            "      <td>0.007201</td>\n",
                            "      <td>0.424760</td>\n",
                            "      <td>0.007258</td>\n",
                            "      <td>0.005670</td>\n",
                            "      <td>0.014160</td>\n",
                            "      <td>0.005699</td>\n",
                            "      <td>0.005676</td>\n",
                            "      <td>74.225817</td>\n",
                            "      <td>292.588265</td>\n",
                            "      <td>1.287119</td>\n",
                            "      <td>0.021884</td>\n",
                            "      <td>86.727625</td>\n",
                            "      <td>4.553565</td>\n",
                            "      <td>0.168077</td>\n",
                            "      <td>0.425309</td>\n",
                            "      <td>0.006864</td>\n",
                            "      <td>0.843847</td>\n",
                            "      <td>0.005760</td>\n",
                            "      <td>0.570710</td>\n",
                            "      <td>0.000726</td>\n",
                            "      <td>0.005912</td>\n",
                            "      <td>0.922277</td>\n",
                            "      <td>1.064828</td>\n",
                            "      <td>1.343756</td>\n",
                            "      <td>339.585165</td>\n",
                            "      <td>0.011163</td>\n",
                            "      <td>862.632339</td>\n",
                            "      <td>0.005365</td>\n",
                            "      <td>0.002706</td>\n",
                            "      <td>0.002579</td>\n",
                            "      <td>0.560935</td>\n",
                            "      <td>1.026032</td>\n",
                            "      <td>0.721509</td>\n",
                            "      <td>0.000737</td>\n",
                            "      <td>0.187918</td>\n",
                            "      <td>0.007683</td>\n",
                            "      <td>1.967162</td>\n",
                            "      <td>0.002722</td>\n",
                            "      <td>0.553110</td>\n",
                            "      <td>984.369717</td>\n",
                            "      <td>1.021819</td>\n",
                            "      <td>153.485060</td>\n",
                            "      <td>0.175072</td>\n",
                            "      <td>0.007280</td>\n",
                            "      <td>20.287606</td>\n",
                            "      <td>1.649083</td>\n",
                            "      <td>0.016006</td>\n",
                            "      <td>0.005890</td>\n",
                            "      <td>0.008036</td>\n",
                            "      <td>0.372590</td>\n",
                            "      <td>1.058033</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>min</th>\n",
                            "      <td>-5.480920</td>\n",
                            "      <td>-0.339000</td>\n",
                            "      <td>-0.647000</td>\n",
                            "      <td>-2.641000</td>\n",
                            "      <td>-0.379000</td>\n",
                            "      <td>-0.487000</td>\n",
                            "      <td>-0.585000</td>\n",
                            "      <td>6.931490</td>\n",
                            "      <td>-0.141000</td>\n",
                            "      <td>405.786000</td>\n",
                            "      <td>-0.917000</td>\n",
                            "      <td>0.886290</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.009542</td>\n",
                            "      <td>-0.458000</td>\n",
                            "      <td>12665.000000</td>\n",
                            "      <td>-0.712000</td>\n",
                            "      <td>-0.241000</td>\n",
                            "      <td>-1.705394</td>\n",
                            "      <td>0.997439</td>\n",
                            "      <td>5.555556</td>\n",
                            "      <td>70.543400</td>\n",
                            "      <td>-0.663000</td>\n",
                            "      <td>19.000000</td>\n",
                            "      <td>-0.005625</td>\n",
                            "      <td>-0.017540</td>\n",
                            "      <td>0.794495</td>\n",
                            "      <td>-0.401000</td>\n",
                            "      <td>-0.337000</td>\n",
                            "      <td>-0.391000</td>\n",
                            "      <td>-0.388000</td>\n",
                            "      <td>0.001314</td>\n",
                            "      <td>0.637560</td>\n",
                            "      <td>-0.756000</td>\n",
                            "      <td>-0.387000</td>\n",
                            "      <td>2921.740000</td>\n",
                            "      <td>-1.474000</td>\n",
                            "      <td>-0.226000</td>\n",
                            "      <td>-3.038000</td>\n",
                            "      <td>-0.617000</td>\n",
                            "      <td>-5.726388</td>\n",
                            "      <td>-1.598000</td>\n",
                            "      <td>90.769000</td>\n",
                            "      <td>-0.921000</td>\n",
                            "      <td>-0.710000</td>\n",
                            "      <td>-0.577000</td>\n",
                            "      <td>-0.210000</td>\n",
                            "      <td>-135.553000</td>\n",
                            "      <td>54.753400</td>\n",
                            "      <td>1.487150</td>\n",
                            "      <td>564.973000</td>\n",
                            "      <td>-3.094000</td>\n",
                            "      <td>-0.100000</td>\n",
                            "      <td>-0.180000</td>\n",
                            "      <td>0.110569</td>\n",
                            "      <td>-398.930000</td>\n",
                            "      <td>435.121000</td>\n",
                            "      <td>-0.567000</td>\n",
                            "      <td>4048.390000</td>\n",
                            "      <td>-0.044000</td>\n",
                            "      <td>54.142400</td>\n",
                            "      <td>0.992900</td>\n",
                            "      <td>-0.005660</td>\n",
                            "      <td>-2.656000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.007620</td>\n",
                            "      <td>64466.50000</td>\n",
                            "      <td>-0.012510</td>\n",
                            "      <td>-3.115000</td>\n",
                            "      <td>3.364580</td>\n",
                            "      <td>-0.013684</td>\n",
                            "      <td>0.178449</td>\n",
                            "      <td>-1.089000</td>\n",
                            "      <td>-407.349000</td>\n",
                            "      <td>-0.013290</td>\n",
                            "      <td>-17.349288</td>\n",
                            "      <td>-0.005950</td>\n",
                            "      <td>-0.010440</td>\n",
                            "      <td>-3.095769</td>\n",
                            "      <td>3936.700000</td>\n",
                            "      <td>-0.067341</td>\n",
                            "      <td>-0.561000</td>\n",
                            "      <td>-0.120550</td>\n",
                            "      <td>1.179350</td>\n",
                            "      <td>-1.555000</td>\n",
                            "      <td>-1.759945</td>\n",
                            "      <td>-0.082000</td>\n",
                            "      <td>20.315100</td>\n",
                            "      <td>-0.034280</td>\n",
                            "      <td>-0.022897</td>\n",
                            "      <td>2562.260000</td>\n",
                            "      <td>-0.034810</td>\n",
                            "      <td>19.000000</td>\n",
                            "      <td>0.475317</td>\n",
                            "      <td>-0.487000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.130800</td>\n",
                            "      <td>3.085270</td>\n",
                            "      <td>-1.397187</td>\n",
                            "      <td>-0.009344</td>\n",
                            "      <td>0.154440</td>\n",
                            "      <td>1.486270</td>\n",
                            "      <td>-0.050000</td>\n",
                            "      <td>3.085330</td>\n",
                            "      <td>-0.027130</td>\n",
                            "      <td>-0.224540</td>\n",
                            "      <td>-0.131364</td>\n",
                            "      <td>-0.130800</td>\n",
                            "      <td>166.123000</td>\n",
                            "      <td>1558.580000</td>\n",
                            "      <td>-0.829000</td>\n",
                            "      <td>3.418260</td>\n",
                            "      <td>-375.100000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.145000</td>\n",
                            "      <td>-0.120000</td>\n",
                            "      <td>-0.012330</td>\n",
                            "      <td>-0.211000</td>\n",
                            "      <td>1.142940</td>\n",
                            "      <td>20.284300</td>\n",
                            "      <td>1.080300</td>\n",
                            "      <td>-0.010552</td>\n",
                            "      <td>-0.327000</td>\n",
                            "      <td>-2.687000</td>\n",
                            "      <td>-2.553137</td>\n",
                            "      <td>6326.940000</td>\n",
                            "      <td>1.178380</td>\n",
                            "      <td>1088.000000</td>\n",
                            "      <td>1.034370</td>\n",
                            "      <td>0.195055</td>\n",
                            "      <td>-0.005204</td>\n",
                            "      <td>-1.324000</td>\n",
                            "      <td>-3.278000</td>\n",
                            "      <td>-0.067000</td>\n",
                            "      <td>1.080560</td>\n",
                            "      <td>-0.087000</td>\n",
                            "      <td>-0.013714</td>\n",
                            "      <td>-1.167757</td>\n",
                            "      <td>0.473471</td>\n",
                            "      <td>-0.445000</td>\n",
                            "      <td>64232.600000</td>\n",
                            "      <td>-3.459000</td>\n",
                            "      <td>-34.200000</td>\n",
                            "      <td>-0.131000</td>\n",
                            "      <td>0.025462</td>\n",
                            "      <td>-56.596000</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.225140</td>\n",
                            "      <td>-0.131510</td>\n",
                            "      <td>0.021371</td>\n",
                            "      <td>16.577100</td>\n",
                            "      <td>1.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25%</th>\n",
                            "      <td>-0.376062</td>\n",
                            "      <td>-0.173000</td>\n",
                            "      <td>-0.288000</td>\n",
                            "      <td>-0.835000</td>\n",
                            "      <td>-0.302000</td>\n",
                            "      <td>-0.232000</td>\n",
                            "      <td>-0.302000</td>\n",
                            "      <td>9.522120</td>\n",
                            "      <td>-0.056000</td>\n",
                            "      <td>435.423000</td>\n",
                            "      <td>-0.617000</td>\n",
                            "      <td>1.279040</td>\n",
                            "      <td>2.000000</td>\n",
                            "      <td>0.000763</td>\n",
                            "      <td>-0.360000</td>\n",
                            "      <td>25711.000000</td>\n",
                            "      <td>-0.229000</td>\n",
                            "      <td>-0.114000</td>\n",
                            "      <td>-0.513781</td>\n",
                            "      <td>0.998694</td>\n",
                            "      <td>86.716605</td>\n",
                            "      <td>72.690500</td>\n",
                            "      <td>-0.438000</td>\n",
                            "      <td>89.000000</td>\n",
                            "      <td>-0.002522</td>\n",
                            "      <td>-0.008380</td>\n",
                            "      <td>0.797670</td>\n",
                            "      <td>-0.226000</td>\n",
                            "      <td>-0.078000</td>\n",
                            "      <td>-0.020000</td>\n",
                            "      <td>-0.165000</td>\n",
                            "      <td>0.002770</td>\n",
                            "      <td>0.657700</td>\n",
                            "      <td>-0.015000</td>\n",
                            "      <td>-0.134000</td>\n",
                            "      <td>3182.380000</td>\n",
                            "      <td>-0.862000</td>\n",
                            "      <td>-0.067000</td>\n",
                            "      <td>-0.630000</td>\n",
                            "      <td>-0.350000</td>\n",
                            "      <td>-1.003419</td>\n",
                            "      <td>-0.866000</td>\n",
                            "      <td>93.140600</td>\n",
                            "      <td>-0.507000</td>\n",
                            "      <td>-0.402000</td>\n",
                            "      <td>-0.043000</td>\n",
                            "      <td>-0.162000</td>\n",
                            "      <td>-23.534700</td>\n",
                            "      <td>76.673100</td>\n",
                            "      <td>1.494140</td>\n",
                            "      <td>767.290000</td>\n",
                            "      <td>-0.580000</td>\n",
                            "      <td>-0.047000</td>\n",
                            "      <td>-0.103000</td>\n",
                            "      <td>0.179454</td>\n",
                            "      <td>-57.860000</td>\n",
                            "      <td>462.295000</td>\n",
                            "      <td>-0.337000</td>\n",
                            "      <td>5197.630000</td>\n",
                            "      <td>-0.030000</td>\n",
                            "      <td>76.248800</td>\n",
                            "      <td>0.995105</td>\n",
                            "      <td>-0.003250</td>\n",
                            "      <td>-0.514000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.000571</td>\n",
                            "      <td>66198.70000</td>\n",
                            "      <td>-0.005620</td>\n",
                            "      <td>-0.715000</td>\n",
                            "      <td>3.440230</td>\n",
                            "      <td>-0.005793</td>\n",
                            "      <td>0.179704</td>\n",
                            "      <td>-0.513000</td>\n",
                            "      <td>-227.668000</td>\n",
                            "      <td>-0.005240</td>\n",
                            "      <td>-1.701505</td>\n",
                            "      <td>-0.003370</td>\n",
                            "      <td>-0.004670</td>\n",
                            "      <td>-1.408275</td>\n",
                            "      <td>5017.240000</td>\n",
                            "      <td>-0.007001</td>\n",
                            "      <td>-0.439000</td>\n",
                            "      <td>-0.109850</td>\n",
                            "      <td>1.191650</td>\n",
                            "      <td>-0.752000</td>\n",
                            "      <td>-0.906364</td>\n",
                            "      <td>-0.038000</td>\n",
                            "      <td>21.198900</td>\n",
                            "      <td>-0.019940</td>\n",
                            "      <td>0.000191</td>\n",
                            "      <td>3032.010000</td>\n",
                            "      <td>-0.018780</td>\n",
                            "      <td>92.000000</td>\n",
                            "      <td>0.477832</td>\n",
                            "      <td>-0.260000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.124450</td>\n",
                            "      <td>3.092810</td>\n",
                            "      <td>-0.311754</td>\n",
                            "      <td>0.000572</td>\n",
                            "      <td>0.187019</td>\n",
                            "      <td>1.493270</td>\n",
                            "      <td>-0.021000</td>\n",
                            "      <td>3.093160</td>\n",
                            "      <td>-0.003890</td>\n",
                            "      <td>-0.192060</td>\n",
                            "      <td>-0.124899</td>\n",
                            "      <td>-0.124560</td>\n",
                            "      <td>187.695000</td>\n",
                            "      <td>1995.870000</td>\n",
                            "      <td>-0.397000</td>\n",
                            "      <td>3.444070</td>\n",
                            "      <td>-49.300000</td>\n",
                            "      <td>3.000000</td>\n",
                            "      <td>-0.033000</td>\n",
                            "      <td>-0.077000</td>\n",
                            "      <td>-0.007000</td>\n",
                            "      <td>-0.111000</td>\n",
                            "      <td>1.154680</td>\n",
                            "      <td>21.170900</td>\n",
                            "      <td>1.081550</td>\n",
                            "      <td>-0.005199</td>\n",
                            "      <td>-0.239000</td>\n",
                            "      <td>-0.749000</td>\n",
                            "      <td>-0.632551</td>\n",
                            "      <td>6683.540000</td>\n",
                            "      <td>1.192910</td>\n",
                            "      <td>1877.000000</td>\n",
                            "      <td>1.095510</td>\n",
                            "      <td>0.197630</td>\n",
                            "      <td>-0.002324</td>\n",
                            "      <td>-0.169000</td>\n",
                            "      <td>-0.701000</td>\n",
                            "      <td>-0.045000</td>\n",
                            "      <td>1.081430</td>\n",
                            "      <td>-0.041000</td>\n",
                            "      <td>-0.006222</td>\n",
                            "      <td>-0.340205</td>\n",
                            "      <td>0.479187</td>\n",
                            "      <td>-0.075000</td>\n",
                            "      <td>65840.500000</td>\n",
                            "      <td>-0.701000</td>\n",
                            "      <td>533.800000</td>\n",
                            "      <td>-0.036000</td>\n",
                            "      <td>0.043592</td>\n",
                            "      <td>-23.704000</td>\n",
                            "      <td>-0.962219</td>\n",
                            "      <td>-0.210560</td>\n",
                            "      <td>-0.124670</td>\n",
                            "      <td>0.043767</td>\n",
                            "      <td>17.128800</td>\n",
                            "      <td>1.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50%</th>\n",
                            "      <td>0.626941</td>\n",
                            "      <td>-0.138000</td>\n",
                            "      <td>-0.240000</td>\n",
                            "      <td>0.086000</td>\n",
                            "      <td>-0.256000</td>\n",
                            "      <td>-0.139000</td>\n",
                            "      <td>-0.276000</td>\n",
                            "      <td>10.300000</td>\n",
                            "      <td>-0.050000</td>\n",
                            "      <td>450.603000</td>\n",
                            "      <td>-0.531000</td>\n",
                            "      <td>1.619050</td>\n",
                            "      <td>4.000000</td>\n",
                            "      <td>0.002858</td>\n",
                            "      <td>-0.310000</td>\n",
                            "      <td>30368.000000</td>\n",
                            "      <td>-0.151000</td>\n",
                            "      <td>-0.097000</td>\n",
                            "      <td>0.323487</td>\n",
                            "      <td>1.000040</td>\n",
                            "      <td>117.634949</td>\n",
                            "      <td>73.813800</td>\n",
                            "      <td>-0.357000</td>\n",
                            "      <td>343.000000</td>\n",
                            "      <td>0.000287</td>\n",
                            "      <td>-0.005330</td>\n",
                            "      <td>0.800253</td>\n",
                            "      <td>-0.184000</td>\n",
                            "      <td>-0.064000</td>\n",
                            "      <td>-0.010000</td>\n",
                            "      <td>-0.123000</td>\n",
                            "      <td>0.003564</td>\n",
                            "      <td>0.668150</td>\n",
                            "      <td>-0.010000</td>\n",
                            "      <td>-0.075000</td>\n",
                            "      <td>3297.880000</td>\n",
                            "      <td>0.038000</td>\n",
                            "      <td>-0.060000</td>\n",
                            "      <td>0.128000</td>\n",
                            "      <td>-0.275000</td>\n",
                            "      <td>-0.141134</td>\n",
                            "      <td>0.458000</td>\n",
                            "      <td>94.357600</td>\n",
                            "      <td>-0.368000</td>\n",
                            "      <td>-0.273000</td>\n",
                            "      <td>-0.032000</td>\n",
                            "      <td>-0.142000</td>\n",
                            "      <td>-18.839500</td>\n",
                            "      <td>90.340900</td>\n",
                            "      <td>1.500220</td>\n",
                            "      <td>871.995000</td>\n",
                            "      <td>-0.021000</td>\n",
                            "      <td>-0.033000</td>\n",
                            "      <td>-0.089000</td>\n",
                            "      <td>0.180026</td>\n",
                            "      <td>2.310000</td>\n",
                            "      <td>476.454000</td>\n",
                            "      <td>-0.218000</td>\n",
                            "      <td>5502.270000</td>\n",
                            "      <td>-0.029000</td>\n",
                            "      <td>89.740100</td>\n",
                            "      <td>0.995619</td>\n",
                            "      <td>-0.002680</td>\n",
                            "      <td>0.068000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.003052</td>\n",
                            "      <td>66982.70000</td>\n",
                            "      <td>-0.000370</td>\n",
                            "      <td>-0.044000</td>\n",
                            "      <td>3.461670</td>\n",
                            "      <td>-0.000264</td>\n",
                            "      <td>0.180249</td>\n",
                            "      <td>-0.342000</td>\n",
                            "      <td>-189.225000</td>\n",
                            "      <td>0.001480</td>\n",
                            "      <td>0.104423</td>\n",
                            "      <td>-0.002680</td>\n",
                            "      <td>-0.000320</td>\n",
                            "      <td>0.115045</td>\n",
                            "      <td>5260.200000</td>\n",
                            "      <td>0.000244</td>\n",
                            "      <td>-0.384000</td>\n",
                            "      <td>-0.103020</td>\n",
                            "      <td>1.202210</td>\n",
                            "      <td>-0.161000</td>\n",
                            "      <td>0.134749</td>\n",
                            "      <td>-0.030000</td>\n",
                            "      <td>21.500000</td>\n",
                            "      <td>-0.004680</td>\n",
                            "      <td>0.002858</td>\n",
                            "      <td>3156.760000</td>\n",
                            "      <td>-0.004850</td>\n",
                            "      <td>344.000000</td>\n",
                            "      <td>0.480221</td>\n",
                            "      <td>-0.213000</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>-0.120200</td>\n",
                            "      <td>3.100020</td>\n",
                            "      <td>0.318948</td>\n",
                            "      <td>0.003051</td>\n",
                            "      <td>0.202606</td>\n",
                            "      <td>1.500200</td>\n",
                            "      <td>-0.014000</td>\n",
                            "      <td>3.099670</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.186370</td>\n",
                            "      <td>-0.120573</td>\n",
                            "      <td>-0.120160</td>\n",
                            "      <td>200.750000</td>\n",
                            "      <td>2120.750000</td>\n",
                            "      <td>-0.291000</td>\n",
                            "      <td>3.462175</td>\n",
                            "      <td>7.600000</td>\n",
                            "      <td>7.000000</td>\n",
                            "      <td>-0.025000</td>\n",
                            "      <td>-0.065000</td>\n",
                            "      <td>-0.000420</td>\n",
                            "      <td>-0.082000</td>\n",
                            "      <td>1.159110</td>\n",
                            "      <td>21.489200</td>\n",
                            "      <td>1.081960</td>\n",
                            "      <td>0.000211</td>\n",
                            "      <td>-0.203000</td>\n",
                            "      <td>-0.143000</td>\n",
                            "      <td>-0.336531</td>\n",
                            "      <td>6793.520000</td>\n",
                            "      <td>1.201830</td>\n",
                            "      <td>2372.000000</td>\n",
                            "      <td>1.096170</td>\n",
                            "      <td>0.200207</td>\n",
                            "      <td>-0.000282</td>\n",
                            "      <td>0.163000</td>\n",
                            "      <td>0.099000</td>\n",
                            "      <td>-0.039000</td>\n",
                            "      <td>1.081960</td>\n",
                            "      <td>-0.031000</td>\n",
                            "      <td>0.001032</td>\n",
                            "      <td>-0.113782</td>\n",
                            "      <td>0.481304</td>\n",
                            "      <td>-0.066000</td>\n",
                            "      <td>66597.200000</td>\n",
                            "      <td>0.143000</td>\n",
                            "      <td>622.000000</td>\n",
                            "      <td>-0.016000</td>\n",
                            "      <td>0.048819</td>\n",
                            "      <td>-6.505000</td>\n",
                            "      <td>0.331045</td>\n",
                            "      <td>-0.187960</td>\n",
                            "      <td>-0.119990</td>\n",
                            "      <td>0.048892</td>\n",
                            "      <td>17.394700</td>\n",
                            "      <td>2.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>75%</th>\n",
                            "      <td>2.789849</td>\n",
                            "      <td>-0.094000</td>\n",
                            "      <td>-0.171000</td>\n",
                            "      <td>0.649000</td>\n",
                            "      <td>1.314000</td>\n",
                            "      <td>-0.079000</td>\n",
                            "      <td>-0.234000</td>\n",
                            "      <td>11.027000</td>\n",
                            "      <td>-0.042000</td>\n",
                            "      <td>485.462000</td>\n",
                            "      <td>0.481000</td>\n",
                            "      <td>1.812900</td>\n",
                            "      <td>8.000000</td>\n",
                            "      <td>0.005341</td>\n",
                            "      <td>-0.264000</td>\n",
                            "      <td>35279.000000</td>\n",
                            "      <td>-0.061000</td>\n",
                            "      <td>-0.082000</td>\n",
                            "      <td>1.265635</td>\n",
                            "      <td>1.001090</td>\n",
                            "      <td>137.695232</td>\n",
                            "      <td>74.757800</td>\n",
                            "      <td>-0.270000</td>\n",
                            "      <td>1937.000000</td>\n",
                            "      <td>0.003082</td>\n",
                            "      <td>0.000760</td>\n",
                            "      <td>0.802521</td>\n",
                            "      <td>-0.151000</td>\n",
                            "      <td>-0.052000</td>\n",
                            "      <td>-0.007000</td>\n",
                            "      <td>-0.092000</td>\n",
                            "      <td>0.004324</td>\n",
                            "      <td>0.676560</td>\n",
                            "      <td>-0.006000</td>\n",
                            "      <td>-0.045000</td>\n",
                            "      <td>3439.710000</td>\n",
                            "      <td>0.693000</td>\n",
                            "      <td>-0.052000</td>\n",
                            "      <td>0.675000</td>\n",
                            "      <td>-0.208000</td>\n",
                            "      <td>0.489968</td>\n",
                            "      <td>0.663000</td>\n",
                            "      <td>95.336100</td>\n",
                            "      <td>0.714000</td>\n",
                            "      <td>0.379000</td>\n",
                            "      <td>-0.023000</td>\n",
                            "      <td>-0.118000</td>\n",
                            "      <td>-17.034200</td>\n",
                            "      <td>104.974000</td>\n",
                            "      <td>1.506640</td>\n",
                            "      <td>989.610000</td>\n",
                            "      <td>0.655000</td>\n",
                            "      <td>-0.022000</td>\n",
                            "      <td>-0.070000</td>\n",
                            "      <td>0.180615</td>\n",
                            "      <td>8.320000</td>\n",
                            "      <td>513.061000</td>\n",
                            "      <td>-0.117000</td>\n",
                            "      <td>5775.470000</td>\n",
                            "      <td>-0.028000</td>\n",
                            "      <td>104.209000</td>\n",
                            "      <td>0.996107</td>\n",
                            "      <td>-0.001870</td>\n",
                            "      <td>0.799000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.005531</td>\n",
                            "      <td>67589.00000</td>\n",
                            "      <td>0.005460</td>\n",
                            "      <td>0.577000</td>\n",
                            "      <td>3.480470</td>\n",
                            "      <td>0.006644</td>\n",
                            "      <td>0.180854</td>\n",
                            "      <td>0.747000</td>\n",
                            "      <td>-171.837000</td>\n",
                            "      <td>0.006510</td>\n",
                            "      <td>0.352127</td>\n",
                            "      <td>-0.001870</td>\n",
                            "      <td>0.005080</td>\n",
                            "      <td>1.766078</td>\n",
                            "      <td>5559.150000</td>\n",
                            "      <td>0.006462</td>\n",
                            "      <td>-0.261000</td>\n",
                            "      <td>-0.060290</td>\n",
                            "      <td>1.209190</td>\n",
                            "      <td>0.599000</td>\n",
                            "      <td>0.963293</td>\n",
                            "      <td>-0.024000</td>\n",
                            "      <td>21.936900</td>\n",
                            "      <td>0.014590</td>\n",
                            "      <td>0.005527</td>\n",
                            "      <td>3349.600000</td>\n",
                            "      <td>0.009860</td>\n",
                            "      <td>1947.000000</td>\n",
                            "      <td>0.482399</td>\n",
                            "      <td>-0.168000</td>\n",
                            "      <td>4.000000</td>\n",
                            "      <td>-0.115430</td>\n",
                            "      <td>3.106650</td>\n",
                            "      <td>3.596831</td>\n",
                            "      <td>0.005338</td>\n",
                            "      <td>0.300467</td>\n",
                            "      <td>1.506130</td>\n",
                            "      <td>-0.009000</td>\n",
                            "      <td>3.105510</td>\n",
                            "      <td>0.004410</td>\n",
                            "      <td>-0.181160</td>\n",
                            "      <td>-0.115793</td>\n",
                            "      <td>-0.115660</td>\n",
                            "      <td>256.110000</td>\n",
                            "      <td>2283.800000</td>\n",
                            "      <td>-0.104000</td>\n",
                            "      <td>3.478620</td>\n",
                            "      <td>49.700000</td>\n",
                            "      <td>11.000000</td>\n",
                            "      <td>-0.017000</td>\n",
                            "      <td>-0.056000</td>\n",
                            "      <td>0.004420</td>\n",
                            "      <td>-0.056000</td>\n",
                            "      <td>1.164340</td>\n",
                            "      <td>21.895900</td>\n",
                            "      <td>1.082340</td>\n",
                            "      <td>0.005662</td>\n",
                            "      <td>-0.154000</td>\n",
                            "      <td>0.633000</td>\n",
                            "      <td>-0.111034</td>\n",
                            "      <td>6931.540000</td>\n",
                            "      <td>1.210030</td>\n",
                            "      <td>2913.000000</td>\n",
                            "      <td>1.096630</td>\n",
                            "      <td>0.202234</td>\n",
                            "      <td>0.001901</td>\n",
                            "      <td>0.525000</td>\n",
                            "      <td>0.635000</td>\n",
                            "      <td>-0.029000</td>\n",
                            "      <td>1.082370</td>\n",
                            "      <td>-0.022000</td>\n",
                            "      <td>0.007742</td>\n",
                            "      <td>1.950734</td>\n",
                            "      <td>0.483003</td>\n",
                            "      <td>-0.060000</td>\n",
                            "      <td>67150.500000</td>\n",
                            "      <td>0.662000</td>\n",
                            "      <td>705.600000</td>\n",
                            "      <td>-0.008000</td>\n",
                            "      <td>0.053700</td>\n",
                            "      <td>12.013000</td>\n",
                            "      <td>0.950195</td>\n",
                            "      <td>-0.181320</td>\n",
                            "      <td>-0.115260</td>\n",
                            "      <td>0.054257</td>\n",
                            "      <td>17.601000</td>\n",
                            "      <td>3.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>max</th>\n",
                            "      <td>47.147304</td>\n",
                            "      <td>8.927000</td>\n",
                            "      <td>3.515000</td>\n",
                            "      <td>2.104000</td>\n",
                            "      <td>6.666000</td>\n",
                            "      <td>10.331000</td>\n",
                            "      <td>5.609000</td>\n",
                            "      <td>13.204500</td>\n",
                            "      <td>2.379000</td>\n",
                            "      <td>713.481000</td>\n",
                            "      <td>6.072000</td>\n",
                            "      <td>3.439840</td>\n",
                            "      <td>277.000000</td>\n",
                            "      <td>0.012787</td>\n",
                            "      <td>4.764000</td>\n",
                            "      <td>65535.000000</td>\n",
                            "      <td>3.144000</td>\n",
                            "      <td>3.500000</td>\n",
                            "      <td>10.816002</td>\n",
                            "      <td>1.002630</td>\n",
                            "      <td>155.341293</td>\n",
                            "      <td>77.360400</td>\n",
                            "      <td>7.896000</td>\n",
                            "      <td>89849.000000</td>\n",
                            "      <td>0.005861</td>\n",
                            "      <td>0.028230</td>\n",
                            "      <td>0.805348</td>\n",
                            "      <td>5.584000</td>\n",
                            "      <td>2.295000</td>\n",
                            "      <td>1.471000</td>\n",
                            "      <td>2.975000</td>\n",
                            "      <td>0.063612</td>\n",
                            "      <td>0.715940</td>\n",
                            "      <td>2.345000</td>\n",
                            "      <td>4.791000</td>\n",
                            "      <td>5199.030000</td>\n",
                            "      <td>2.974000</td>\n",
                            "      <td>4.220000</td>\n",
                            "      <td>2.931000</td>\n",
                            "      <td>5.315000</td>\n",
                            "      <td>5.418907</td>\n",
                            "      <td>1.036000</td>\n",
                            "      <td>98.515100</td>\n",
                            "      <td>7.362000</td>\n",
                            "      <td>10.676000</td>\n",
                            "      <td>2.164000</td>\n",
                            "      <td>2.047000</td>\n",
                            "      <td>-12.104900</td>\n",
                            "      <td>231.768000</td>\n",
                            "      <td>1.512750</td>\n",
                            "      <td>1981.220000</td>\n",
                            "      <td>2.769000</td>\n",
                            "      <td>2.269000</td>\n",
                            "      <td>4.685000</td>\n",
                            "      <td>0.181670</td>\n",
                            "      <td>630.790000</td>\n",
                            "      <td>733.034000</td>\n",
                            "      <td>6.504000</td>\n",
                            "      <td>6993.740000</td>\n",
                            "      <td>-0.018000</td>\n",
                            "      <td>231.824000</td>\n",
                            "      <td>0.997280</td>\n",
                            "      <td>0.000700</td>\n",
                            "      <td>4.882000</td>\n",
                            "      <td>2981.000000</td>\n",
                            "      <td>0.013532</td>\n",
                            "      <td>72038.10000</td>\n",
                            "      <td>0.012240</td>\n",
                            "      <td>2.228000</td>\n",
                            "      <td>3.536610</td>\n",
                            "      <td>0.014525</td>\n",
                            "      <td>0.181906</td>\n",
                            "      <td>2.735000</td>\n",
                            "      <td>-130.017000</td>\n",
                            "      <td>0.012740</td>\n",
                            "      <td>29.988310</td>\n",
                            "      <td>0.000450</td>\n",
                            "      <td>0.010190</td>\n",
                            "      <td>3.103093</td>\n",
                            "      <td>6935.640000</td>\n",
                            "      <td>0.012718</td>\n",
                            "      <td>2.520000</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>1.220760</td>\n",
                            "      <td>4.008000</td>\n",
                            "      <td>14.328284</td>\n",
                            "      <td>3.886000</td>\n",
                            "      <td>24.108600</td>\n",
                            "      <td>0.033500</td>\n",
                            "      <td>0.032605</td>\n",
                            "      <td>4563.760000</td>\n",
                            "      <td>0.035810</td>\n",
                            "      <td>89849.000000</td>\n",
                            "      <td>0.484981</td>\n",
                            "      <td>9.500000</td>\n",
                            "      <td>2519.000000</td>\n",
                            "      <td>-0.106130</td>\n",
                            "      <td>3.113230</td>\n",
                            "      <td>24.035934</td>\n",
                            "      <td>0.015817</td>\n",
                            "      <td>0.486908</td>\n",
                            "      <td>1.513730</td>\n",
                            "      <td>4.647000</td>\n",
                            "      <td>3.114000</td>\n",
                            "      <td>0.010110</td>\n",
                            "      <td>-0.175720</td>\n",
                            "      <td>-0.109508</td>\n",
                            "      <td>-0.109400</td>\n",
                            "      <td>588.428000</td>\n",
                            "      <td>3399.770000</td>\n",
                            "      <td>7.771000</td>\n",
                            "      <td>3.551920</td>\n",
                            "      <td>350.600000</td>\n",
                            "      <td>15.000000</td>\n",
                            "      <td>2.566000</td>\n",
                            "      <td>3.805000</td>\n",
                            "      <td>0.012410</td>\n",
                            "      <td>5.615000</td>\n",
                            "      <td>1.169950</td>\n",
                            "      <td>24.060200</td>\n",
                            "      <td>1.086660</td>\n",
                            "      <td>0.010743</td>\n",
                            "      <td>8.023000</td>\n",
                            "      <td>3.216000</td>\n",
                            "      <td>9.579012</td>\n",
                            "      <td>9519.610000</td>\n",
                            "      <td>1.220040</td>\n",
                            "      <td>5851.000000</td>\n",
                            "      <td>1.103040</td>\n",
                            "      <td>0.204912</td>\n",
                            "      <td>0.004807</td>\n",
                            "      <td>2.097000</td>\n",
                            "      <td>2.446000</td>\n",
                            "      <td>3.905000</td>\n",
                            "      <td>1.086860</td>\n",
                            "      <td>2.162000</td>\n",
                            "      <td>0.013032</td>\n",
                            "      <td>9.377945</td>\n",
                            "      <td>0.487615</td>\n",
                            "      <td>3.575000</td>\n",
                            "      <td>70941.300000</td>\n",
                            "      <td>2.884000</td>\n",
                            "      <td>1000.300000</td>\n",
                            "      <td>2.676000</td>\n",
                            "      <td>0.066852</td>\n",
                            "      <td>23.324000</td>\n",
                            "      <td>14.013760</td>\n",
                            "      <td>-0.175660</td>\n",
                            "      <td>-0.106130</td>\n",
                            "      <td>0.081375</td>\n",
                            "      <td>19.115400</td>\n",
                            "      <td>4.000000</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "                0           1           2           3           4           5  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     2.896237    0.188863    0.173095   -0.027581    0.480722    0.197494   \n",
                            "std      7.292555    1.259107    0.840200    1.002319    1.135420    1.170167   \n",
                            "min     -5.480920   -0.339000   -0.647000   -2.641000   -0.379000   -0.487000   \n",
                            "25%     -0.376062   -0.173000   -0.288000   -0.835000   -0.302000   -0.232000   \n",
                            "50%      0.626941   -0.138000   -0.240000    0.086000   -0.256000   -0.139000   \n",
                            "75%      2.789849   -0.094000   -0.171000    0.649000    1.314000   -0.079000   \n",
                            "max     47.147304    8.927000    3.515000    2.104000    6.666000   10.331000   \n",
                            "\n",
                            "                6           7           8           9          10          11  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.069344   10.317147    0.012734  485.253058   -0.021876    1.600143   \n",
                            "std      0.908489    1.079116    0.368060   77.195474    0.910039    0.389972   \n",
                            "min     -0.585000    6.931490   -0.141000  405.786000   -0.917000    0.886290   \n",
                            "25%     -0.302000    9.522120   -0.056000  435.423000   -0.617000    1.279040   \n",
                            "50%     -0.276000   10.300000   -0.050000  450.603000   -0.531000    1.619050   \n",
                            "75%     -0.234000   11.027000   -0.042000  485.462000    0.481000    1.812900   \n",
                            "max      5.609000   13.204500    2.379000  713.481000    6.072000    3.439840   \n",
                            "\n",
                            "               12          13          14            15          16  \\\n",
                            "count  241.000000  241.000000  241.000000    241.000000  241.000000   \n",
                            "mean    10.406639    0.002964   -0.008349  30720.639004    0.034029   \n",
                            "std     30.518311    0.003676    0.795318   8048.655426    0.681926   \n",
                            "min      0.000000   -0.009542   -0.458000  12665.000000   -0.712000   \n",
                            "25%      2.000000    0.000763   -0.360000  25711.000000   -0.229000   \n",
                            "50%      4.000000    0.002858   -0.310000  30368.000000   -0.151000   \n",
                            "75%      8.000000    0.005341   -0.264000  35279.000000   -0.061000   \n",
                            "max    277.000000    0.012787    4.764000  65535.000000    3.144000   \n",
                            "\n",
                            "               17          18          19          20          21          22  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    -0.020668    0.670769    0.999942  110.196248   73.768865    0.153216   \n",
                            "std      0.511785    1.788453    0.001467   32.847867    1.469633    1.320506   \n",
                            "min     -0.241000   -1.705394    0.997439    5.555556   70.543400   -0.663000   \n",
                            "25%     -0.114000   -0.513781    0.998694   86.716605   72.690500   -0.438000   \n",
                            "50%     -0.097000    0.323487    1.000040  117.634949   73.813800   -0.357000   \n",
                            "75%     -0.082000    1.265635    1.001090  137.695232   74.757800   -0.270000   \n",
                            "max      3.500000   10.816002    1.002630  155.341293   77.360400    7.896000   \n",
                            "\n",
                            "                 23          24          25          26          27  \\\n",
                            "count    241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    2933.817427    0.000177   -0.000349    0.800150   -0.026710   \n",
                            "std    10281.733830    0.003053    0.011905    0.003005    0.651361   \n",
                            "min       19.000000   -0.005625   -0.017540    0.794495   -0.401000   \n",
                            "25%       89.000000   -0.002522   -0.008380    0.797670   -0.226000   \n",
                            "50%      343.000000    0.000287   -0.005330    0.800253   -0.184000   \n",
                            "75%     1937.000000    0.003082    0.000760    0.802521   -0.151000   \n",
                            "max    89849.000000    0.005861    0.028230    0.805348    5.584000   \n",
                            "\n",
                            "               28          29          30          31          32          33  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.013261   -0.030934   -0.063091    0.004136    0.668627   -0.001788   \n",
                            "std      0.414919    0.124301    0.403680    0.004784    0.014690    0.277209   \n",
                            "min     -0.337000   -0.391000   -0.388000    0.001314    0.637560   -0.756000   \n",
                            "25%     -0.078000   -0.020000   -0.165000    0.002770    0.657700   -0.015000   \n",
                            "50%     -0.064000   -0.010000   -0.123000    0.003564    0.668150   -0.010000   \n",
                            "75%     -0.052000   -0.007000   -0.092000    0.004324    0.676560   -0.006000   \n",
                            "max      2.295000    1.471000    2.975000    0.063612    0.715940    2.345000   \n",
                            "\n",
                            "               34           35          36          37          38  \\\n",
                            "count  241.000000   241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.049369  3374.396598    0.013021    0.026303    0.063178   \n",
                            "std      0.661628   309.656122    0.953983    0.478558    0.988246   \n",
                            "min     -0.387000  2921.740000   -1.474000   -0.226000   -3.038000   \n",
                            "25%     -0.134000  3182.380000   -0.862000   -0.067000   -0.630000   \n",
                            "50%     -0.075000  3297.880000    0.038000   -0.060000    0.128000   \n",
                            "75%     -0.045000  3439.710000    0.693000   -0.052000    0.675000   \n",
                            "max      4.791000  5199.030000    2.974000    4.220000    2.931000   \n",
                            "\n",
                            "               39          40          41          42          43          44  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.186340   -0.367715    0.033523   94.257518    0.295822    0.301029   \n",
                            "std      1.105448    1.310704    0.775074    1.460076    1.360700    1.516739   \n",
                            "min     -0.617000   -5.726388   -1.598000   90.769000   -0.921000   -0.710000   \n",
                            "25%     -0.350000   -1.003419   -0.866000   93.140600   -0.507000   -0.402000   \n",
                            "50%     -0.275000   -0.141134    0.458000   94.357600   -0.368000   -0.273000   \n",
                            "75%     -0.208000    0.489968    0.663000   95.336100    0.714000    0.379000   \n",
                            "max      5.315000    5.418907    1.036000   98.515100    7.362000   10.676000   \n",
                            "\n",
                            "               45          46          47          48          49  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    -0.022407    0.031494  -37.730951   93.454921    1.500247   \n",
                            "std      0.262505    0.570990   35.285297   23.122230    0.007070   \n",
                            "min     -0.577000   -0.210000 -135.553000   54.753400    1.487150   \n",
                            "25%     -0.043000   -0.162000  -23.534700   76.673100    1.494140   \n",
                            "50%     -0.032000   -0.142000  -18.839500   90.340900    1.500220   \n",
                            "75%     -0.023000   -0.118000  -17.034200  104.974000    1.506640   \n",
                            "max      2.164000    2.047000  -12.104900  231.768000    1.512750   \n",
                            "\n",
                            "                50          51          52          53          54  \\\n",
                            "count   241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    914.074913   -0.019203   -0.018066    0.006876    0.179764   \n",
                            "std     244.301836    0.964409    0.205286    0.568278    0.004534   \n",
                            "min     564.973000   -3.094000   -0.100000   -0.180000    0.110569   \n",
                            "25%     767.290000   -0.580000   -0.047000   -0.103000    0.179454   \n",
                            "50%     871.995000   -0.021000   -0.033000   -0.089000    0.180026   \n",
                            "75%     989.610000    0.655000   -0.022000   -0.070000    0.180615   \n",
                            "max    1981.220000    2.769000    2.269000    4.685000    0.181670   \n",
                            "\n",
                            "               55          56          57           58          59  \\\n",
                            "count  241.000000  241.000000  241.000000   241.000000  241.000000   \n",
                            "mean   -22.214813  511.535519    0.235237  5501.975934   -0.028701   \n",
                            "std     73.105561   76.513085    1.244387   444.069261    0.003878   \n",
                            "min   -398.930000  435.121000   -0.567000  4048.390000   -0.044000   \n",
                            "25%    -57.860000  462.295000   -0.337000  5197.630000   -0.030000   \n",
                            "50%      2.310000  476.454000   -0.218000  5502.270000   -0.029000   \n",
                            "75%      8.320000  513.061000   -0.117000  5775.470000   -0.028000   \n",
                            "max    630.790000  733.034000    6.504000  6993.740000   -0.018000   \n",
                            "\n",
                            "               60          61          62          63           64  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000   241.000000   \n",
                            "mean    92.615749    0.995563   -0.002553    0.160162    83.128631   \n",
                            "std     22.966161    0.000759    0.001166    1.083103   384.913567   \n",
                            "min     54.142400    0.992900   -0.005660   -2.656000     0.000000   \n",
                            "25%     76.248800    0.995105   -0.003250   -0.514000     0.000000   \n",
                            "50%     89.740100    0.995619   -0.002680    0.068000     0.000000   \n",
                            "75%    104.209000    0.996107   -0.001870    0.799000     0.000000   \n",
                            "max    231.824000    0.997280    0.000700    4.882000  2981.000000   \n",
                            "\n",
                            "               65           66          67          68          69  \\\n",
                            "count  241.000000    241.00000  241.000000  241.000000  241.000000   \n",
                            "mean     0.003150  66952.43527   -0.000151   -0.126216    3.461026   \n",
                            "std      0.003898   1036.35418    0.006656    0.963614    0.025242   \n",
                            "min     -0.007620  64466.50000   -0.012510   -3.115000    3.364580   \n",
                            "25%      0.000571  66198.70000   -0.005620   -0.715000    3.440230   \n",
                            "50%      0.003052  66982.70000   -0.000370   -0.044000    3.461670   \n",
                            "75%      0.005531  67589.00000    0.005460    0.577000    3.480470   \n",
                            "max      0.013532  72038.10000    0.012240    2.228000    3.536610   \n",
                            "\n",
                            "               70          71          72          73          74          75  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.000173    0.180250    0.074129 -213.740199    0.000669   -1.005121   \n",
                            "std      0.007306    0.000724    0.849443   60.122016    0.006961    3.415393   \n",
                            "min     -0.013684    0.178449   -1.089000 -407.349000   -0.013290  -17.349288   \n",
                            "25%     -0.005793    0.179704   -0.513000 -227.668000   -0.005240   -1.701505   \n",
                            "50%     -0.000264    0.180249   -0.342000 -189.225000    0.001480    0.104423   \n",
                            "75%      0.006644    0.180854    0.747000 -171.837000    0.006510    0.352127   \n",
                            "max      0.014525    0.181906    2.735000 -130.017000    0.012740   29.988310   \n",
                            "\n",
                            "               76          77          78           79          80  \\\n",
                            "count  241.000000  241.000000  241.000000   241.000000  240.000000   \n",
                            "mean    -0.002614    0.000138    0.102417  5289.434689   -0.001873   \n",
                            "std      0.001206    0.005830    1.807908   442.965719    0.012334   \n",
                            "min     -0.005950   -0.010440   -3.095769  3936.700000   -0.067341   \n",
                            "25%     -0.003370   -0.004670   -1.408275  5017.240000   -0.007001   \n",
                            "50%     -0.002680   -0.000320    0.115045  5260.200000    0.000244   \n",
                            "75%     -0.001870    0.005080    1.766078  5559.150000    0.006462   \n",
                            "max      0.000450    0.010190    3.103093  6935.640000    0.012718   \n",
                            "\n",
                            "               81          82          83          84          85          86  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    -0.112606   -0.090961    1.200877    0.041929    0.229890   -0.004672   \n",
                            "std      0.659863    0.026577    0.011043    0.987633    1.673996    0.305104   \n",
                            "min     -0.561000   -0.120550    1.179350   -1.555000   -1.759945   -0.082000   \n",
                            "25%     -0.439000   -0.109850    1.191650   -0.752000   -0.906364   -0.038000   \n",
                            "50%     -0.384000   -0.103020    1.202210   -0.161000    0.134749   -0.030000   \n",
                            "75%     -0.261000   -0.060290    1.209190    0.599000    0.963293   -0.024000   \n",
                            "max      2.520000    0.000000    1.220760    4.008000   14.328284    3.886000   \n",
                            "\n",
                            "               87          88          89           90          91  \\\n",
                            "count  241.000000  241.000000  241.000000   241.000000  241.000000   \n",
                            "mean    21.575083   -0.001860    0.003160  3209.696846   -0.003171   \n",
                            "std      0.568868    0.019904    0.004859   291.728477    0.018455   \n",
                            "min     20.315100   -0.034280   -0.022897  2562.260000   -0.034810   \n",
                            "25%     21.198900   -0.019940    0.000191  3032.010000   -0.018780   \n",
                            "50%     21.500000   -0.004680    0.002858  3156.760000   -0.004850   \n",
                            "75%     21.936900    0.014590    0.005527  3349.600000    0.009860   \n",
                            "max     24.108600    0.033500    0.032605  4563.760000    0.035810   \n",
                            "\n",
                            "                 92          93          94           95          96  \\\n",
                            "count    241.000000  241.000000  241.000000   241.000000  241.000000   \n",
                            "mean    2997.887967    0.480173    0.189266   186.647303   -0.119680   \n",
                            "std    10293.896410    0.002698    1.315798   488.136333    0.005887   \n",
                            "min       19.000000    0.475317   -0.487000     0.000000   -0.130800   \n",
                            "25%       92.000000    0.477832   -0.260000     0.000000   -0.124450   \n",
                            "50%      344.000000    0.480221   -0.213000     1.000000   -0.120200   \n",
                            "75%     1947.000000    0.482399   -0.168000     4.000000   -0.115430   \n",
                            "max    89849.000000    0.484981    9.500000  2519.000000   -0.106130   \n",
                            "\n",
                            "               97          98          99         100         101         102  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     3.099720    2.559629    0.002960    0.237636    1.499809    0.029145   \n",
                            "std      0.007935    4.804075    0.003838    0.076518    0.007201    0.424760   \n",
                            "min      3.085270   -1.397187   -0.009344    0.154440    1.486270   -0.050000   \n",
                            "25%      3.092810   -0.311754    0.000572    0.187019    1.493270   -0.021000   \n",
                            "50%      3.100020    0.318948    0.003051    0.202606    1.500200   -0.014000   \n",
                            "75%      3.106650    3.596831    0.005338    0.300467    1.506130   -0.009000   \n",
                            "max      3.113230   24.035934    0.015817    0.486908    1.513730    4.647000   \n",
                            "\n",
                            "              103         104         105         106         107         108  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     3.099553   -0.000071   -0.190581   -0.120343   -0.119985  234.783456   \n",
                            "std      0.007258    0.005670    0.014160    0.005699    0.005676   74.225817   \n",
                            "min      3.085330   -0.027130   -0.224540   -0.131364   -0.130800  166.123000   \n",
                            "25%      3.093160   -0.003890   -0.192060   -0.124899   -0.124560  187.695000   \n",
                            "50%      3.099670    0.000000   -0.186370   -0.120573   -0.120160  200.750000   \n",
                            "75%      3.105510    0.004410   -0.181160   -0.115793   -0.115660  256.110000   \n",
                            "max      3.114000    0.010110   -0.175720   -0.109508   -0.109400  588.428000   \n",
                            "\n",
                            "               109         110         111         112         113  \\\n",
                            "count   241.000000  241.000000  240.000000  241.000000  241.000000   \n",
                            "mean   2166.673320    0.203801    3.461492   -7.679253    7.373444   \n",
                            "std     292.588265    1.287119    0.021884   86.727625    4.553565   \n",
                            "min    1558.580000   -0.829000    3.418260 -375.100000    0.000000   \n",
                            "25%    1995.870000   -0.397000    3.444070  -49.300000    3.000000   \n",
                            "50%    2120.750000   -0.291000    3.462175    7.600000    7.000000   \n",
                            "75%    2283.800000   -0.104000    3.478620   49.700000   11.000000   \n",
                            "max    3399.770000    7.771000    3.551920  350.600000   15.000000   \n",
                            "\n",
                            "              114         115         116         117         118         119  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    -0.016577   -0.018851   -0.000730    0.123324    1.159376   21.546107   \n",
                            "std      0.168077    0.425309    0.006864    0.843847    0.005760    0.570710   \n",
                            "min     -0.145000   -0.120000   -0.012330   -0.211000    1.142940   20.284300   \n",
                            "25%     -0.033000   -0.077000   -0.007000   -0.111000    1.154680   21.170900   \n",
                            "50%     -0.025000   -0.065000   -0.000420   -0.082000    1.159110   21.489200   \n",
                            "75%     -0.017000   -0.056000    0.004420   -0.056000    1.164340   21.895900   \n",
                            "max      2.566000    3.805000    0.012410    5.615000    1.169950   24.060200   \n",
                            "\n",
                            "              120         121         122         123         124  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     1.081985    0.000166    0.109295   -0.061141   -0.130815   \n",
                            "std      0.000726    0.005912    0.922277    1.064828    1.343756   \n",
                            "min      1.080300   -0.010552   -0.327000   -2.687000   -2.553137   \n",
                            "25%      1.081550   -0.005199   -0.239000   -0.749000   -0.632551   \n",
                            "50%      1.081960    0.000211   -0.203000   -0.143000   -0.336531   \n",
                            "75%      1.082340    0.005662   -0.154000    0.633000   -0.111034   \n",
                            "max      1.086660    0.010743    8.023000    3.216000    9.579012   \n",
                            "\n",
                            "               125         126          127         128         129  \\\n",
                            "count   241.000000  241.000000   241.000000  241.000000  241.000000   \n",
                            "mean   6847.262199    1.201011  2533.721992    1.095481    0.200070   \n",
                            "std     339.585165    0.011163   862.632339    0.005365    0.002706   \n",
                            "min    6326.940000    1.178380  1088.000000    1.034370    0.195055   \n",
                            "25%    6683.540000    1.192910  1877.000000    1.095510    0.197630   \n",
                            "50%    6793.520000    1.201830  2372.000000    1.096170    0.200207   \n",
                            "75%    6931.540000    1.210030  2913.000000    1.096630    0.202234   \n",
                            "max    9519.610000    1.220040  5851.000000    1.103040    0.204912   \n",
                            "\n",
                            "              130         131         132         133         134         135  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000   \n",
                            "mean    -0.000131    0.192946    0.033415    0.275295    1.081986   -0.016282   \n",
                            "std      0.002579    0.560935    1.026032    0.721509    0.000737    0.187918   \n",
                            "min     -0.005204   -1.324000   -3.278000   -0.067000    1.080560   -0.087000   \n",
                            "25%     -0.002324   -0.169000   -0.701000   -0.045000    1.081430   -0.041000   \n",
                            "50%     -0.000282    0.163000    0.099000   -0.039000    1.081960   -0.031000   \n",
                            "75%      0.001901    0.525000    0.635000   -0.029000    1.082370   -0.022000   \n",
                            "max      0.004807    2.097000    2.446000    3.905000    1.086860    2.162000   \n",
                            "\n",
                            "              136         137         138         139           140  \\\n",
                            "count  241.000000  241.000000  241.000000  241.000000    241.000000   \n",
                            "mean     0.000509    0.841300    0.481024    0.065315  66527.912033   \n",
                            "std      0.007683    1.967162    0.002722    0.553110    984.369717   \n",
                            "min     -0.013714   -1.167757    0.473471   -0.445000  64232.600000   \n",
                            "25%     -0.006222   -0.340205    0.479187   -0.075000  65840.500000   \n",
                            "50%      0.001032   -0.113782    0.481304   -0.066000  66597.200000   \n",
                            "75%      0.007742    1.950734    0.483003   -0.060000  67150.500000   \n",
                            "max      0.013032    9.377945    0.487615    3.575000  70941.300000   \n",
                            "\n",
                            "              141          142         143         144         145  \\\n",
                            "count  241.000000   241.000000  241.000000  241.000000  241.000000   \n",
                            "mean     0.026423   623.763071   -0.012303    0.048857   -7.025282   \n",
                            "std      1.021819   153.485060    0.175072    0.007280   20.287606   \n",
                            "min     -3.459000   -34.200000   -0.131000    0.025462  -56.596000   \n",
                            "25%     -0.701000   533.800000   -0.036000    0.043592  -23.704000   \n",
                            "50%      0.143000   622.000000   -0.016000    0.048819   -6.505000   \n",
                            "75%      0.662000   705.600000   -0.008000    0.053700   12.013000   \n",
                            "max      2.884000  1000.300000    2.676000    0.066852   23.324000   \n",
                            "\n",
                            "              146         147         148         149         150      target  \n",
                            "count  241.000000  241.000000  241.000000  241.000000  241.000000  241.000000  \n",
                            "mean     0.339133   -0.194543   -0.119841    0.049164   17.398949    2.037344  \n",
                            "std      1.649083    0.016006    0.005890    0.008036    0.372590    1.058033  \n",
                            "min     -1.775220   -0.225140   -0.131510    0.021371   16.577100    1.000000  \n",
                            "25%     -0.962219   -0.210560   -0.124670    0.043767   17.128800    1.000000  \n",
                            "50%      0.331045   -0.187960   -0.119990    0.048892   17.394700    2.000000  \n",
                            "75%      0.950195   -0.181320   -0.115260    0.054257   17.601000    3.000000  \n",
                            "max     14.013760   -0.175660   -0.106130    0.081375   19.115400    4.000000  "
                        ]
                    },
                    "execution_count": 10,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Pycaret will split data into train, valid,\n",
                "# and hold-out test set for us\n",
                "rare_df = df[df['target'] != 0]\n",
                "rare_df.describe()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 42,
            "id": "af950065-15c8-4992-87ba-5cc1f5b6a945",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
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                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
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                            "\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>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>...</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>count</th>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.000000</td>\n",
                            "      <td>500.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>mean</th>\n",
                            "      <td>0.011848</td>\n",
                            "      <td>-0.008254</td>\n",
                            "      <td>-0.064298</td>\n",
                            "      <td>-0.017906</td>\n",
                            "      <td>0.080760</td>\n",
                            "      <td>0.044358</td>\n",
                            "      <td>-0.000220</td>\n",
                            "      <td>10.171591</td>\n",
                            "      <td>-0.033016</td>\n",
                            "      <td>440.512106</td>\n",
                            "      <td>...</td>\n",
                            "      <td>679.145800</td>\n",
                            "      <td>-0.017710</td>\n",
                            "      <td>0.050038</td>\n",
                            "      <td>-6.662234</td>\n",
                            "      <td>-0.065610</td>\n",
                            "      <td>-0.196214</td>\n",
                            "      <td>-0.119738</td>\n",
                            "      <td>0.050348</td>\n",
                            "      <td>17.429396</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>std</th>\n",
                            "      <td>0.959274</td>\n",
                            "      <td>0.643983</td>\n",
                            "      <td>0.604477</td>\n",
                            "      <td>1.019938</td>\n",
                            "      <td>0.900109</td>\n",
                            "      <td>0.984548</td>\n",
                            "      <td>0.764013</td>\n",
                            "      <td>1.092165</td>\n",
                            "      <td>0.231370</td>\n",
                            "      <td>17.833010</td>\n",
                            "      <td>...</td>\n",
                            "      <td>125.332504</td>\n",
                            "      <td>0.182244</td>\n",
                            "      <td>0.007569</td>\n",
                            "      <td>18.251680</td>\n",
                            "      <td>0.973645</td>\n",
                            "      <td>0.016983</td>\n",
                            "      <td>0.005736</td>\n",
                            "      <td>0.007918</td>\n",
                            "      <td>0.312354</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>min</th>\n",
                            "      <td>-2.658028</td>\n",
                            "      <td>-0.442000</td>\n",
                            "      <td>-0.407000</td>\n",
                            "      <td>-2.799000</td>\n",
                            "      <td>-0.517000</td>\n",
                            "      <td>-0.501000</td>\n",
                            "      <td>-0.506000</td>\n",
                            "      <td>7.768940</td>\n",
                            "      <td>-0.113000</td>\n",
                            "      <td>388.303000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>385.100000</td>\n",
                            "      <td>-0.163000</td>\n",
                            "      <td>0.030690</td>\n",
                            "      <td>-49.510000</td>\n",
                            "      <td>-1.890601</td>\n",
                            "      <td>-0.224940</td>\n",
                            "      <td>-0.132810</td>\n",
                            "      <td>0.030346</td>\n",
                            "      <td>16.659900</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25%</th>\n",
                            "      <td>-0.706521</td>\n",
                            "      <td>-0.180000</td>\n",
                            "      <td>-0.298000</td>\n",
                            "      <td>-0.822000</td>\n",
                            "      <td>-0.308000</td>\n",
                            "      <td>-0.186250</td>\n",
                            "      <td>-0.310000</td>\n",
                            "      <td>9.392893</td>\n",
                            "      <td>-0.059000</td>\n",
                            "      <td>427.804000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>598.550000</td>\n",
                            "      <td>-0.041000</td>\n",
                            "      <td>0.045348</td>\n",
                            "      <td>-21.197500</td>\n",
                            "      <td>-0.987904</td>\n",
                            "      <td>-0.216207</td>\n",
                            "      <td>-0.124360</td>\n",
                            "      <td>0.045271</td>\n",
                            "      <td>17.220900</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50%</th>\n",
                            "      <td>-0.062817</td>\n",
                            "      <td>-0.113000</td>\n",
                            "      <td>-0.261000</td>\n",
                            "      <td>-0.062000</td>\n",
                            "      <td>-0.275000</td>\n",
                            "      <td>-0.118000</td>\n",
                            "      <td>-0.280000</td>\n",
                            "      <td>10.061250</td>\n",
                            "      <td>-0.051000</td>\n",
                            "      <td>439.018000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>667.100000</td>\n",
                            "      <td>-0.024000</td>\n",
                            "      <td>0.049347</td>\n",
                            "      <td>-4.744000</td>\n",
                            "      <td>-0.091265</td>\n",
                            "      <td>-0.189020</td>\n",
                            "      <td>-0.119445</td>\n",
                            "      <td>0.049897</td>\n",
                            "      <td>17.424850</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>75%</th>\n",
                            "      <td>0.723968</td>\n",
                            "      <td>-0.084000</td>\n",
                            "      <td>-0.195000</td>\n",
                            "      <td>0.714000</td>\n",
                            "      <td>-0.239000</td>\n",
                            "      <td>-0.078000</td>\n",
                            "      <td>-0.238250</td>\n",
                            "      <td>10.720675</td>\n",
                            "      <td>-0.045000</td>\n",
                            "      <td>453.119250</td>\n",
                            "      <td>...</td>\n",
                            "      <td>752.525000</td>\n",
                            "      <td>-0.010000</td>\n",
                            "      <td>0.055026</td>\n",
                            "      <td>10.737750</td>\n",
                            "      <td>0.855180</td>\n",
                            "      <td>-0.181660</td>\n",
                            "      <td>-0.114897</td>\n",
                            "      <td>0.054320</td>\n",
                            "      <td>17.645650</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>max</th>\n",
                            "      <td>2.602134</td>\n",
                            "      <td>6.507000</td>\n",
                            "      <td>3.011000</td>\n",
                            "      <td>2.625000</td>\n",
                            "      <td>4.660000</td>\n",
                            "      <td>11.792000</td>\n",
                            "      <td>6.856000</td>\n",
                            "      <td>14.471900</td>\n",
                            "      <td>3.240000</td>\n",
                            "      <td>489.722000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>1069.400000</td>\n",
                            "      <td>2.124000</td>\n",
                            "      <td>0.083105</td>\n",
                            "      <td>20.542000</td>\n",
                            "      <td>1.853839</td>\n",
                            "      <td>-0.175380</td>\n",
                            "      <td>-0.108120</td>\n",
                            "      <td>0.109032</td>\n",
                            "      <td>18.791300</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>8 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "                0           1           2           3           4           5  \\\n",
                            "count  500.000000  500.000000  500.000000  500.000000  500.000000  500.000000   \n",
                            "mean     0.011848   -0.008254   -0.064298   -0.017906    0.080760    0.044358   \n",
                            "std      0.959274    0.643983    0.604477    1.019938    0.900109    0.984548   \n",
                            "min     -2.658028   -0.442000   -0.407000   -2.799000   -0.517000   -0.501000   \n",
                            "25%     -0.706521   -0.180000   -0.298000   -0.822000   -0.308000   -0.186250   \n",
                            "50%     -0.062817   -0.113000   -0.261000   -0.062000   -0.275000   -0.118000   \n",
                            "75%      0.723968   -0.084000   -0.195000    0.714000   -0.239000   -0.078000   \n",
                            "max      2.602134    6.507000    3.011000    2.625000    4.660000   11.792000   \n",
                            "\n",
                            "                6           7           8           9  ...          142  \\\n",
                            "count  500.000000  500.000000  500.000000  500.000000  ...   500.000000   \n",
                            "mean    -0.000220   10.171591   -0.033016  440.512106  ...   679.145800   \n",
                            "std      0.764013    1.092165    0.231370   17.833010  ...   125.332504   \n",
                            "min     -0.506000    7.768940   -0.113000  388.303000  ...   385.100000   \n",
                            "25%     -0.310000    9.392893   -0.059000  427.804000  ...   598.550000   \n",
                            "50%     -0.280000   10.061250   -0.051000  439.018000  ...   667.100000   \n",
                            "75%     -0.238250   10.720675   -0.045000  453.119250  ...   752.525000   \n",
                            "max      6.856000   14.471900    3.240000  489.722000  ...  1069.400000   \n",
                            "\n",
                            "              143         144         145         146         147         148  \\\n",
                            "count  500.000000  500.000000  500.000000  500.000000  500.000000  500.000000   \n",
                            "mean    -0.017710    0.050038   -6.662234   -0.065610   -0.196214   -0.119738   \n",
                            "std      0.182244    0.007569   18.251680    0.973645    0.016983    0.005736   \n",
                            "min     -0.163000    0.030690  -49.510000   -1.890601   -0.224940   -0.132810   \n",
                            "25%     -0.041000    0.045348  -21.197500   -0.987904   -0.216207   -0.124360   \n",
                            "50%     -0.024000    0.049347   -4.744000   -0.091265   -0.189020   -0.119445   \n",
                            "75%     -0.010000    0.055026   10.737750    0.855180   -0.181660   -0.114897   \n",
                            "max      2.124000    0.083105   20.542000    1.853839   -0.175380   -0.108120   \n",
                            "\n",
                            "              149         150  target  \n",
                            "count  500.000000  500.000000   500.0  \n",
                            "mean     0.050348   17.429396     0.0  \n",
                            "std      0.007918    0.312354     0.0  \n",
                            "min      0.030346   16.659900     0.0  \n",
                            "25%      0.045271   17.220900     0.0  \n",
                            "50%      0.049897   17.424850     0.0  \n",
                            "75%      0.054320   17.645650     0.0  \n",
                            "max      0.109032   18.791300     0.0  \n",
                            "\n",
                            "[8 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 42,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "some_class0 = df[:500]\n",
                "some_class0.describe()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 47,
            "id": "ae3f4b52-bd89-4164-b8cd-8f67fdf16a7d",
            "metadata": {},
            "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",
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                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
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                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>...</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>0.899922</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>1.022</td>\n",
                            "      <td>-0.304</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>12.06400</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>462.092</td>\n",
                            "      <td>...</td>\n",
                            "      <td>764.3</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>0.060303</td>\n",
                            "      <td>13.383</td>\n",
                            "      <td>0.819909</td>\n",
                            "      <td>-0.18291</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>0.060684</td>\n",
                            "      <td>17.1094</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>1.050575</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>1.526</td>\n",
                            "      <td>9.92919</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>466.645</td>\n",
                            "      <td>...</td>\n",
                            "      <td>532.5</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.044870</td>\n",
                            "      <td>14.887</td>\n",
                            "      <td>1.642613</td>\n",
                            "      <td>-0.19030</td>\n",
                            "      <td>-0.12308</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-1.206626</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-0.289</td>\n",
                            "      <td>1.099</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>11.07720</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>419.784</td>\n",
                            "      <td>...</td>\n",
                            "      <td>651.4</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>0.054069</td>\n",
                            "      <td>-2.932</td>\n",
                            "      <td>0.464588</td>\n",
                            "      <td>-0.18631</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-1.082795</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>1.748</td>\n",
                            "      <td>2.167</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.39798</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>433.346</td>\n",
                            "      <td>...</td>\n",
                            "      <td>603.4</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.043571</td>\n",
                            "      <td>-44.990</td>\n",
                            "      <td>0.335563</td>\n",
                            "      <td>-0.19257</td>\n",
                            "      <td>-0.11309</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.891784</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>1.757</td>\n",
                            "      <td>-0.782</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>9.42913</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>429.280</td>\n",
                            "      <td>...</td>\n",
                            "      <td>417.4</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>0.041588</td>\n",
                            "      <td>-12.205</td>\n",
                            "      <td>-0.728111</td>\n",
                            "      <td>-0.18187</td>\n",
                            "      <td>-0.12143</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>...</td>\n",
                            "      <td>375.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>...</td>\n",
                            "      <td>389.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>...</td>\n",
                            "      <td>625.4</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>...</td>\n",
                            "      <td>865.1</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>...</td>\n",
                            "      <td>512.7</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>741 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              0      1      2      3      4      5      6         7      8  \\\n",
                            "0      0.899922 -0.161 -0.244  1.022 -0.304 -0.156 -0.310  12.06400 -0.051   \n",
                            "1      1.050575 -0.285 -0.298 -0.776 -0.263 -0.118  1.526   9.92919 -0.059   \n",
                            "2     -1.206626 -0.202 -0.289  1.099 -0.302 -0.176 -0.330  11.07720 -0.075   \n",
                            "3     -1.082795 -0.125  1.748  2.167 -0.239 -0.242 -0.292   9.39798 -0.045   \n",
                            "4      0.891784 -0.219  1.757 -0.782 -0.268 -0.099 -0.239   9.42913 -0.067   \n",
                            "...         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236  0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237 -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238  0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239 -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240 -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9  ...    142    143       144     145       146      147  \\\n",
                            "0      462.092  ...  764.3 -0.005  0.060303  13.383  0.819909 -0.18291   \n",
                            "1      466.645  ...  532.5 -0.023  0.044870  14.887  1.642613 -0.19030   \n",
                            "2      419.784  ...  651.4 -0.035  0.054069  -2.932  0.464588 -0.18631   \n",
                            "3      433.346  ...  603.4 -0.008  0.043571 -44.990  0.335563 -0.19257   \n",
                            "4      429.280  ...  417.4 -0.025  0.041588 -12.205 -0.728111 -0.18187   \n",
                            "...        ...  ...    ...    ...       ...     ...       ...      ...   \n",
                            "10236  443.974  ...  375.9 -0.051  0.049026   1.273 -0.533203 -0.18568   \n",
                            "10237  450.603  ...  389.9 -0.051  0.054744 -29.510 -0.725361 -0.21962   \n",
                            "10238  427.511  ...  625.4 -0.051  0.046761  13.455 -1.775220 -0.18374   \n",
                            "10239  424.143  ...  865.1 -0.015  0.054070 -15.422  1.265340 -0.18110   \n",
                            "10240  446.200  ...  512.7 -0.013  0.060589 -27.832 -1.252290 -0.20301   \n",
                            "\n",
                            "           148       149      150  target  \n",
                            "0     -0.12259  0.060684  17.1094       0  \n",
                            "1     -0.12308  0.045252  17.0932       0  \n",
                            "2     -0.12413  0.050065  17.2080       0  \n",
                            "3     -0.11309  0.045097  17.5977       0  \n",
                            "4     -0.12143  0.043112  17.2664       0  \n",
                            "...        ...       ...      ...     ...  \n",
                            "10236 -0.11735  0.053982  17.1961       3  \n",
                            "10237 -0.11697  0.059700  16.9488       3  \n",
                            "10238 -0.11664  0.045234  16.9493       1  \n",
                            "10239 -0.12317  0.052165  16.9989       1  \n",
                            "10240 -0.12495  0.057537  16.9364       4  \n",
                            "\n",
                            "[741 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 47,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "test_set = pd.concat([some_class0, rare_df])\n",
                "test_set"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 52,
            "id": "736c4848-f195-4fd2-bd8b-2cd66e141bdc",
            "metadata": {},
            "outputs": [],
            "source": [
                "test_set.to_csv(DATA_DIR / \"test.csv\")"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "d234c51d-7476-402f-b588-46f43a5c8a90",
            "metadata": {
                "tags": []
            },
            "source": [
                "## Exp 01: Play with pycaret data preprocesses\n",
                "\n",
                "- USE MINORITY-CLASS RECORDS TO EVALUATE MODEL\n",
                "- Enable stratified data split\n",
                "- Stratified k-fold training\n",
                "- Fill NaN by using feature's mean\n",
                "- Fix class imbalance by using SMOTETomek\n",
                "- Normalize features by using zscore\n",
                "- No outlier removal to prevent feature loss\n",
                "- No use of feature engineering techniques: a*b, polynomial, trigonometry (due to limited time)\n",
                "- Enable feature selection by using some tree models to select\n",
                "- Remove multicollinearity (highly correlated features)\n",
                "- Enable PCA (reduce feature space dimension)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "3b2e7d27-5229-41ee-b8c5-d1c717237f8a",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_5af03_row5_col1, #T_5af03_row18_col1, #T_5af03_row29_col1, #T_5af03_row33_col1, #T_5af03_row42_col1, #T_5af03_row44_col1, #T_5af03_row52_col1, #T_5af03_row58_col1 {\n",
                            "  background-color: lightgreen;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_5af03\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_5af03_level0_col0\" class=\"col_heading level0 col0\" >Description</th>\n",
                            "      <th id=\"T_5af03_level0_col1\" class=\"col_heading level0 col1\" >Value</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_5af03_row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
                            "      <td id=\"T_5af03_row0_col1\" class=\"data row0 col1\" >17</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
                            "      <td id=\"T_5af03_row1_col0\" class=\"data row1 col0\" >Target</td>\n",
                            "      <td id=\"T_5af03_row1_col1\" class=\"data row1 col1\" >target</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
                            "      <td id=\"T_5af03_row2_col0\" class=\"data row2 col0\" >Target Type</td>\n",
                            "      <td id=\"T_5af03_row2_col1\" class=\"data row2 col1\" >Multiclass</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
                            "      <td id=\"T_5af03_row3_col0\" class=\"data row3 col0\" >Label Encoded</td>\n",
                            "      <td id=\"T_5af03_row3_col1\" class=\"data row3 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
                            "      <td id=\"T_5af03_row4_col0\" class=\"data row4 col0\" >Original Data</td>\n",
                            "      <td id=\"T_5af03_row4_col1\" class=\"data row4 col1\" >(10241, 152)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
                            "      <td id=\"T_5af03_row5_col0\" class=\"data row5 col0\" >Missing Values</td>\n",
                            "      <td id=\"T_5af03_row5_col1\" class=\"data row5 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
                            "      <td id=\"T_5af03_row6_col0\" class=\"data row6 col0\" >Numeric Features</td>\n",
                            "      <td id=\"T_5af03_row6_col1\" class=\"data row6 col1\" >150</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
                            "      <td id=\"T_5af03_row7_col0\" class=\"data row7 col0\" >Categorical Features</td>\n",
                            "      <td id=\"T_5af03_row7_col1\" class=\"data row7 col1\" >1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
                            "      <td id=\"T_5af03_row8_col0\" class=\"data row8 col0\" >Ordinal Features</td>\n",
                            "      <td id=\"T_5af03_row8_col1\" class=\"data row8 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
                            "      <td id=\"T_5af03_row9_col0\" class=\"data row9 col0\" >High Cardinality Features</td>\n",
                            "      <td id=\"T_5af03_row9_col1\" class=\"data row9 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
                            "      <td id=\"T_5af03_row10_col0\" class=\"data row10 col0\" >High Cardinality Method</td>\n",
                            "      <td id=\"T_5af03_row10_col1\" class=\"data row10 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
                            "      <td id=\"T_5af03_row11_col0\" class=\"data row11 col0\" >Transformed Train Set</td>\n",
                            "      <td id=\"T_5af03_row11_col1\" class=\"data row11 col1\" >(8192, 131)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
                            "      <td id=\"T_5af03_row12_col0\" class=\"data row12 col0\" >Transformed Test Set</td>\n",
                            "      <td id=\"T_5af03_row12_col1\" class=\"data row12 col1\" >(2049, 131)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
                            "      <td id=\"T_5af03_row13_col0\" class=\"data row13 col0\" >Shuffle Train-Test</td>\n",
                            "      <td id=\"T_5af03_row13_col1\" class=\"data row13 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
                            "      <td id=\"T_5af03_row14_col0\" class=\"data row14 col0\" >Stratify Train-Test</td>\n",
                            "      <td id=\"T_5af03_row14_col1\" class=\"data row14 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
                            "      <td id=\"T_5af03_row15_col0\" class=\"data row15 col0\" >Fold Generator</td>\n",
                            "      <td id=\"T_5af03_row15_col1\" class=\"data row15 col1\" >StratifiedKFold</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
                            "      <td id=\"T_5af03_row16_col0\" class=\"data row16 col0\" >Fold Number</td>\n",
                            "      <td id=\"T_5af03_row16_col1\" class=\"data row16 col1\" >5</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
                            "      <td id=\"T_5af03_row17_col0\" class=\"data row17 col0\" >CPU Jobs</td>\n",
                            "      <td id=\"T_5af03_row17_col1\" class=\"data row17 col1\" >-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
                            "      <td id=\"T_5af03_row18_col0\" class=\"data row18 col0\" >Use GPU</td>\n",
                            "      <td id=\"T_5af03_row18_col1\" class=\"data row18 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
                            "      <td id=\"T_5af03_row19_col0\" class=\"data row19 col0\" >Log Experiment</td>\n",
                            "      <td id=\"T_5af03_row19_col1\" class=\"data row19 col1\" >['mlflow']</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
                            "      <td id=\"T_5af03_row20_col0\" class=\"data row20 col0\" >Experiment Name</td>\n",
                            "      <td id=\"T_5af03_row20_col1\" class=\"data row20 col1\" >clf-default-name</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
                            "      <td id=\"T_5af03_row21_col0\" class=\"data row21 col0\" >USI</td>\n",
                            "      <td id=\"T_5af03_row21_col1\" class=\"data row21 col1\" >f019</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
                            "      <td id=\"T_5af03_row22_col0\" class=\"data row22 col0\" >Imputation Type</td>\n",
                            "      <td id=\"T_5af03_row22_col1\" class=\"data row22 col1\" >simple</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
                            "      <td id=\"T_5af03_row23_col0\" class=\"data row23 col0\" >Iterative Imputation Iteration</td>\n",
                            "      <td id=\"T_5af03_row23_col1\" class=\"data row23 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
                            "      <td id=\"T_5af03_row24_col0\" class=\"data row24 col0\" >Numeric Imputer</td>\n",
                            "      <td id=\"T_5af03_row24_col1\" class=\"data row24 col1\" >mean</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
                            "      <td id=\"T_5af03_row25_col0\" class=\"data row25 col0\" >Iterative Imputation Numeric Model</td>\n",
                            "      <td id=\"T_5af03_row25_col1\" class=\"data row25 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
                            "      <td id=\"T_5af03_row26_col0\" class=\"data row26 col0\" >Categorical Imputer</td>\n",
                            "      <td id=\"T_5af03_row26_col1\" class=\"data row26 col1\" >constant</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
                            "      <td id=\"T_5af03_row27_col0\" class=\"data row27 col0\" >Iterative Imputation Categorical Model</td>\n",
                            "      <td id=\"T_5af03_row27_col1\" class=\"data row27 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
                            "      <td id=\"T_5af03_row28_col0\" class=\"data row28 col0\" >Unknown Categoricals Handling</td>\n",
                            "      <td id=\"T_5af03_row28_col1\" class=\"data row28 col1\" >least_frequent</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
                            "      <td id=\"T_5af03_row29_col0\" class=\"data row29 col0\" >Normalize</td>\n",
                            "      <td id=\"T_5af03_row29_col1\" class=\"data row29 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
                            "      <td id=\"T_5af03_row30_col0\" class=\"data row30 col0\" >Normalize Method</td>\n",
                            "      <td id=\"T_5af03_row30_col1\" class=\"data row30 col1\" >zscore</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
                            "      <td id=\"T_5af03_row31_col0\" class=\"data row31 col0\" >Transformation</td>\n",
                            "      <td id=\"T_5af03_row31_col1\" class=\"data row31 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
                            "      <td id=\"T_5af03_row32_col0\" class=\"data row32 col0\" >Transformation Method</td>\n",
                            "      <td id=\"T_5af03_row32_col1\" class=\"data row32 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
                            "      <td id=\"T_5af03_row33_col0\" class=\"data row33 col0\" >PCA</td>\n",
                            "      <td id=\"T_5af03_row33_col1\" class=\"data row33 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
                            "      <td id=\"T_5af03_row34_col0\" class=\"data row34 col0\" >PCA Method</td>\n",
                            "      <td id=\"T_5af03_row34_col1\" class=\"data row34 col1\" >linear</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
                            "      <td id=\"T_5af03_row35_col0\" class=\"data row35 col0\" >PCA Components</td>\n",
                            "      <td id=\"T_5af03_row35_col1\" class=\"data row35 col1\" >0.990000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
                            "      <td id=\"T_5af03_row36_col0\" class=\"data row36 col0\" >Ignore Low Variance</td>\n",
                            "      <td id=\"T_5af03_row36_col1\" class=\"data row36 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
                            "      <td id=\"T_5af03_row37_col0\" class=\"data row37 col0\" >Combine Rare Levels</td>\n",
                            "      <td id=\"T_5af03_row37_col1\" class=\"data row37 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
                            "      <td id=\"T_5af03_row38_col0\" class=\"data row38 col0\" >Rare Level Threshold</td>\n",
                            "      <td id=\"T_5af03_row38_col1\" class=\"data row38 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
                            "      <td id=\"T_5af03_row39_col0\" class=\"data row39 col0\" >Numeric Binning</td>\n",
                            "      <td id=\"T_5af03_row39_col1\" class=\"data row39 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
                            "      <td id=\"T_5af03_row40_col0\" class=\"data row40 col0\" >Remove Outliers</td>\n",
                            "      <td id=\"T_5af03_row40_col1\" class=\"data row40 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
                            "      <td id=\"T_5af03_row41_col0\" class=\"data row41 col0\" >Outliers Threshold</td>\n",
                            "      <td id=\"T_5af03_row41_col1\" class=\"data row41 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
                            "      <td id=\"T_5af03_row42_col0\" class=\"data row42 col0\" >Remove Multicollinearity</td>\n",
                            "      <td id=\"T_5af03_row42_col1\" class=\"data row42 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
                            "      <td id=\"T_5af03_row43_col0\" class=\"data row43 col0\" >Multicollinearity Threshold</td>\n",
                            "      <td id=\"T_5af03_row43_col1\" class=\"data row43 col1\" >0.900000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
                            "      <td id=\"T_5af03_row44_col0\" class=\"data row44 col0\" >Remove Perfect Collinearity</td>\n",
                            "      <td id=\"T_5af03_row44_col1\" class=\"data row44 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
                            "      <td id=\"T_5af03_row45_col0\" class=\"data row45 col0\" >Clustering</td>\n",
                            "      <td id=\"T_5af03_row45_col1\" class=\"data row45 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
                            "      <td id=\"T_5af03_row46_col0\" class=\"data row46 col0\" >Clustering Iteration</td>\n",
                            "      <td id=\"T_5af03_row46_col1\" class=\"data row46 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
                            "      <td id=\"T_5af03_row47_col0\" class=\"data row47 col0\" >Polynomial Features</td>\n",
                            "      <td id=\"T_5af03_row47_col1\" class=\"data row47 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
                            "      <td id=\"T_5af03_row48_col0\" class=\"data row48 col0\" >Polynomial Degree</td>\n",
                            "      <td id=\"T_5af03_row48_col1\" class=\"data row48 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
                            "      <td id=\"T_5af03_row49_col0\" class=\"data row49 col0\" >Trignometry Features</td>\n",
                            "      <td id=\"T_5af03_row49_col1\" class=\"data row49 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
                            "      <td id=\"T_5af03_row50_col0\" class=\"data row50 col0\" >Polynomial Threshold</td>\n",
                            "      <td id=\"T_5af03_row50_col1\" class=\"data row50 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
                            "      <td id=\"T_5af03_row51_col0\" class=\"data row51 col0\" >Group Features</td>\n",
                            "      <td id=\"T_5af03_row51_col1\" class=\"data row51 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
                            "      <td id=\"T_5af03_row52_col0\" class=\"data row52 col0\" >Feature Selection</td>\n",
                            "      <td id=\"T_5af03_row52_col1\" class=\"data row52 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
                            "      <td id=\"T_5af03_row53_col0\" class=\"data row53 col0\" >Feature Selection Method</td>\n",
                            "      <td id=\"T_5af03_row53_col1\" class=\"data row53 col1\" >classic</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
                            "      <td id=\"T_5af03_row54_col0\" class=\"data row54 col0\" >Features Selection Threshold</td>\n",
                            "      <td id=\"T_5af03_row54_col1\" class=\"data row54 col1\" >0.800000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
                            "      <td id=\"T_5af03_row55_col0\" class=\"data row55 col0\" >Feature Interaction</td>\n",
                            "      <td id=\"T_5af03_row55_col1\" class=\"data row55 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
                            "      <td id=\"T_5af03_row56_col0\" class=\"data row56 col0\" >Feature Ratio</td>\n",
                            "      <td id=\"T_5af03_row56_col1\" class=\"data row56 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
                            "      <td id=\"T_5af03_row57_col0\" class=\"data row57 col0\" >Interaction Threshold</td>\n",
                            "      <td id=\"T_5af03_row57_col1\" class=\"data row57 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
                            "      <td id=\"T_5af03_row58_col0\" class=\"data row58 col0\" >Fix Imbalance</td>\n",
                            "      <td id=\"T_5af03_row58_col1\" class=\"data row58 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_5af03_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
                            "      <td id=\"T_5af03_row59_col0\" class=\"data row59 col0\" >Fix Imbalance Method</td>\n",
                            "      <td id=\"T_5af03_row59_col1\" class=\"data row59 col1\" >SMOTETomek</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x1bf03843b20>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "exp_baseline = setup(\n",
                "    data=df,\n",
                "    train_size=0.8, # split training and hold-out test set\n",
                "    target='target',\n",
                "    session_id=random_seed,\n",
                "    use_gpu=True,\n",
                "    \n",
                "    data_split_shuffle=True,\n",
                "    data_split_stratify=True,\n",
                "    fold_strategy=\"stratifiedkfold\",\n",
                "    fold=5,\n",
                "            \n",
                "    imputation_type='simple', # there's a small number of missing values\n",
                "    numeric_imputation='mean', # use mean to replace missing values\n",
                "    \n",
                "    fix_imbalance=True,\n",
                "    fix_imbalance_method=SMOTETomek(), # imblearn's method\n",
                "    \n",
                "    remove_outliers=False,\n",
                "    outliers_threshold=0.05, # percentage of outliers in distribution's tail\n",
                "            \n",
                "    normalize=True,\n",
                "    normalize_method='zscore', # z=(x-u)/s\n",
                "    transformation=False,\n",
                "    transformation_method=\"yeo-johnson\",\n",
                "            \n",
                "    feature_interaction=False, # create a*b features\n",
                "    feature_ratio=False, # create a/b features\n",
                "    interaction_threshold=0.01, # threshold feature importance\n",
                "            \n",
                "    polynomial_features=False,\n",
                "    polynomial_degree=2,\n",
                "    polynomial_threshold=0.1,\n",
                "            \n",
                "    trigonometry_features=False, # create tan(x), sin(x), cos(x)\n",
                "    \n",
                "    feature_selection=True, # use tree models to compute feature importance\n",
                "    feature_selection_threshold=0.8,\n",
                "    \n",
                "    remove_multicollinearity=True, # drop highly correlated features\n",
                "    multicollinearity_threshold=0.9,\n",
                "            \n",
                "    pca=True, # reduce feature space dimension\n",
                "    pca_method=\"linear\",\n",
                "    pca_components=0.99, # % components to keep\n",
                "    \n",
                "    log_experiment=\"mlflow\",\n",
                "    log_plots=True,\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "2c4f76ea-6682-4035-b93b-2d1e62c74d64",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_860af_row5_col0, #T_860af_row5_col1, #T_860af_row5_col2, #T_860af_row5_col3, #T_860af_row5_col4, #T_860af_row5_col5, #T_860af_row5_col6 {\n",
                            "  background: yellow;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_860af\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_860af_level0_col0\" class=\"col_heading level0 col0\" >Accuracy</th>\n",
                            "      <th id=\"T_860af_level0_col1\" class=\"col_heading level0 col1\" >AUC</th>\n",
                            "      <th id=\"T_860af_level0_col2\" class=\"col_heading level0 col2\" >Recall</th>\n",
                            "      <th id=\"T_860af_level0_col3\" class=\"col_heading level0 col3\" >Prec.</th>\n",
                            "      <th id=\"T_860af_level0_col4\" class=\"col_heading level0 col4\" >F1</th>\n",
                            "      <th id=\"T_860af_level0_col5\" class=\"col_heading level0 col5\" >Kappa</th>\n",
                            "      <th id=\"T_860af_level0_col6\" class=\"col_heading level0 col6\" >MCC</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th class=\"index_name level0\" >Fold</th>\n",
                            "      <th class=\"blank col0\" >&nbsp;</th>\n",
                            "      <th class=\"blank col1\" >&nbsp;</th>\n",
                            "      <th class=\"blank col2\" >&nbsp;</th>\n",
                            "      <th class=\"blank col3\" >&nbsp;</th>\n",
                            "      <th class=\"blank col4\" >&nbsp;</th>\n",
                            "      <th class=\"blank col5\" >&nbsp;</th>\n",
                            "      <th class=\"blank col6\" >&nbsp;</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_860af_row0_col0\" class=\"data row0 col0\" >0.9811</td>\n",
                            "      <td id=\"T_860af_row0_col1\" class=\"data row0 col1\" >0.9087</td>\n",
                            "      <td id=\"T_860af_row0_col2\" class=\"data row0 col2\" >0.4298</td>\n",
                            "      <td id=\"T_860af_row0_col3\" class=\"data row0 col3\" >0.9655</td>\n",
                            "      <td id=\"T_860af_row0_col4\" class=\"data row0 col4\" >0.9731</td>\n",
                            "      <td id=\"T_860af_row0_col5\" class=\"data row0 col5\" >0.3879</td>\n",
                            "      <td id=\"T_860af_row0_col6\" class=\"data row0 col6\" >0.4591</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
                            "      <td id=\"T_860af_row1_col0\" class=\"data row1 col0\" >0.9811</td>\n",
                            "      <td id=\"T_860af_row1_col1\" class=\"data row1 col1\" >0.8962</td>\n",
                            "      <td id=\"T_860af_row1_col2\" class=\"data row1 col2\" >0.3724</td>\n",
                            "      <td id=\"T_860af_row1_col3\" class=\"data row1 col3\" >0.9741</td>\n",
                            "      <td id=\"T_860af_row1_col4\" class=\"data row1 col4\" >0.9734</td>\n",
                            "      <td id=\"T_860af_row1_col5\" class=\"data row1 col5\" >0.3634</td>\n",
                            "      <td id=\"T_860af_row1_col6\" class=\"data row1 col6\" >0.4527</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
                            "      <td id=\"T_860af_row2_col0\" class=\"data row2 col0\" >0.9817</td>\n",
                            "      <td id=\"T_860af_row2_col1\" class=\"data row2 col1\" >0.9039</td>\n",
                            "      <td id=\"T_860af_row2_col2\" class=\"data row2 col2\" >0.4123</td>\n",
                            "      <td id=\"T_860af_row2_col3\" class=\"data row2 col3\" >0.9687</td>\n",
                            "      <td id=\"T_860af_row2_col4\" class=\"data row2 col4\" >0.9742</td>\n",
                            "      <td id=\"T_860af_row2_col5\" class=\"data row2 col5\" >0.3957</td>\n",
                            "      <td id=\"T_860af_row2_col6\" class=\"data row2 col6\" >0.4648</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
                            "      <td id=\"T_860af_row3_col0\" class=\"data row3 col0\" >0.9835</td>\n",
                            "      <td id=\"T_860af_row3_col1\" class=\"data row3 col1\" >0.8492</td>\n",
                            "      <td id=\"T_860af_row3_col2\" class=\"data row3 col2\" >0.4552</td>\n",
                            "      <td id=\"T_860af_row3_col3\" class=\"data row3 col3\" >0.9770</td>\n",
                            "      <td id=\"T_860af_row3_col4\" class=\"data row3 col4\" >0.9777</td>\n",
                            "      <td id=\"T_860af_row3_col5\" class=\"data row3 col5\" >0.4665</td>\n",
                            "      <td id=\"T_860af_row3_col6\" class=\"data row3 col6\" >0.5368</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
                            "      <td id=\"T_860af_row4_col0\" class=\"data row4 col0\" >0.9823</td>\n",
                            "      <td id=\"T_860af_row4_col1\" class=\"data row4 col1\" >0.8432</td>\n",
                            "      <td id=\"T_860af_row4_col2\" class=\"data row4 col2\" >0.5032</td>\n",
                            "      <td id=\"T_860af_row4_col3\" class=\"data row4 col3\" >0.9781</td>\n",
                            "      <td id=\"T_860af_row4_col4\" class=\"data row4 col4\" >0.9760</td>\n",
                            "      <td id=\"T_860af_row4_col5\" class=\"data row4 col5\" >0.4681</td>\n",
                            "      <td id=\"T_860af_row4_col6\" class=\"data row4 col6\" >0.5170</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row5\" class=\"row_heading level0 row5\" >Mean</th>\n",
                            "      <td id=\"T_860af_row5_col0\" class=\"data row5 col0\" >0.9819</td>\n",
                            "      <td id=\"T_860af_row5_col1\" class=\"data row5 col1\" >0.8802</td>\n",
                            "      <td id=\"T_860af_row5_col2\" class=\"data row5 col2\" >0.4345</td>\n",
                            "      <td id=\"T_860af_row5_col3\" class=\"data row5 col3\" >0.9727</td>\n",
                            "      <td id=\"T_860af_row5_col4\" class=\"data row5 col4\" >0.9749</td>\n",
                            "      <td id=\"T_860af_row5_col5\" class=\"data row5 col5\" >0.4163</td>\n",
                            "      <td id=\"T_860af_row5_col6\" class=\"data row5 col6\" >0.4861</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_860af_level0_row6\" class=\"row_heading level0 row6\" >Std</th>\n",
                            "      <td id=\"T_860af_row6_col0\" class=\"data row6 col0\" >0.0009</td>\n",
                            "      <td id=\"T_860af_row6_col1\" class=\"data row6 col1\" >0.0281</td>\n",
                            "      <td id=\"T_860af_row6_col2\" class=\"data row6 col2\" >0.0436</td>\n",
                            "      <td id=\"T_860af_row6_col3\" class=\"data row6 col3\" >0.0048</td>\n",
                            "      <td id=\"T_860af_row6_col4\" class=\"data row6 col4\" >0.0017</td>\n",
                            "      <td id=\"T_860af_row6_col5\" class=\"data row6 col5\" >0.0430</td>\n",
                            "      <td id=\"T_860af_row6_col6\" class=\"data row6 col6\" >0.0341</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x1bf0384fc70>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "model1 = create_model('lightgbm')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "id": "ff77faf4-df72-4de3-9049-7558b90582f1",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x396 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# plot confusion matrix\n",
                "plot_model(model1, plot='confusion_matrix')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "id": "6282005b-6275-4efb-812e-78c896e93560",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x396 with 2 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# plot classification report\n",
                "plot_model(model1, plot = 'class_report')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "id": "c69234a4-ff75-416f-9bf8-ea97533e88dc",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x396 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# prediction error plot\n",
                "plot_model(model1, plot='error')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "id": "4f176f2c-543c-441c-b783-76c5c90f0f25",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 800x500 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "plot_model(model1, plot = 'feature')"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "46d625f5-a4d5-460c-b60e-2cf4d671ab54",
            "metadata": {},
            "source": [
                "## Fine tune model\n",
                "\n",
                "Use Random Grid Search to tune the hyper-parameters automatically. This takes a lot of time. I'll skip this step."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "id": "7aeae0fd-fcf8-4caa-bce8-450efc9ecb8d",
            "metadata": {},
            "outputs": [],
            "source": [
                "# tuned_et = tune_model(model1)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "a66458ca-8394-4eb0-9203-f248eeec2c9d",
            "metadata": {},
            "source": [
                "## Predict on test set"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "id": "2e2b0896-c206-4e70-9907-2403721e19e0",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "</style>\n",
                            "<table id=\"T_6637d\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_6637d_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_6637d_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
                            "      <th id=\"T_6637d_level0_col2\" class=\"col_heading level0 col2\" >AUC</th>\n",
                            "      <th id=\"T_6637d_level0_col3\" class=\"col_heading level0 col3\" >Recall</th>\n",
                            "      <th id=\"T_6637d_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
                            "      <th id=\"T_6637d_level0_col5\" class=\"col_heading level0 col5\" >F1</th>\n",
                            "      <th id=\"T_6637d_level0_col6\" class=\"col_heading level0 col6\" >Kappa</th>\n",
                            "      <th id=\"T_6637d_level0_col7\" class=\"col_heading level0 col7\" >MCC</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6637d_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_6637d_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
                            "      <td id=\"T_6637d_row0_col1\" class=\"data row0 col1\" >0.9834</td>\n",
                            "      <td id=\"T_6637d_row0_col2\" class=\"data row0 col2\" >0.8718</td>\n",
                            "      <td id=\"T_6637d_row0_col3\" class=\"data row0 col3\" >0.5331</td>\n",
                            "      <td id=\"T_6637d_row0_col4\" class=\"data row0 col4\" >0.9700</td>\n",
                            "      <td id=\"T_6637d_row0_col5\" class=\"data row0 col5\" >0.9765</td>\n",
                            "      <td id=\"T_6637d_row0_col6\" class=\"data row0 col6\" >0.4807</td>\n",
                            "      <td id=\"T_6637d_row0_col7\" class=\"data row0 col7\" >0.5413</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x1bf05a52040>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "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>Component_1</th>\n",
                            "      <th>Component_2</th>\n",
                            "      <th>Component_3</th>\n",
                            "      <th>Component_4</th>\n",
                            "      <th>Component_5</th>\n",
                            "      <th>Component_6</th>\n",
                            "      <th>Component_7</th>\n",
                            "      <th>Component_8</th>\n",
                            "      <th>Component_9</th>\n",
                            "      <th>Component_10</th>\n",
                            "      <th>...</th>\n",
                            "      <th>Component_125</th>\n",
                            "      <th>Component_126</th>\n",
                            "      <th>Component_127</th>\n",
                            "      <th>Component_128</th>\n",
                            "      <th>Component_129</th>\n",
                            "      <th>Component_130</th>\n",
                            "      <th>Component_131</th>\n",
                            "      <th>target</th>\n",
                            "      <th>Label</th>\n",
                            "      <th>Score</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>1.555895</td>\n",
                            "      <td>0.844401</td>\n",
                            "      <td>-1.656263</td>\n",
                            "      <td>1.335095</td>\n",
                            "      <td>0.734973</td>\n",
                            "      <td>1.687500</td>\n",
                            "      <td>-1.650980</td>\n",
                            "      <td>2.652503</td>\n",
                            "      <td>-3.107503</td>\n",
                            "      <td>-1.475750</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.129801</td>\n",
                            "      <td>0.404478</td>\n",
                            "      <td>0.420549</td>\n",
                            "      <td>-0.127147</td>\n",
                            "      <td>0.711169</td>\n",
                            "      <td>-0.927406</td>\n",
                            "      <td>0.012643</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>2.198228</td>\n",
                            "      <td>-2.717044</td>\n",
                            "      <td>2.650806</td>\n",
                            "      <td>-1.637699</td>\n",
                            "      <td>-0.511405</td>\n",
                            "      <td>-1.340959</td>\n",
                            "      <td>-2.455754</td>\n",
                            "      <td>0.320487</td>\n",
                            "      <td>0.657177</td>\n",
                            "      <td>1.134966</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.546987</td>\n",
                            "      <td>0.219187</td>\n",
                            "      <td>-0.023893</td>\n",
                            "      <td>-0.412384</td>\n",
                            "      <td>-0.486680</td>\n",
                            "      <td>0.090100</td>\n",
                            "      <td>0.553497</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>0.690282</td>\n",
                            "      <td>-2.469329</td>\n",
                            "      <td>3.374588</td>\n",
                            "      <td>1.605291</td>\n",
                            "      <td>3.434678</td>\n",
                            "      <td>-0.746788</td>\n",
                            "      <td>-1.114130</td>\n",
                            "      <td>-2.489548</td>\n",
                            "      <td>-0.567330</td>\n",
                            "      <td>0.864794</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.016200</td>\n",
                            "      <td>0.234843</td>\n",
                            "      <td>-0.441719</td>\n",
                            "      <td>-0.575080</td>\n",
                            "      <td>-0.519340</td>\n",
                            "      <td>-0.214647</td>\n",
                            "      <td>-0.087054</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>4.624753</td>\n",
                            "      <td>3.368456</td>\n",
                            "      <td>1.055701</td>\n",
                            "      <td>-1.229657</td>\n",
                            "      <td>1.681350</td>\n",
                            "      <td>0.820895</td>\n",
                            "      <td>1.330587</td>\n",
                            "      <td>-3.208401</td>\n",
                            "      <td>-1.220820</td>\n",
                            "      <td>-1.761166</td>\n",
                            "      <td>...</td>\n",
                            "      <td>1.037518</td>\n",
                            "      <td>-0.146594</td>\n",
                            "      <td>-0.061378</td>\n",
                            "      <td>-0.371612</td>\n",
                            "      <td>0.554662</td>\n",
                            "      <td>-0.095561</td>\n",
                            "      <td>-0.093209</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9996</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.912058</td>\n",
                            "      <td>-0.621081</td>\n",
                            "      <td>-3.438839</td>\n",
                            "      <td>2.792016</td>\n",
                            "      <td>0.369276</td>\n",
                            "      <td>-0.443441</td>\n",
                            "      <td>-0.319306</td>\n",
                            "      <td>-1.184063</td>\n",
                            "      <td>1.809821</td>\n",
                            "      <td>-1.045554</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.314269</td>\n",
                            "      <td>0.449235</td>\n",
                            "      <td>-0.533312</td>\n",
                            "      <td>0.552167</td>\n",
                            "      <td>-0.137289</td>\n",
                            "      <td>-0.751084</td>\n",
                            "      <td>0.708372</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2044</th>\n",
                            "      <td>-2.976920</td>\n",
                            "      <td>1.013968</td>\n",
                            "      <td>0.484296</td>\n",
                            "      <td>-0.719961</td>\n",
                            "      <td>-3.374573</td>\n",
                            "      <td>-0.705588</td>\n",
                            "      <td>0.821115</td>\n",
                            "      <td>0.640426</td>\n",
                            "      <td>-0.378200</td>\n",
                            "      <td>2.048959</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.995331</td>\n",
                            "      <td>-0.168242</td>\n",
                            "      <td>-0.763222</td>\n",
                            "      <td>-0.398990</td>\n",
                            "      <td>0.616146</td>\n",
                            "      <td>0.346233</td>\n",
                            "      <td>0.036582</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9997</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2045</th>\n",
                            "      <td>-0.823896</td>\n",
                            "      <td>3.138514</td>\n",
                            "      <td>2.156707</td>\n",
                            "      <td>-0.690667</td>\n",
                            "      <td>0.710675</td>\n",
                            "      <td>-3.387230</td>\n",
                            "      <td>1.232039</td>\n",
                            "      <td>-1.720073</td>\n",
                            "      <td>-2.700526</td>\n",
                            "      <td>0.249281</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.144106</td>\n",
                            "      <td>0.508933</td>\n",
                            "      <td>0.640432</td>\n",
                            "      <td>0.032264</td>\n",
                            "      <td>0.568480</td>\n",
                            "      <td>0.425113</td>\n",
                            "      <td>0.348592</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2046</th>\n",
                            "      <td>-4.905920</td>\n",
                            "      <td>0.279503</td>\n",
                            "      <td>-1.440625</td>\n",
                            "      <td>-0.967255</td>\n",
                            "      <td>-0.793225</td>\n",
                            "      <td>-0.378548</td>\n",
                            "      <td>0.362637</td>\n",
                            "      <td>1.463534</td>\n",
                            "      <td>0.461723</td>\n",
                            "      <td>2.196905</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.725565</td>\n",
                            "      <td>-0.260613</td>\n",
                            "      <td>0.351962</td>\n",
                            "      <td>0.556755</td>\n",
                            "      <td>-0.606702</td>\n",
                            "      <td>0.050759</td>\n",
                            "      <td>-0.091368</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2047</th>\n",
                            "      <td>2.368078</td>\n",
                            "      <td>0.326000</td>\n",
                            "      <td>-3.229228</td>\n",
                            "      <td>2.232781</td>\n",
                            "      <td>1.162071</td>\n",
                            "      <td>0.414007</td>\n",
                            "      <td>-0.718470</td>\n",
                            "      <td>0.847124</td>\n",
                            "      <td>-1.257798</td>\n",
                            "      <td>0.211033</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.308867</td>\n",
                            "      <td>-0.338461</td>\n",
                            "      <td>-0.725486</td>\n",
                            "      <td>0.492768</td>\n",
                            "      <td>0.312918</td>\n",
                            "      <td>0.137412</td>\n",
                            "      <td>-0.118373</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2048</th>\n",
                            "      <td>1.616243</td>\n",
                            "      <td>3.516653</td>\n",
                            "      <td>-2.663537</td>\n",
                            "      <td>0.561913</td>\n",
                            "      <td>1.083014</td>\n",
                            "      <td>-3.165365</td>\n",
                            "      <td>0.338108</td>\n",
                            "      <td>0.648367</td>\n",
                            "      <td>-1.500671</td>\n",
                            "      <td>0.868497</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-1.083126</td>\n",
                            "      <td>-0.046059</td>\n",
                            "      <td>-0.287662</td>\n",
                            "      <td>0.292256</td>\n",
                            "      <td>-0.672922</td>\n",
                            "      <td>0.027656</td>\n",
                            "      <td>0.646868</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9979</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>2049 rows × 134 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "      Component_1  Component_2  Component_3  Component_4  Component_5  \\\n",
                            "0        1.555895     0.844401    -1.656263     1.335095     0.734973   \n",
                            "1        2.198228    -2.717044     2.650806    -1.637699    -0.511405   \n",
                            "2        0.690282    -2.469329     3.374588     1.605291     3.434678   \n",
                            "3        4.624753     3.368456     1.055701    -1.229657     1.681350   \n",
                            "4        0.912058    -0.621081    -3.438839     2.792016     0.369276   \n",
                            "...           ...          ...          ...          ...          ...   \n",
                            "2044    -2.976920     1.013968     0.484296    -0.719961    -3.374573   \n",
                            "2045    -0.823896     3.138514     2.156707    -0.690667     0.710675   \n",
                            "2046    -4.905920     0.279503    -1.440625    -0.967255    -0.793225   \n",
                            "2047     2.368078     0.326000    -3.229228     2.232781     1.162071   \n",
                            "2048     1.616243     3.516653    -2.663537     0.561913     1.083014   \n",
                            "\n",
                            "      Component_6  Component_7  Component_8  Component_9  Component_10  ...  \\\n",
                            "0        1.687500    -1.650980     2.652503    -3.107503     -1.475750  ...   \n",
                            "1       -1.340959    -2.455754     0.320487     0.657177      1.134966  ...   \n",
                            "2       -0.746788    -1.114130    -2.489548    -0.567330      0.864794  ...   \n",
                            "3        0.820895     1.330587    -3.208401    -1.220820     -1.761166  ...   \n",
                            "4       -0.443441    -0.319306    -1.184063     1.809821     -1.045554  ...   \n",
                            "...           ...          ...          ...          ...           ...  ...   \n",
                            "2044    -0.705588     0.821115     0.640426    -0.378200      2.048959  ...   \n",
                            "2045    -3.387230     1.232039    -1.720073    -2.700526      0.249281  ...   \n",
                            "2046    -0.378548     0.362637     1.463534     0.461723      2.196905  ...   \n",
                            "2047     0.414007    -0.718470     0.847124    -1.257798      0.211033  ...   \n",
                            "2048    -3.165365     0.338108     0.648367    -1.500671      0.868497  ...   \n",
                            "\n",
                            "      Component_125  Component_126  Component_127  Component_128  \\\n",
                            "0          0.129801       0.404478       0.420549      -0.127147   \n",
                            "1         -0.546987       0.219187      -0.023893      -0.412384   \n",
                            "2         -0.016200       0.234843      -0.441719      -0.575080   \n",
                            "3          1.037518      -0.146594      -0.061378      -0.371612   \n",
                            "4         -0.314269       0.449235      -0.533312       0.552167   \n",
                            "...             ...            ...            ...            ...   \n",
                            "2044      -0.995331      -0.168242      -0.763222      -0.398990   \n",
                            "2045      -0.144106       0.508933       0.640432       0.032264   \n",
                            "2046      -0.725565      -0.260613       0.351962       0.556755   \n",
                            "2047       0.308867      -0.338461      -0.725486       0.492768   \n",
                            "2048      -1.083126      -0.046059      -0.287662       0.292256   \n",
                            "\n",
                            "      Component_129  Component_130  Component_131  target  Label   Score  \n",
                            "0          0.711169      -0.927406       0.012643       0      0  1.0000  \n",
                            "1         -0.486680       0.090100       0.553497       0      0  1.0000  \n",
                            "2         -0.519340      -0.214647      -0.087054       0      0  1.0000  \n",
                            "3          0.554662      -0.095561      -0.093209       0      0  0.9996  \n",
                            "4         -0.137289      -0.751084       0.708372       0      0  0.9998  \n",
                            "...             ...            ...            ...     ...    ...     ...  \n",
                            "2044       0.616146       0.346233       0.036582       0      0  0.9997  \n",
                            "2045       0.568480       0.425113       0.348592       0      0  0.9998  \n",
                            "2046      -0.606702       0.050759      -0.091368       0      0  0.9999  \n",
                            "2047       0.312918       0.137412      -0.118373       0      0  0.9999  \n",
                            "2048      -0.672922       0.027656       0.646868       0      0  0.9979  \n",
                            "\n",
                            "[2049 rows x 134 columns]"
                        ]
                    },
                    "execution_count": 19,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "predict_model(model1)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "id": "a6701d3e-3303-4e04-8530-298c9ff86562",
            "metadata": {},
            "outputs": [
                {
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                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_0299b_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_0299b_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
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                            "      <th id=\"T_0299b_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
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                            "      <td id=\"T_0299b_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
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                            "      <td id=\"T_0299b_row0_col6\" class=\"data row0 col6\" >0.8225</td>\n",
                            "      <td id=\"T_0299b_row0_col7\" class=\"data row0 col7\" >0.8380</td>\n",
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                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>...</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "      <th>Label</th>\n",
                            "      <th>Score</th>\n",
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                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>10000</th>\n",
                            "      <td>13.787876</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>1.623</td>\n",
                            "      <td>1.464</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>1.513</td>\n",
                            "      <td>10.63180</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>493.433</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.048177</td>\n",
                            "      <td>11.702</td>\n",
                            "      <td>0.382594</td>\n",
                            "      <td>-0.18044</td>\n",
                            "      <td>-0.12885</td>\n",
                            "      <td>0.048559</td>\n",
                            "      <td>17.3021</td>\n",
                            "      <td>4</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.9999</td>\n",
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                            "    <tr>\n",
                            "      <th>10001</th>\n",
                            "      <td>0.869013</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>0.828</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>10.52980</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>424.406</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.047140</td>\n",
                            "      <td>-4.125</td>\n",
                            "      <td>-1.102119</td>\n",
                            "      <td>-0.17566</td>\n",
                            "      <td>-0.11187</td>\n",
                            "      <td>0.048665</td>\n",
                            "      <td>17.2747</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10002</th>\n",
                            "      <td>-0.625999</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>0.279</td>\n",
                            "      <td>2.399</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>10.35190</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>464.103</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.049809</td>\n",
                            "      <td>12.051</td>\n",
                            "      <td>-0.464432</td>\n",
                            "      <td>-0.18519</td>\n",
                            "      <td>-0.10996</td>\n",
                            "      <td>0.049619</td>\n",
                            "      <td>17.2118</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9996</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10003</th>\n",
                            "      <td>-0.423907</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>0.279</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>10.14790</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>422.223</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054309</td>\n",
                            "      <td>11.649</td>\n",
                            "      <td>0.300349</td>\n",
                            "      <td>-0.17857</td>\n",
                            "      <td>-0.10872</td>\n",
                            "      <td>0.059457</td>\n",
                            "      <td>16.9779</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9993</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10004</th>\n",
                            "      <td>-0.290398</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>1.808</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>9.83442</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>430.728</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.047634</td>\n",
                            "      <td>-36.310</td>\n",
                            "      <td>0.655448</td>\n",
                            "      <td>-0.17857</td>\n",
                            "      <td>-0.12625</td>\n",
                            "      <td>0.054118</td>\n",
                            "      <td>17.3207</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9996</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9996</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9981</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9994</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "      <td>4</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>241 rows × 154 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "               0      1      2      3      4      5      6         7      8  \\\n",
                            "10000  13.787876 -0.060  1.623  1.464 -0.218 -0.116  1.513  10.63180 -0.041   \n",
                            "10001   0.869013 -0.060 -0.259  0.828 -0.218 -0.116 -0.286  10.52980 -0.041   \n",
                            "10002  -0.625999 -0.060 -0.259  0.279  2.399 -0.116 -0.286  10.35190 -0.041   \n",
                            "10003  -0.423907 -0.060 -0.259  0.279 -0.218 -0.116 -0.286  10.14790 -0.041   \n",
                            "10004  -0.290398 -0.060 -0.259  1.808 -0.218 -0.116 -0.286   9.83442 -0.041   \n",
                            "...          ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236   0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237  -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238   0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239  -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240  -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9  ...       144     145       146      147      148       149  \\\n",
                            "10000  493.433  ...  0.048177  11.702  0.382594 -0.18044 -0.12885  0.048559   \n",
                            "10001  424.406  ...  0.047140  -4.125 -1.102119 -0.17566 -0.11187  0.048665   \n",
                            "10002  464.103  ...  0.049809  12.051 -0.464432 -0.18519 -0.10996  0.049619   \n",
                            "10003  422.223  ...  0.054309  11.649  0.300349 -0.17857 -0.10872  0.059457   \n",
                            "10004  430.728  ...  0.047634 -36.310  0.655448 -0.17857 -0.12625  0.054118   \n",
                            "...        ...  ...       ...     ...       ...      ...      ...       ...   \n",
                            "10236  443.974  ...  0.049026   1.273 -0.533203 -0.18568 -0.11735  0.053982   \n",
                            "10237  450.603  ...  0.054744 -29.510 -0.725361 -0.21962 -0.11697  0.059700   \n",
                            "10238  427.511  ...  0.046761  13.455 -1.775220 -0.18374 -0.11664  0.045234   \n",
                            "10239  424.143  ...  0.054070 -15.422  1.265340 -0.18110 -0.12317  0.052165   \n",
                            "10240  446.200  ...  0.060589 -27.832 -1.252290 -0.20301 -0.12495  0.057537   \n",
                            "\n",
                            "           150  target  Label   Score  \n",
                            "10000  17.3021       4      4  0.9999  \n",
                            "10001  17.2747       3      3  0.9998  \n",
                            "10002  17.2118       3      3  0.9996  \n",
                            "10003  16.9779       3      3  0.9993  \n",
                            "10004  17.3207       3      3  0.9996  \n",
                            "...        ...     ...    ...     ...  \n",
                            "10236  17.1961       3      3  0.9999  \n",
                            "10237  16.9488       3      0  0.9996  \n",
                            "10238  16.9493       1      1  0.9981  \n",
                            "10239  16.9989       1      1  0.9994  \n",
                            "10240  16.9364       4      4  1.0000  \n",
                            "\n",
                            "[241 rows x 154 columns]"
                        ]
                    },
                    "execution_count": 20,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "predict_model(model1, data=rare_df)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "2c3878c2-5935-4a1c-a703-618c5a94fc4a",
            "metadata": {},
            "source": [
                "## Finalize model for deployment\n",
                "\n",
                "This step trains the model on the entire dataset including the test set."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "id": "a06d4f0d-426d-407d-b00f-b482469b87ed",
            "metadata": {},
            "outputs": [],
            "source": [
                "final_model = finalize_model(model1)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "7a3912db-e9b8-40a9-b3b9-c6be1b0b5b2e",
            "metadata": {},
            "source": [
                "## Save the model"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 53,
            "id": "2b7c31b2-0e8c-4dd5-9b03-06804c3b3300",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Transformation Pipeline and Model Successfully Saved\n"
                    ]
                }
            ],
            "source": [
                "output = save_model(final_model, 'ml_model/final-model')"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "7c503cca-c80b-4930-883d-62d2003f9bfd",
            "metadata": {},
            "source": [
                "## Validate model"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 54,
            "id": "340f4be6-c69c-4367-b6ab-65ed2482ec67",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Transformation Pipeline and Model Successfully Loaded\n"
                    ]
                }
            ],
            "source": [
                "saved_model = load_model('ml_model/final-model')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 48,
            "id": "6506f4c5-b8e5-4991-b0f4-7d83f8961482",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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        {
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            "execution_count": 49,
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            "metadata": {},
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                {
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                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
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                            "      <th>145</th>\n",
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                            "      <th>148</th>\n",
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                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
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                            "  <tbody>\n",
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                            "      <td>12.06400</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>462.092</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.060303</td>\n",
                            "      <td>13.383</td>\n",
                            "      <td>0.819909</td>\n",
                            "      <td>-0.18291</td>\n",
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                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>1.526</td>\n",
                            "      <td>9.92919</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>466.645</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.044870</td>\n",
                            "      <td>14.887</td>\n",
                            "      <td>1.642613</td>\n",
                            "      <td>-0.19030</td>\n",
                            "      <td>-0.12308</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9970</td>\n",
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                            "      <td>-0.202</td>\n",
                            "      <td>-0.289</td>\n",
                            "      <td>1.099</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>11.07720</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>419.784</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054069</td>\n",
                            "      <td>-2.932</td>\n",
                            "      <td>0.464588</td>\n",
                            "      <td>-0.18631</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9993</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-1.082795</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>1.748</td>\n",
                            "      <td>2.167</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.39798</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>433.346</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.043571</td>\n",
                            "      <td>-44.990</td>\n",
                            "      <td>0.335563</td>\n",
                            "      <td>-0.19257</td>\n",
                            "      <td>-0.11309</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9980</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.891784</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>1.757</td>\n",
                            "      <td>-0.782</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>9.42913</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>429.280</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.041588</td>\n",
                            "      <td>-12.205</td>\n",
                            "      <td>-0.728111</td>\n",
                            "      <td>-0.18187</td>\n",
                            "      <td>-0.12143</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9995</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9988</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9933</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9977</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>741 rows × 154 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              0      1      2      3      4      5      6         7      8  \\\n",
                            "0      0.899922 -0.161 -0.244  1.022 -0.304 -0.156 -0.310  12.06400 -0.051   \n",
                            "1      1.050575 -0.285 -0.298 -0.776 -0.263 -0.118  1.526   9.92919 -0.059   \n",
                            "2     -1.206626 -0.202 -0.289  1.099 -0.302 -0.176 -0.330  11.07720 -0.075   \n",
                            "3     -1.082795 -0.125  1.748  2.167 -0.239 -0.242 -0.292   9.39798 -0.045   \n",
                            "4      0.891784 -0.219  1.757 -0.782 -0.268 -0.099 -0.239   9.42913 -0.067   \n",
                            "...         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236  0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237 -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238  0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239 -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240 -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9  ...       144     145       146      147      148       149  \\\n",
                            "0      462.092  ...  0.060303  13.383  0.819909 -0.18291 -0.12259  0.060684   \n",
                            "1      466.645  ...  0.044870  14.887  1.642613 -0.19030 -0.12308  0.045252   \n",
                            "2      419.784  ...  0.054069  -2.932  0.464588 -0.18631 -0.12413  0.050065   \n",
                            "3      433.346  ...  0.043571 -44.990  0.335563 -0.19257 -0.11309  0.045097   \n",
                            "4      429.280  ...  0.041588 -12.205 -0.728111 -0.18187 -0.12143  0.043112   \n",
                            "...        ...  ...       ...     ...       ...      ...      ...       ...   \n",
                            "10236  443.974  ...  0.049026   1.273 -0.533203 -0.18568 -0.11735  0.053982   \n",
                            "10237  450.603  ...  0.054744 -29.510 -0.725361 -0.21962 -0.11697  0.059700   \n",
                            "10238  427.511  ...  0.046761  13.455 -1.775220 -0.18374 -0.11664  0.045234   \n",
                            "10239  424.143  ...  0.054070 -15.422  1.265340 -0.18110 -0.12317  0.052165   \n",
                            "10240  446.200  ...  0.060589 -27.832 -1.252290 -0.20301 -0.12495  0.057537   \n",
                            "\n",
                            "           150  target  Label   Score  \n",
                            "0      17.1094       0      0  0.9999  \n",
                            "1      17.0932       0      0  0.9970  \n",
                            "2      17.2080       0      0  0.9993  \n",
                            "3      17.5977       0      0  0.9980  \n",
                            "4      17.2664       0      0  0.9995  \n",
                            "...        ...     ...    ...     ...  \n",
                            "10236  17.1961       3      3  0.9999  \n",
                            "10237  16.9488       3      3  0.9988  \n",
                            "10238  16.9493       1      1  0.9933  \n",
                            "10239  16.9989       1      1  0.9977  \n",
                            "10240  16.9364       4      4  0.9998  \n",
                            "\n",
                            "[741 rows x 154 columns]"
                        ]
                    },
                    "execution_count": 49,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "pred_df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 56,
            "id": "41575e96-dccb-4a97-882d-495510323f2d",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
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                            "<style scoped>\n",
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                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>...</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>Label</th>\n",
                            "      <th>Score</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>0.899922</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>1.022</td>\n",
                            "      <td>-0.304</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>12.06400</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>462.092</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>0.060303</td>\n",
                            "      <td>13.383</td>\n",
                            "      <td>0.819909</td>\n",
                            "      <td>-0.18291</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>0.060684</td>\n",
                            "      <td>17.1094</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>1.050575</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>1.526</td>\n",
                            "      <td>9.92919</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>466.645</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.044870</td>\n",
                            "      <td>14.887</td>\n",
                            "      <td>1.642613</td>\n",
                            "      <td>-0.19030</td>\n",
                            "      <td>-0.12308</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9970</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-1.206626</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-0.289</td>\n",
                            "      <td>1.099</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>11.07720</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>419.784</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>0.054069</td>\n",
                            "      <td>-2.932</td>\n",
                            "      <td>0.464588</td>\n",
                            "      <td>-0.18631</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9993</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-1.082795</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>1.748</td>\n",
                            "      <td>2.167</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.39798</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>433.346</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.043571</td>\n",
                            "      <td>-44.990</td>\n",
                            "      <td>0.335563</td>\n",
                            "      <td>-0.19257</td>\n",
                            "      <td>-0.11309</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9980</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.891784</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>1.757</td>\n",
                            "      <td>-0.782</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>9.42913</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>429.280</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>0.041588</td>\n",
                            "      <td>-12.205</td>\n",
                            "      <td>-0.728111</td>\n",
                            "      <td>-0.18187</td>\n",
                            "      <td>-0.12143</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9995</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9999</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.9988</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9933</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.9977</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>741 rows × 153 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              0      1      2      3      4      5      6         7      8  \\\n",
                            "0      0.899922 -0.161 -0.244  1.022 -0.304 -0.156 -0.310  12.06400 -0.051   \n",
                            "1      1.050575 -0.285 -0.298 -0.776 -0.263 -0.118  1.526   9.92919 -0.059   \n",
                            "2     -1.206626 -0.202 -0.289  1.099 -0.302 -0.176 -0.330  11.07720 -0.075   \n",
                            "3     -1.082795 -0.125  1.748  2.167 -0.239 -0.242 -0.292   9.39798 -0.045   \n",
                            "4      0.891784 -0.219  1.757 -0.782 -0.268 -0.099 -0.239   9.42913 -0.067   \n",
                            "...         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236  0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237 -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238  0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239 -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240 -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9  ...    143       144     145       146      147      148  \\\n",
                            "0      462.092  ... -0.005  0.060303  13.383  0.819909 -0.18291 -0.12259   \n",
                            "1      466.645  ... -0.023  0.044870  14.887  1.642613 -0.19030 -0.12308   \n",
                            "2      419.784  ... -0.035  0.054069  -2.932  0.464588 -0.18631 -0.12413   \n",
                            "3      433.346  ... -0.008  0.043571 -44.990  0.335563 -0.19257 -0.11309   \n",
                            "4      429.280  ... -0.025  0.041588 -12.205 -0.728111 -0.18187 -0.12143   \n",
                            "...        ...  ...    ...       ...     ...       ...      ...      ...   \n",
                            "10236  443.974  ... -0.051  0.049026   1.273 -0.533203 -0.18568 -0.11735   \n",
                            "10237  450.603  ... -0.051  0.054744 -29.510 -0.725361 -0.21962 -0.11697   \n",
                            "10238  427.511  ... -0.051  0.046761  13.455 -1.775220 -0.18374 -0.11664   \n",
                            "10239  424.143  ... -0.015  0.054070 -15.422  1.265340 -0.18110 -0.12317   \n",
                            "10240  446.200  ... -0.013  0.060589 -27.832 -1.252290 -0.20301 -0.12495   \n",
                            "\n",
                            "            149      150  Label   Score  \n",
                            "0      0.060684  17.1094      0  0.9999  \n",
                            "1      0.045252  17.0932      0  0.9970  \n",
                            "2      0.050065  17.2080      0  0.9993  \n",
                            "3      0.045097  17.5977      0  0.9980  \n",
                            "4      0.043112  17.2664      0  0.9995  \n",
                            "...         ...      ...    ...     ...  \n",
                            "10236  0.053982  17.1961      3  0.9999  \n",
                            "10237  0.059700  16.9488      3  0.9988  \n",
                            "10238  0.045234  16.9493      1  0.9933  \n",
                            "10239  0.052165  16.9989      1  0.9977  \n",
                            "10240  0.057537  16.9364      4  0.9998  \n",
                            "\n",
                            "[741 rows x 153 columns]"
                        ]
                    },
                    "execution_count": 56,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "ft_only_df = test_set.drop('target', axis=1)\n",
                "pred_df = predict_model(saved_model, data=ft_only_df)\n",
                "pred_df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "b7ffa651-73b0-4de1-bbfc-0916dd71c0e9",
            "metadata": {},
            "outputs": [],
            "source": []
        },
        {
            "cell_type": "markdown",
            "id": "17b505cf-de3b-4fc2-8381-0710d30a1889",
            "metadata": {},
            "source": [
                "## Test evaluation"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 50,
            "id": "0eb1b098-7ae8-423c-8d98-8c98d4aeded3",
            "metadata": {},
            "outputs": [],
            "source": [
                "from sklearn.metrics import accuracy_score, f1_score"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 51,
            "id": "c1f350c6-b612-475a-8c49-152cfb065305",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "1.0\n",
                        "1.0\n"
                    ]
                }
            ],
            "source": [
                "y_test = pred_df['target']\n",
                "y_pred = pred_df['Label']\n",
                "print(f1_score(y_test, y_pred, average=\"macro\"))\n",
                "print(accuracy_score(y_test, y_pred))"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.13"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 5
}