model_dev_nbs/exp-02-clean-data.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "id": "6e3bddc1-6ec6-407c-af67-8bbe8b6806ff",
            "metadata": {
                "tags": []
            },
            "source": [
                "## Clean data\n",
                "\n",
                "After we have an overall understanding about the data in the `exp-01` notebook, now we need to take a closer look and clean it"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "97acc82f-92be-4204-8e96-b4cee7a978db",
            "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": "3289d5be-0923-4be3-b10c-b639f2305933",
            "metadata": {},
            "outputs": [],
            "source": [
                "from pathlib import Path\n",
                "import numpy as np\n",
                "import pandas as pd\n",
                "from sklearn.impute import SimpleImputer\n",
                "import matplotlib.pyplot as plt"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "7615c2e8-ee84-4dbe-abaa-26319be7e607",
            "metadata": {},
            "source": [
                "## Load data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "31238fb7-9db1-4399-9390-1b0cd0010609",
            "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": "e0869ed8-1410-46cc-8e48-9e8f9a137d64",
            "metadata": {},
            "outputs": [
                {
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                            "      <th>148</th>\n",
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                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
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                            "      <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",
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                            "      <td>532.5</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.044870</td>\n",
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                            "      <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",
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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",
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                            "      <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",
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                            "    <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",
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                            "      <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",
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                            "    <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",
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                            "      <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",
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                            "      <td>3</td>\n",
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                            "      <td>-0.073</td>\n",
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                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
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                            "      <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",
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                            "      <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",
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                            "<p>10241 rows × 152 columns</p>\n",
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                        "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",
                            "[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": "52ec2d55-5979-435b-a558-db41a6b10667",
            "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": "code",
            "execution_count": 6,
            "id": "4212e113-9098-454b-8034-114227e6c3c4",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>count</th>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "      <td>10241.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>mean</th>\n",
                            "      <td>0.127977</td>\n",
                            "      <td>-0.018351</td>\n",
                            "      <td>-0.045335</td>\n",
                            "      <td>-0.016402</td>\n",
                            "      <td>0.074057</td>\n",
                            "      <td>0.004281</td>\n",
                            "      <td>-0.007069</td>\n",
                            "      <td>10.162148</td>\n",
                            "      <td>-0.037253</td>\n",
                            "      <td>440.690561</td>\n",
                            "      <td>...</td>\n",
                            "      <td>671.230407</td>\n",
                            "      <td>-0.021312</td>\n",
                            "      <td>0.050167</td>\n",
                            "      <td>-7.314472</td>\n",
                            "      <td>-0.003216</td>\n",
                            "      <td>-0.195913</td>\n",
                            "      <td>-0.120027</td>\n",
                            "      <td>0.050307</td>\n",
                            "      <td>17.452579</td>\n",
                            "      <td>0.047945</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>std</th>\n",
                            "      <td>2.018572</td>\n",
                            "      <td>0.597846</td>\n",
                            "      <td>0.637736</td>\n",
                            "      <td>0.953677</td>\n",
                            "      <td>0.960843</td>\n",
                            "      <td>0.749460</td>\n",
                            "      <td>0.781811</td>\n",
                            "      <td>1.086576</td>\n",
                            "      <td>0.218479</td>\n",
                            "      <td>22.920082</td>\n",
                            "      <td>...</td>\n",
                            "      <td>129.187281</td>\n",
                            "      <td>0.158499</td>\n",
                            "      <td>0.007329</td>\n",
                            "      <td>19.009677</td>\n",
                            "      <td>1.008505</td>\n",
                            "      <td>0.016852</td>\n",
                            "      <td>0.006041</td>\n",
                            "      <td>0.007461</td>\n",
                            "      <td>0.309245</td>\n",
                            "      <td>0.348750</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>min</th>\n",
                            "      <td>-5.480920</td>\n",
                            "      <td>-0.442000</td>\n",
                            "      <td>-0.647000</td>\n",
                            "      <td>-2.989000</td>\n",
                            "      <td>-0.517000</td>\n",
                            "      <td>-0.501000</td>\n",
                            "      <td>-0.585000</td>\n",
                            "      <td>6.931490</td>\n",
                            "      <td>-0.190000</td>\n",
                            "      <td>373.688000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-63.900000</td>\n",
                            "      <td>-0.163000</td>\n",
                            "      <td>0.025462</td>\n",
                            "      <td>-71.396000</td>\n",
                            "      <td>-2.139501</td>\n",
                            "      <td>-0.225480</td>\n",
                            "      <td>-0.134270</td>\n",
                            "      <td>0.021371</td>\n",
                            "      <td>16.488000</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25%</th>\n",
                            "      <td>-0.710242</td>\n",
                            "      <td>-0.179000</td>\n",
                            "      <td>-0.303000</td>\n",
                            "      <td>-0.773000</td>\n",
                            "      <td>-0.310000</td>\n",
                            "      <td>-0.190000</td>\n",
                            "      <td>-0.310000</td>\n",
                            "      <td>9.364720</td>\n",
                            "      <td>-0.059000</td>\n",
                            "      <td>427.281000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>593.500000</td>\n",
                            "      <td>-0.039000</td>\n",
                            "      <td>0.045284</td>\n",
                            "      <td>-23.548000</td>\n",
                            "      <td>-0.975703</td>\n",
                            "      <td>-0.215400</td>\n",
                            "      <td>-0.125170</td>\n",
                            "      <td>0.045284</td>\n",
                            "      <td>17.244000</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50%</th>\n",
                            "      <td>-0.055867</td>\n",
                            "      <td>-0.113000</td>\n",
                            "      <td>-0.261000</td>\n",
                            "      <td>-0.028000</td>\n",
                            "      <td>-0.282000</td>\n",
                            "      <td>-0.126000</td>\n",
                            "      <td>-0.278000</td>\n",
                            "      <td>10.031200</td>\n",
                            "      <td>-0.051000</td>\n",
                            "      <td>439.011000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>659.900000</td>\n",
                            "      <td>-0.024000</td>\n",
                            "      <td>0.049835</td>\n",
                            "      <td>-3.945000</td>\n",
                            "      <td>0.230574</td>\n",
                            "      <td>-0.188750</td>\n",
                            "      <td>-0.120090</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.453900</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>75%</th>\n",
                            "      <td>0.694998</td>\n",
                            "      <td>-0.076000</td>\n",
                            "      <td>-0.196000</td>\n",
                            "      <td>0.648000</td>\n",
                            "      <td>-0.239000</td>\n",
                            "      <td>-0.078000</td>\n",
                            "      <td>-0.239000</td>\n",
                            "      <td>10.832700</td>\n",
                            "      <td>-0.045000</td>\n",
                            "      <td>451.337000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>740.700000</td>\n",
                            "      <td>-0.010000</td>\n",
                            "      <td>0.054840</td>\n",
                            "      <td>10.529000</td>\n",
                            "      <td>0.875909</td>\n",
                            "      <td>-0.181530</td>\n",
                            "      <td>-0.114890</td>\n",
                            "      <td>0.054958</td>\n",
                            "      <td>17.659600</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>max</th>\n",
                            "      <td>57.246035</td>\n",
                            "      <td>8.995000</td>\n",
                            "      <td>5.757000</td>\n",
                            "      <td>3.446000</td>\n",
                            "      <td>9.443000</td>\n",
                            "      <td>14.743000</td>\n",
                            "      <td>13.556000</td>\n",
                            "      <td>15.187900</td>\n",
                            "      <td>5.189000</td>\n",
                            "      <td>713.481000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>1218.200000</td>\n",
                            "      <td>3.838000</td>\n",
                            "      <td>0.086035</td>\n",
                            "      <td>28.328000</td>\n",
                            "      <td>14.013760</td>\n",
                            "      <td>-0.174830</td>\n",
                            "      <td>-0.105990</td>\n",
                            "      <td>0.109032</td>\n",
                            "      <td>19.577500</td>\n",
                            "      <td>4.000000</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>8 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "                  0             1             2             3             4  \\\n",
                            "count  10241.000000  10241.000000  10241.000000  10241.000000  10241.000000   \n",
                            "mean       0.127977     -0.018351     -0.045335     -0.016402      0.074057   \n",
                            "std        2.018572      0.597846      0.637736      0.953677      0.960843   \n",
                            "min       -5.480920     -0.442000     -0.647000     -2.989000     -0.517000   \n",
                            "25%       -0.710242     -0.179000     -0.303000     -0.773000     -0.310000   \n",
                            "50%       -0.055867     -0.113000     -0.261000     -0.028000     -0.282000   \n",
                            "75%        0.694998     -0.076000     -0.196000      0.648000     -0.239000   \n",
                            "max       57.246035      8.995000      5.757000      3.446000      9.443000   \n",
                            "\n",
                            "                  5             6             7             8             9  \\\n",
                            "count  10241.000000  10241.000000  10241.000000  10241.000000  10241.000000   \n",
                            "mean       0.004281     -0.007069     10.162148     -0.037253    440.690561   \n",
                            "std        0.749460      0.781811      1.086576      0.218479     22.920082   \n",
                            "min       -0.501000     -0.585000      6.931490     -0.190000    373.688000   \n",
                            "25%       -0.190000     -0.310000      9.364720     -0.059000    427.281000   \n",
                            "50%       -0.126000     -0.278000     10.031200     -0.051000    439.011000   \n",
                            "75%       -0.078000     -0.239000     10.832700     -0.045000    451.337000   \n",
                            "max       14.743000     13.556000     15.187900      5.189000    713.481000   \n",
                            "\n",
                            "       ...           142           143           144           145  \\\n",
                            "count  ...  10241.000000  10241.000000  10241.000000  10241.000000   \n",
                            "mean   ...    671.230407     -0.021312      0.050167     -7.314472   \n",
                            "std    ...    129.187281      0.158499      0.007329     19.009677   \n",
                            "min    ...    -63.900000     -0.163000      0.025462    -71.396000   \n",
                            "25%    ...    593.500000     -0.039000      0.045284    -23.548000   \n",
                            "50%    ...    659.900000     -0.024000      0.049835     -3.945000   \n",
                            "75%    ...    740.700000     -0.010000      0.054840     10.529000   \n",
                            "max    ...   1218.200000      3.838000      0.086035     28.328000   \n",
                            "\n",
                            "                146           147           148           149           150  \\\n",
                            "count  10241.000000  10241.000000  10241.000000  10241.000000  10241.000000   \n",
                            "mean      -0.003216     -0.195913     -0.120027      0.050307     17.452579   \n",
                            "std        1.008505      0.016852      0.006041      0.007461      0.309245   \n",
                            "min       -2.139501     -0.225480     -0.134270      0.021371     16.488000   \n",
                            "25%       -0.975703     -0.215400     -0.125170      0.045284     17.244000   \n",
                            "50%        0.230574     -0.188750     -0.120090      0.050065     17.453900   \n",
                            "75%        0.875909     -0.181530     -0.114890      0.054958     17.659600   \n",
                            "max       14.013760     -0.174830     -0.105990      0.109032     19.577500   \n",
                            "\n",
                            "             target  \n",
                            "count  10241.000000  \n",
                            "mean       0.047945  \n",
                            "std        0.348750  \n",
                            "min        0.000000  \n",
                            "25%        0.000000  \n",
                            "50%        0.000000  \n",
                            "75%        0.000000  \n",
                            "max        4.000000  \n",
                            "\n",
                            "[8 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "df.describe()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "b19e30d0-a69e-4f67-8420-5aaeba2e61ed",
            "metadata": {},
            "source": [
                "## Fill missing values\n",
                "\n",
                "Some solutions might be:\n",
                "- Drop rows: may lose too much data -> cause overfitting\n",
                "- Drop columns: may lose information in features -> cause underfitting\n",
                "- Replace values by column mean, median, zero, most frequent value, other estimated value, or imputation method like `MICEImputer` from sklearn, `fancyimpute` python package, etc.\n",
                "\n",
                "The number of missing values is very small (98 values), thus we just need a simple imputation method like replacing by the mean value."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "53a72eaf-d919-4b89-93eb-13198f976b08",
            "metadata": {},
            "outputs": [],
            "source": [
                "fill_nan = SimpleImputer(missing_values=np.nan, strategy='mean')\n",
                "imputed_df = pd.DataFrame(fill_nan.fit_transform(df))\n",
                "imputed_df.columns = df.columns\n",
                "imputed_df.index = df.index"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "2cb96b6e-0b52-4184-b173-ee7cb0c2616a",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "0"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Count NaN in df\n",
                "imputed_df.isnull().sum().sum()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "d2f58469-e68f-4c11-a4be-025e1f63fbb3",
            "metadata": {},
            "outputs": [],
            "source": [
                "df = imputed_df"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "9114d244-57ff-4513-85e5-255cc4adbc7c",
            "metadata": {
                "tags": []
            },
            "source": [
                "## Drop highly correlated features\n",
                "[Reference](https://www.projectpro.io/recipes/drop-out-highly-correlated-features-in-python)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "98322fca-137b-4c55-b27b-2086918e795c",
            "metadata": {},
            "outputs": [],
            "source": [
                "pd.set_option('display.max_columns', None)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "001e448d-44da-48e3-b811-c164676c05c3",
            "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",
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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>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>0</th>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>0.002652</td>\n",
                            "      <td>-0.010912</td>\n",
                            "      <td>0.038575</td>\n",
                            "      <td>0.050106</td>\n",
                            "      <td>0.008386</td>\n",
                            "      <td>0.002332</td>\n",
                            "      <td>0.170790</td>\n",
                            "      <td>0.009473</td>\n",
                            "      <td>0.164587</td>\n",
                            "      <td>-0.007618</td>\n",
                            "      <td>0.261024</td>\n",
                            "      <td>0.109955</td>\n",
                            "      <td>0.021635</td>\n",
                            "      <td>-0.014751</td>\n",
                            "      <td>0.081649</td>\n",
                            "      <td>-0.071848</td>\n",
                            "      <td>-0.018244</td>\n",
                            "      <td>0.470127</td>\n",
                            "      <td>-0.012236</td>\n",
                            "      <td>-0.073333</td>\n",
                            "      <td>0.034046</td>\n",
                            "      <td>-0.056044</td>\n",
                            "      <td>0.095244</td>\n",
                            "      <td>0.000950</td>\n",
                            "      <td>0.086956</td>\n",
                            "      <td>-0.012805</td>\n",
                            "      <td>0.008715</td>\n",
                            "      <td>0.013361</td>\n",
                            "      <td>0.002111</td>\n",
                            "      <td>0.009097</td>\n",
                            "      <td>-0.011787</td>\n",
                            "      <td>-0.035541</td>\n",
                            "      <td>0.003714</td>\n",
                            "      <td>0.014337</td>\n",
                            "      <td>0.259601</td>\n",
                            "      <td>-0.032130</td>\n",
                            "      <td>0.014892</td>\n",
                            "      <td>-0.005518</td>\n",
                            "      <td>0.032701</td>\n",
                            "      <td>-0.005409</td>\n",
                            "      <td>0.000746</td>\n",
                            "      <td>0.045098</td>\n",
                            "      <td>-0.031787</td>\n",
                            "      <td>-0.044177</td>\n",
                            "      <td>0.007246</td>\n",
                            "      <td>-0.013420</td>\n",
                            "      <td>-0.401362</td>\n",
                            "      <td>-0.123874</td>\n",
                            "      <td>-0.014204</td>\n",
                            "      <td>0.405458</td>\n",
                            "      <td>0.055415</td>\n",
                            "      <td>-0.031899</td>\n",
                            "      <td>0.011842</td>\n",
                            "      <td>-0.005499</td>\n",
                            "      <td>-0.003057</td>\n",
                            "      <td>0.135346</td>\n",
                            "      <td>-0.064937</td>\n",
                            "      <td>0.260047</td>\n",
                            "      <td>-0.009437</td>\n",
                            "      <td>-0.124923</td>\n",
                            "      <td>0.018270</td>\n",
                            "      <td>-0.000517</td>\n",
                            "      <td>-0.076852</td>\n",
                            "      <td>0.061607</td>\n",
                            "      <td>0.019158</td>\n",
                            "      <td>0.157882</td>\n",
                            "      <td>-0.005514</td>\n",
                            "      <td>0.044587</td>\n",
                            "      <td>-0.006443</td>\n",
                            "      <td>-0.003097</td>\n",
                            "      <td>-0.006390</td>\n",
                            "      <td>-0.004777</td>\n",
                            "      <td>-0.372667</td>\n",
                            "      <td>0.001685</td>\n",
                            "      <td>-0.009968</td>\n",
                            "      <td>-0.008170</td>\n",
                            "      <td>0.009582</td>\n",
                            "      <td>0.012381</td>\n",
                            "      <td>0.261963</td>\n",
                            "      <td>0.015474</td>\n",
                            "      <td>0.008841</td>\n",
                            "      <td>-0.032239</td>\n",
                            "      <td>-0.006505</td>\n",
                            "      <td>-0.042790</td>\n",
                            "      <td>0.046950</td>\n",
                            "      <td>-0.002244</td>\n",
                            "      <td>-0.174969</td>\n",
                            "      <td>-0.022197</td>\n",
                            "      <td>0.018609</td>\n",
                            "      <td>0.346333</td>\n",
                            "      <td>0.000352</td>\n",
                            "      <td>0.093999</td>\n",
                            "      <td>0.011963</td>\n",
                            "      <td>0.003975</td>\n",
                            "      <td>0.022912</td>\n",
                            "      <td>-0.006700</td>\n",
                            "      <td>0.003491</td>\n",
                            "      <td>0.065156</td>\n",
                            "      <td>0.013625</td>\n",
                            "      <td>0.063262</td>\n",
                            "      <td>-0.014855</td>\n",
                            "      <td>-0.001691</td>\n",
                            "      <td>0.004286</td>\n",
                            "      <td>-0.026421</td>\n",
                            "      <td>0.002763</td>\n",
                            "      <td>-0.001954</td>\n",
                            "      <td>-0.008070</td>\n",
                            "      <td>0.094847</td>\n",
                            "      <td>0.355632</td>\n",
                            "      <td>-0.025596</td>\n",
                            "      <td>0.000986</td>\n",
                            "      <td>-0.006715</td>\n",
                            "      <td>0.016033</td>\n",
                            "      <td>-0.003968</td>\n",
                            "      <td>0.008903</td>\n",
                            "      <td>-0.013082</td>\n",
                            "      <td>0.034914</td>\n",
                            "      <td>0.018140</td>\n",
                            "      <td>-0.176595</td>\n",
                            "      <td>-0.078473</td>\n",
                            "      <td>0.010039</td>\n",
                            "      <td>0.028911</td>\n",
                            "      <td>0.025857</td>\n",
                            "      <td>-0.023422</td>\n",
                            "      <td>0.085774</td>\n",
                            "      <td>0.000052</td>\n",
                            "      <td>-0.065032</td>\n",
                            "      <td>-0.100258</td>\n",
                            "      <td>0.014720</td>\n",
                            "      <td>0.006206</td>\n",
                            "      <td>-0.099499</td>\n",
                            "      <td>0.005359</td>\n",
                            "      <td>0.120467</td>\n",
                            "      <td>-0.063770</td>\n",
                            "      <td>-0.010392</td>\n",
                            "      <td>-0.002181</td>\n",
                            "      <td>0.075143</td>\n",
                            "      <td>0.000059</td>\n",
                            "      <td>0.003811</td>\n",
                            "      <td>0.153747</td>\n",
                            "      <td>-0.003574</td>\n",
                            "      <td>0.001103</td>\n",
                            "      <td>-0.003026</td>\n",
                            "      <td>0.156966</td>\n",
                            "      <td>0.039079</td>\n",
                            "      <td>0.046398</td>\n",
                            "      <td>-0.000989</td>\n",
                            "      <td>-0.007058</td>\n",
                            "      <td>0.154031</td>\n",
                            "      <td>-0.186368</td>\n",
                            "      <td>0.222683</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>0.002652</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>0.025079</td>\n",
                            "      <td>-0.019532</td>\n",
                            "      <td>0.057252</td>\n",
                            "      <td>0.026692</td>\n",
                            "      <td>0.009735</td>\n",
                            "      <td>0.003058</td>\n",
                            "      <td>-0.002971</td>\n",
                            "      <td>0.077088</td>\n",
                            "      <td>0.019708</td>\n",
                            "      <td>-0.006213</td>\n",
                            "      <td>0.032433</td>\n",
                            "      <td>-0.030687</td>\n",
                            "      <td>0.029051</td>\n",
                            "      <td>-0.003030</td>\n",
                            "      <td>0.010243</td>\n",
                            "      <td>0.039391</td>\n",
                            "      <td>0.000162</td>\n",
                            "      <td>-0.005353</td>\n",
                            "      <td>0.086362</td>\n",
                            "      <td>-0.043439</td>\n",
                            "      <td>0.041700</td>\n",
                            "      <td>0.011799</td>\n",
                            "      <td>0.004479</td>\n",
                            "      <td>0.002273</td>\n",
                            "      <td>0.013453</td>\n",
                            "      <td>0.022535</td>\n",
                            "      <td>0.035608</td>\n",
                            "      <td>0.019149</td>\n",
                            "      <td>-0.020100</td>\n",
                            "      <td>0.014866</td>\n",
                            "      <td>0.050448</td>\n",
                            "      <td>0.010315</td>\n",
                            "      <td>0.035213</td>\n",
                            "      <td>-0.010201</td>\n",
                            "      <td>0.034736</td>\n",
                            "      <td>0.000913</td>\n",
                            "      <td>0.040933</td>\n",
                            "      <td>0.037946</td>\n",
                            "      <td>0.004137</td>\n",
                            "      <td>-0.015962</td>\n",
                            "      <td>-0.030966</td>\n",
                            "      <td>0.045787</td>\n",
                            "      <td>0.046906</td>\n",
                            "      <td>0.009171</td>\n",
                            "      <td>0.010420</td>\n",
                            "      <td>-0.029449</td>\n",
                            "      <td>0.034133</td>\n",
                            "      <td>0.006002</td>\n",
                            "      <td>0.002827</td>\n",
                            "      <td>-0.019096</td>\n",
                            "      <td>0.001054</td>\n",
                            "      <td>0.006761</td>\n",
                            "      <td>0.001631</td>\n",
                            "      <td>-0.003990</td>\n",
                            "      <td>0.082802</td>\n",
                            "      <td>0.013793</td>\n",
                            "      <td>0.015789</td>\n",
                            "      <td>-0.016817</td>\n",
                            "      <td>0.033632</td>\n",
                            "      <td>-0.000518</td>\n",
                            "      <td>-0.003914</td>\n",
                            "      <td>0.053651</td>\n",
                            "      <td>-0.006231</td>\n",
                            "      <td>-0.004082</td>\n",
                            "      <td>-0.007478</td>\n",
                            "      <td>0.009692</td>\n",
                            "      <td>-0.031584</td>\n",
                            "      <td>-0.009468</td>\n",
                            "      <td>0.020991</td>\n",
                            "      <td>-0.001044</td>\n",
                            "      <td>0.021012</td>\n",
                            "      <td>-0.000471</td>\n",
                            "      <td>-0.002720</td>\n",
                            "      <td>-0.016728</td>\n",
                            "      <td>0.000617</td>\n",
                            "      <td>0.003770</td>\n",
                            "      <td>-0.029454</td>\n",
                            "      <td>0.015825</td>\n",
                            "      <td>0.001651</td>\n",
                            "      <td>0.022499</td>\n",
                            "      <td>-0.017103</td>\n",
                            "      <td>-0.006017</td>\n",
                            "      <td>-0.001890</td>\n",
                            "      <td>0.016679</td>\n",
                            "      <td>-0.002753</td>\n",
                            "      <td>0.000514</td>\n",
                            "      <td>0.017778</td>\n",
                            "      <td>0.007238</td>\n",
                            "      <td>-0.005625</td>\n",
                            "      <td>0.001074</td>\n",
                            "      <td>0.014241</td>\n",
                            "      <td>-0.004830</td>\n",
                            "      <td>0.031547</td>\n",
                            "      <td>0.010679</td>\n",
                            "      <td>0.016706</td>\n",
                            "      <td>0.015292</td>\n",
                            "      <td>0.049713</td>\n",
                            "      <td>0.000032</td>\n",
                            "      <td>0.041346</td>\n",
                            "      <td>0.005079</td>\n",
                            "      <td>0.006795</td>\n",
                            "      <td>-0.007626</td>\n",
                            "      <td>-0.003622</td>\n",
                            "      <td>-0.005076</td>\n",
                            "      <td>0.020943</td>\n",
                            "      <td>0.014609</td>\n",
                            "      <td>0.043972</td>\n",
                            "      <td>0.011189</td>\n",
                            "      <td>0.031871</td>\n",
                            "      <td>0.012954</td>\n",
                            "      <td>0.005787</td>\n",
                            "      <td>0.005161</td>\n",
                            "      <td>-0.006385</td>\n",
                            "      <td>0.007034</td>\n",
                            "      <td>-0.008378</td>\n",
                            "      <td>0.027339</td>\n",
                            "      <td>-0.005761</td>\n",
                            "      <td>0.000195</td>\n",
                            "      <td>0.027258</td>\n",
                            "      <td>0.019588</td>\n",
                            "      <td>0.014192</td>\n",
                            "      <td>0.053650</td>\n",
                            "      <td>0.019978</td>\n",
                            "      <td>0.025734</td>\n",
                            "      <td>0.011596</td>\n",
                            "      <td>0.062676</td>\n",
                            "      <td>-0.008829</td>\n",
                            "      <td>0.004141</td>\n",
                            "      <td>-0.003782</td>\n",
                            "      <td>0.051409</td>\n",
                            "      <td>-0.000185</td>\n",
                            "      <td>-0.011493</td>\n",
                            "      <td>0.005101</td>\n",
                            "      <td>-0.009240</td>\n",
                            "      <td>-0.001880</td>\n",
                            "      <td>0.039648</td>\n",
                            "      <td>-0.001426</td>\n",
                            "      <td>0.007202</td>\n",
                            "      <td>-0.002657</td>\n",
                            "      <td>0.013018</td>\n",
                            "      <td>-0.021932</td>\n",
                            "      <td>0.023909</td>\n",
                            "      <td>-0.010128</td>\n",
                            "      <td>0.030099</td>\n",
                            "      <td>0.017664</td>\n",
                            "      <td>-0.007949</td>\n",
                            "      <td>0.017670</td>\n",
                            "      <td>0.002905</td>\n",
                            "      <td>0.003298</td>\n",
                            "      <td>0.044198</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-0.010912</td>\n",
                            "      <td>0.025079</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>-0.022597</td>\n",
                            "      <td>0.025652</td>\n",
                            "      <td>0.062363</td>\n",
                            "      <td>0.029748</td>\n",
                            "      <td>-0.014507</td>\n",
                            "      <td>0.004909</td>\n",
                            "      <td>0.035047</td>\n",
                            "      <td>0.056047</td>\n",
                            "      <td>0.002963</td>\n",
                            "      <td>-0.023937</td>\n",
                            "      <td>-0.019292</td>\n",
                            "      <td>0.094615</td>\n",
                            "      <td>0.093740</td>\n",
                            "      <td>-0.005871</td>\n",
                            "      <td>0.022249</td>\n",
                            "      <td>-0.011202</td>\n",
                            "      <td>-0.011263</td>\n",
                            "      <td>0.120205</td>\n",
                            "      <td>-0.032006</td>\n",
                            "      <td>0.215724</td>\n",
                            "      <td>0.229380</td>\n",
                            "      <td>-0.001059</td>\n",
                            "      <td>-0.011561</td>\n",
                            "      <td>-0.001423</td>\n",
                            "      <td>-0.011066</td>\n",
                            "      <td>0.012263</td>\n",
                            "      <td>-0.003315</td>\n",
                            "      <td>-0.011958</td>\n",
                            "      <td>0.018685</td>\n",
                            "      <td>0.086480</td>\n",
                            "      <td>0.012586</td>\n",
                            "      <td>0.062446</td>\n",
                            "      <td>0.006341</td>\n",
                            "      <td>0.026502</td>\n",
                            "      <td>0.019496</td>\n",
                            "      <td>-0.004791</td>\n",
                            "      <td>0.083055</td>\n",
                            "      <td>0.008698</td>\n",
                            "      <td>-0.009672</td>\n",
                            "      <td>-0.023149</td>\n",
                            "      <td>0.050419</td>\n",
                            "      <td>0.058175</td>\n",
                            "      <td>0.030938</td>\n",
                            "      <td>0.027392</td>\n",
                            "      <td>-0.005971</td>\n",
                            "      <td>-0.015840</td>\n",
                            "      <td>-0.010837</td>\n",
                            "      <td>0.005371</td>\n",
                            "      <td>-0.019087</td>\n",
                            "      <td>0.002590</td>\n",
                            "      <td>0.022466</td>\n",
                            "      <td>-0.008115</td>\n",
                            "      <td>-0.004215</td>\n",
                            "      <td>0.046096</td>\n",
                            "      <td>0.024616</td>\n",
                            "      <td>0.011626</td>\n",
                            "      <td>0.003633</td>\n",
                            "      <td>-0.015555</td>\n",
                            "      <td>-0.012798</td>\n",
                            "      <td>0.012287</td>\n",
                            "      <td>0.132297</td>\n",
                            "      <td>0.008795</td>\n",
                            "      <td>-0.013163</td>\n",
                            "      <td>0.007010</td>\n",
                            "      <td>-0.010809</td>\n",
                            "      <td>-0.080604</td>\n",
                            "      <td>0.001696</td>\n",
                            "      <td>0.011766</td>\n",
                            "      <td>-0.000660</td>\n",
                            "      <td>0.026606</td>\n",
                            "      <td>0.026462</td>\n",
                            "      <td>0.014948</td>\n",
                            "      <td>-0.013677</td>\n",
                            "      <td>0.019991</td>\n",
                            "      <td>-0.001000</td>\n",
                            "      <td>0.014903</td>\n",
                            "      <td>0.012128</td>\n",
                            "      <td>-0.000555</td>\n",
                            "      <td>-0.009661</td>\n",
                            "      <td>-0.003391</td>\n",
                            "      <td>-0.012234</td>\n",
                            "      <td>0.069178</td>\n",
                            "      <td>-0.022281</td>\n",
                            "      <td>0.023456</td>\n",
                            "      <td>-0.022645</td>\n",
                            "      <td>0.006272</td>\n",
                            "      <td>-0.019982</td>\n",
                            "      <td>-0.017890</td>\n",
                            "      <td>-0.028551</td>\n",
                            "      <td>0.242855</td>\n",
                            "      <td>-0.007050</td>\n",
                            "      <td>0.102692</td>\n",
                            "      <td>-0.012489</td>\n",
                            "      <td>-0.008119</td>\n",
                            "      <td>0.010309</td>\n",
                            "      <td>0.030379</td>\n",
                            "      <td>-0.005623</td>\n",
                            "      <td>0.030451</td>\n",
                            "      <td>-0.009925</td>\n",
                            "      <td>0.016591</td>\n",
                            "      <td>-0.002001</td>\n",
                            "      <td>-0.001533</td>\n",
                            "      <td>-0.009248</td>\n",
                            "      <td>-0.008645</td>\n",
                            "      <td>-0.008637</td>\n",
                            "      <td>0.032182</td>\n",
                            "      <td>0.011802</td>\n",
                            "      <td>0.115017</td>\n",
                            "      <td>0.005127</td>\n",
                            "      <td>0.012083</td>\n",
                            "      <td>-0.020653</td>\n",
                            "      <td>0.014896</td>\n",
                            "      <td>0.020695</td>\n",
                            "      <td>-0.006813</td>\n",
                            "      <td>0.086075</td>\n",
                            "      <td>-0.013345</td>\n",
                            "      <td>-0.023056</td>\n",
                            "      <td>0.057446</td>\n",
                            "      <td>0.008946</td>\n",
                            "      <td>0.008573</td>\n",
                            "      <td>-0.019955</td>\n",
                            "      <td>-0.002541</td>\n",
                            "      <td>-0.029405</td>\n",
                            "      <td>0.007782</td>\n",
                            "      <td>0.116384</td>\n",
                            "      <td>-0.008620</td>\n",
                            "      <td>0.005715</td>\n",
                            "      <td>0.001331</td>\n",
                            "      <td>0.116629</td>\n",
                            "      <td>0.005551</td>\n",
                            "      <td>0.010699</td>\n",
                            "      <td>0.046751</td>\n",
                            "      <td>-0.005068</td>\n",
                            "      <td>-0.008786</td>\n",
                            "      <td>0.025080</td>\n",
                            "      <td>-0.013592</td>\n",
                            "      <td>0.017296</td>\n",
                            "      <td>0.006910</td>\n",
                            "      <td>-0.003136</td>\n",
                            "      <td>-0.024329</td>\n",
                            "      <td>0.026449</td>\n",
                            "      <td>-0.058947</td>\n",
                            "      <td>0.004268</td>\n",
                            "      <td>-0.020856</td>\n",
                            "      <td>0.007271</td>\n",
                            "      <td>-0.007262</td>\n",
                            "      <td>-0.057631</td>\n",
                            "      <td>0.018983</td>\n",
                            "      <td>0.035553</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>0.038575</td>\n",
                            "      <td>-0.019532</td>\n",
                            "      <td>-0.022597</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>-0.006409</td>\n",
                            "      <td>0.014378</td>\n",
                            "      <td>-0.009156</td>\n",
                            "      <td>0.052911</td>\n",
                            "      <td>0.024982</td>\n",
                            "      <td>0.033303</td>\n",
                            "      <td>-0.035785</td>\n",
                            "      <td>0.008963</td>\n",
                            "      <td>0.031657</td>\n",
                            "      <td>0.027904</td>\n",
                            "      <td>0.024726</td>\n",
                            "      <td>0.147170</td>\n",
                            "      <td>-0.042982</td>\n",
                            "      <td>-0.001486</td>\n",
                            "      <td>0.033491</td>\n",
                            "      <td>-0.010314</td>\n",
                            "      <td>-0.077176</td>\n",
                            "      <td>0.025320</td>\n",
                            "      <td>-0.027298</td>\n",
                            "      <td>-0.012754</td>\n",
                            "      <td>-0.007423</td>\n",
                            "      <td>0.017766</td>\n",
                            "      <td>-0.004293</td>\n",
                            "      <td>0.028327</td>\n",
                            "      <td>0.005419</td>\n",
                            "      <td>-0.009199</td>\n",
                            "      <td>0.002786</td>\n",
                            "      <td>-0.000710</td>\n",
                            "      <td>-0.038759</td>\n",
                            "      <td>-0.008370</td>\n",
                            "      <td>0.003813</td>\n",
                            "      <td>0.015385</td>\n",
                            "      <td>-0.027420</td>\n",
                            "      <td>0.005252</td>\n",
                            "      <td>-0.005145</td>\n",
                            "      <td>-0.003354</td>\n",
                            "      <td>-0.000966</td>\n",
                            "      <td>-0.027945</td>\n",
                            "      <td>0.022015</td>\n",
                            "      <td>0.006369</td>\n",
                            "      <td>-0.010467</td>\n",
                            "      <td>0.002197</td>\n",
                            "      <td>-0.006846</td>\n",
                            "      <td>-0.009478</td>\n",
                            "      <td>-0.049960</td>\n",
                            "      <td>0.008134</td>\n",
                            "      <td>0.015902</td>\n",
                            "      <td>-0.013902</td>\n",
                            "      <td>-0.012037</td>\n",
                            "      <td>0.001985</td>\n",
                            "      <td>-0.012363</td>\n",
                            "      <td>0.007372</td>\n",
                            "      <td>0.018070</td>\n",
                            "      <td>-0.021529</td>\n",
                            "      <td>0.025672</td>\n",
                            "      <td>0.005945</td>\n",
                            "      <td>-0.049960</td>\n",
                            "      <td>0.001836</td>\n",
                            "      <td>0.009836</td>\n",
                            "      <td>-0.032335</td>\n",
                            "      <td>0.000125</td>\n",
                            "      <td>0.023842</td>\n",
                            "      <td>0.031458</td>\n",
                            "      <td>-0.003384</td>\n",
                            "      <td>0.087347</td>\n",
                            "      <td>0.000146</td>\n",
                            "      <td>0.019129</td>\n",
                            "      <td>0.002888</td>\n",
                            "      <td>0.034190</td>\n",
                            "      <td>-0.024499</td>\n",
                            "      <td>-0.011035</td>\n",
                            "      <td>0.009966</td>\n",
                            "      <td>0.015956</td>\n",
                            "      <td>-0.014609</td>\n",
                            "      <td>0.013990</td>\n",
                            "      <td>0.022213</td>\n",
                            "      <td>-0.012107</td>\n",
                            "      <td>0.034076</td>\n",
                            "      <td>0.003860</td>\n",
                            "      <td>-0.001857</td>\n",
                            "      <td>0.016657</td>\n",
                            "      <td>0.034591</td>\n",
                            "      <td>-0.010985</td>\n",
                            "      <td>-0.048630</td>\n",
                            "      <td>0.010034</td>\n",
                            "      <td>-0.000779</td>\n",
                            "      <td>0.038284</td>\n",
                            "      <td>0.007257</td>\n",
                            "      <td>-0.012325</td>\n",
                            "      <td>0.044943</td>\n",
                            "      <td>0.007935</td>\n",
                            "      <td>-0.011852</td>\n",
                            "      <td>-0.130994</td>\n",
                            "      <td>0.004771</td>\n",
                            "      <td>0.006818</td>\n",
                            "      <td>0.014404</td>\n",
                            "      <td>-0.017356</td>\n",
                            "      <td>-0.002604</td>\n",
                            "      <td>0.011839</td>\n",
                            "      <td>-0.006064</td>\n",
                            "      <td>-0.014632</td>\n",
                            "      <td>0.014449</td>\n",
                            "      <td>-0.077791</td>\n",
                            "      <td>-0.129991</td>\n",
                            "      <td>0.014392</td>\n",
                            "      <td>0.031113</td>\n",
                            "      <td>-0.021888</td>\n",
                            "      <td>-0.011420</td>\n",
                            "      <td>-0.003713</td>\n",
                            "      <td>-0.012404</td>\n",
                            "      <td>0.010161</td>\n",
                            "      <td>-0.003836</td>\n",
                            "      <td>-0.004597</td>\n",
                            "      <td>0.007500</td>\n",
                            "      <td>0.009570</td>\n",
                            "      <td>-0.050040</td>\n",
                            "      <td>-0.009511</td>\n",
                            "      <td>0.003411</td>\n",
                            "      <td>0.032859</td>\n",
                            "      <td>0.175249</td>\n",
                            "      <td>-0.015055</td>\n",
                            "      <td>0.048072</td>\n",
                            "      <td>0.007031</td>\n",
                            "      <td>0.020219</td>\n",
                            "      <td>0.012931</td>\n",
                            "      <td>-0.019786</td>\n",
                            "      <td>0.003706</td>\n",
                            "      <td>-0.007255</td>\n",
                            "      <td>-0.009353</td>\n",
                            "      <td>0.011940</td>\n",
                            "      <td>0.009894</td>\n",
                            "      <td>-0.002186</td>\n",
                            "      <td>0.002048</td>\n",
                            "      <td>0.017262</td>\n",
                            "      <td>0.073666</td>\n",
                            "      <td>-0.004421</td>\n",
                            "      <td>0.029157</td>\n",
                            "      <td>-0.032335</td>\n",
                            "      <td>-0.000532</td>\n",
                            "      <td>-0.007293</td>\n",
                            "      <td>0.054383</td>\n",
                            "      <td>-0.004121</td>\n",
                            "      <td>0.031578</td>\n",
                            "      <td>0.014448</td>\n",
                            "      <td>-0.131368</td>\n",
                            "      <td>0.043999</td>\n",
                            "      <td>-0.047019</td>\n",
                            "      <td>-0.007190</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.050106</td>\n",
                            "      <td>0.057252</td>\n",
                            "      <td>0.025652</td>\n",
                            "      <td>-0.006409</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>0.049617</td>\n",
                            "      <td>0.030180</td>\n",
                            "      <td>-0.013041</td>\n",
                            "      <td>0.161708</td>\n",
                            "      <td>0.064465</td>\n",
                            "      <td>0.024715</td>\n",
                            "      <td>0.025185</td>\n",
                            "      <td>0.082001</td>\n",
                            "      <td>-0.002425</td>\n",
                            "      <td>0.001207</td>\n",
                            "      <td>0.038969</td>\n",
                            "      <td>-0.000728</td>\n",
                            "      <td>0.357831</td>\n",
                            "      <td>0.041784</td>\n",
                            "      <td>0.003032</td>\n",
                            "      <td>0.061613</td>\n",
                            "      <td>-0.032764</td>\n",
                            "      <td>0.059107</td>\n",
                            "      <td>0.122877</td>\n",
                            "      <td>-0.019265</td>\n",
                            "      <td>0.040800</td>\n",
                            "      <td>-0.004385</td>\n",
                            "      <td>0.007195</td>\n",
                            "      <td>0.051374</td>\n",
                            "      <td>-0.012355</td>\n",
                            "      <td>-0.000145</td>\n",
                            "      <td>0.001351</td>\n",
                            "      <td>0.060312</td>\n",
                            "      <td>-0.000264</td>\n",
                            "      <td>0.028097</td>\n",
                            "      <td>0.024309</td>\n",
                            "      <td>0.011942</td>\n",
                            "      <td>-0.010249</td>\n",
                            "      <td>0.000233</td>\n",
                            "      <td>0.067135</td>\n",
                            "      <td>-0.011747</td>\n",
                            "      <td>-0.016229</td>\n",
                            "      <td>-0.037690</td>\n",
                            "      <td>0.026611</td>\n",
                            "      <td>0.044337</td>\n",
                            "      <td>0.007957</td>\n",
                            "      <td>0.423417</td>\n",
                            "      <td>-0.228334</td>\n",
                            "      <td>0.024980</td>\n",
                            "      <td>-0.008523</td>\n",
                            "      <td>0.040132</td>\n",
                            "      <td>-0.022804</td>\n",
                            "      <td>-0.004307</td>\n",
                            "      <td>0.229457</td>\n",
                            "      <td>-0.019137</td>\n",
                            "      <td>-0.027573</td>\n",
                            "      <td>0.078950</td>\n",
                            "      <td>0.000919</td>\n",
                            "      <td>0.014769</td>\n",
                            "      <td>-0.002652</td>\n",
                            "      <td>0.024851</td>\n",
                            "      <td>0.003951</td>\n",
                            "      <td>0.007968</td>\n",
                            "      <td>0.127676</td>\n",
                            "      <td>0.008677</td>\n",
                            "      <td>-0.006893</td>\n",
                            "      <td>0.003990</td>\n",
                            "      <td>0.000481</td>\n",
                            "      <td>-0.034724</td>\n",
                            "      <td>0.006465</td>\n",
                            "      <td>0.017953</td>\n",
                            "      <td>-0.005890</td>\n",
                            "      <td>0.018310</td>\n",
                            "      <td>-0.155998</td>\n",
                            "      <td>0.009458</td>\n",
                            "      <td>-0.035503</td>\n",
                            "      <td>0.005451</td>\n",
                            "      <td>-0.001905</td>\n",
                            "      <td>0.000673</td>\n",
                            "      <td>0.011434</td>\n",
                            "      <td>0.003602</td>\n",
                            "      <td>0.005260</td>\n",
                            "      <td>-0.008432</td>\n",
                            "      <td>0.004381</td>\n",
                            "      <td>0.037909</td>\n",
                            "      <td>0.006049</td>\n",
                            "      <td>0.016110</td>\n",
                            "      <td>0.010387</td>\n",
                            "      <td>-0.003528</td>\n",
                            "      <td>0.007268</td>\n",
                            "      <td>0.021822</td>\n",
                            "      <td>0.003684</td>\n",
                            "      <td>0.123076</td>\n",
                            "      <td>0.013276</td>\n",
                            "      <td>0.052159</td>\n",
                            "      <td>0.006893</td>\n",
                            "      <td>-0.014858</td>\n",
                            "      <td>0.005754</td>\n",
                            "      <td>0.046619</td>\n",
                            "      <td>-0.009650</td>\n",
                            "      <td>0.074719</td>\n",
                            "      <td>0.003146</td>\n",
                            "      <td>0.011294</td>\n",
                            "      <td>-0.014511</td>\n",
                            "      <td>0.015456</td>\n",
                            "      <td>-0.006045</td>\n",
                            "      <td>-0.024856</td>\n",
                            "      <td>-0.018392</td>\n",
                            "      <td>0.052007</td>\n",
                            "      <td>0.026611</td>\n",
                            "      <td>0.042680</td>\n",
                            "      <td>-0.003952</td>\n",
                            "      <td>-0.010066</td>\n",
                            "      <td>0.019033</td>\n",
                            "      <td>0.002968</td>\n",
                            "      <td>0.262858</td>\n",
                            "      <td>0.001054</td>\n",
                            "      <td>0.031902</td>\n",
                            "      <td>-0.001890</td>\n",
                            "      <td>0.009583</td>\n",
                            "      <td>0.040891</td>\n",
                            "      <td>-0.008604</td>\n",
                            "      <td>-0.007767</td>\n",
                            "      <td>0.008283</td>\n",
                            "      <td>-0.013742</td>\n",
                            "      <td>0.004300</td>\n",
                            "      <td>-0.000930</td>\n",
                            "      <td>0.079585</td>\n",
                            "      <td>0.025593</td>\n",
                            "      <td>-0.012511</td>\n",
                            "      <td>-0.014277</td>\n",
                            "      <td>0.075166</td>\n",
                            "      <td>-0.008095</td>\n",
                            "      <td>0.138642</td>\n",
                            "      <td>0.020333</td>\n",
                            "      <td>0.005513</td>\n",
                            "      <td>-0.007439</td>\n",
                            "      <td>0.050169</td>\n",
                            "      <td>0.010171</td>\n",
                            "      <td>0.045896</td>\n",
                            "      <td>0.003659</td>\n",
                            "      <td>-0.006431</td>\n",
                            "      <td>-0.008427</td>\n",
                            "      <td>0.033625</td>\n",
                            "      <td>-0.039982</td>\n",
                            "      <td>0.021497</td>\n",
                            "      <td>0.012219</td>\n",
                            "      <td>0.000106</td>\n",
                            "      <td>-0.019168</td>\n",
                            "      <td>-0.035356</td>\n",
                            "      <td>0.027186</td>\n",
                            "      <td>0.052277</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>147</th>\n",
                            "      <td>-0.000989</td>\n",
                            "      <td>-0.007949</td>\n",
                            "      <td>0.007271</td>\n",
                            "      <td>0.014448</td>\n",
                            "      <td>0.000106</td>\n",
                            "      <td>0.011848</td>\n",
                            "      <td>0.008268</td>\n",
                            "      <td>0.011460</td>\n",
                            "      <td>-0.001415</td>\n",
                            "      <td>0.010646</td>\n",
                            "      <td>0.005587</td>\n",
                            "      <td>0.008862</td>\n",
                            "      <td>-0.011815</td>\n",
                            "      <td>-0.004231</td>\n",
                            "      <td>-0.004538</td>\n",
                            "      <td>0.013628</td>\n",
                            "      <td>0.010765</td>\n",
                            "      <td>0.009197</td>\n",
                            "      <td>0.003118</td>\n",
                            "      <td>-0.004338</td>\n",
                            "      <td>0.006737</td>\n",
                            "      <td>0.002862</td>\n",
                            "      <td>0.002876</td>\n",
                            "      <td>0.024056</td>\n",
                            "      <td>0.046614</td>\n",
                            "      <td>-0.004269</td>\n",
                            "      <td>-0.000283</td>\n",
                            "      <td>0.006769</td>\n",
                            "      <td>-0.006103</td>\n",
                            "      <td>-0.002300</td>\n",
                            "      <td>-0.023970</td>\n",
                            "      <td>0.020496</td>\n",
                            "      <td>-0.012935</td>\n",
                            "      <td>-0.013665</td>\n",
                            "      <td>-0.004150</td>\n",
                            "      <td>0.023556</td>\n",
                            "      <td>0.011667</td>\n",
                            "      <td>-0.005990</td>\n",
                            "      <td>0.030040</td>\n",
                            "      <td>0.008638</td>\n",
                            "      <td>-0.011304</td>\n",
                            "      <td>0.007658</td>\n",
                            "      <td>-0.002603</td>\n",
                            "      <td>0.008925</td>\n",
                            "      <td>0.009368</td>\n",
                            "      <td>-0.000261</td>\n",
                            "      <td>-0.010422</td>\n",
                            "      <td>0.006019</td>\n",
                            "      <td>0.000296</td>\n",
                            "      <td>-0.005242</td>\n",
                            "      <td>0.006381</td>\n",
                            "      <td>0.031813</td>\n",
                            "      <td>0.015230</td>\n",
                            "      <td>0.008919</td>\n",
                            "      <td>0.003245</td>\n",
                            "      <td>0.013629</td>\n",
                            "      <td>0.013913</td>\n",
                            "      <td>0.001123</td>\n",
                            "      <td>0.010378</td>\n",
                            "      <td>-0.002185</td>\n",
                            "      <td>0.000882</td>\n",
                            "      <td>0.003081</td>\n",
                            "      <td>-0.047473</td>\n",
                            "      <td>-0.007748</td>\n",
                            "      <td>0.009735</td>\n",
                            "      <td>0.000196</td>\n",
                            "      <td>0.124651</td>\n",
                            "      <td>0.006145</td>\n",
                            "      <td>-0.002809</td>\n",
                            "      <td>-0.011136</td>\n",
                            "      <td>-0.005567</td>\n",
                            "      <td>0.010033</td>\n",
                            "      <td>-0.004566</td>\n",
                            "      <td>0.004935</td>\n",
                            "      <td>-0.005473</td>\n",
                            "      <td>0.008041</td>\n",
                            "      <td>-0.044095</td>\n",
                            "      <td>0.001521</td>\n",
                            "      <td>-0.011987</td>\n",
                            "      <td>0.007956</td>\n",
                            "      <td>0.005633</td>\n",
                            "      <td>-0.011502</td>\n",
                            "      <td>-0.015499</td>\n",
                            "      <td>-0.012662</td>\n",
                            "      <td>-0.023667</td>\n",
                            "      <td>-0.000465</td>\n",
                            "      <td>-0.012488</td>\n",
                            "      <td>-0.012461</td>\n",
                            "      <td>0.022885</td>\n",
                            "      <td>-0.007066</td>\n",
                            "      <td>0.023898</td>\n",
                            "      <td>0.007328</td>\n",
                            "      <td>0.024009</td>\n",
                            "      <td>0.011668</td>\n",
                            "      <td>-0.006046</td>\n",
                            "      <td>-0.002696</td>\n",
                            "      <td>0.003355</td>\n",
                            "      <td>0.017195</td>\n",
                            "      <td>0.005912</td>\n",
                            "      <td>0.013727</td>\n",
                            "      <td>0.004559</td>\n",
                            "      <td>0.020476</td>\n",
                            "      <td>0.000737</td>\n",
                            "      <td>-0.001689</td>\n",
                            "      <td>-0.014589</td>\n",
                            "      <td>0.339696</td>\n",
                            "      <td>-0.003266</td>\n",
                            "      <td>0.000064</td>\n",
                            "      <td>0.008986</td>\n",
                            "      <td>0.058329</td>\n",
                            "      <td>0.002008</td>\n",
                            "      <td>-0.006083</td>\n",
                            "      <td>-0.013664</td>\n",
                            "      <td>-0.001208</td>\n",
                            "      <td>0.002160</td>\n",
                            "      <td>0.008738</td>\n",
                            "      <td>0.009130</td>\n",
                            "      <td>0.012237</td>\n",
                            "      <td>0.005354</td>\n",
                            "      <td>-0.011732</td>\n",
                            "      <td>-0.010831</td>\n",
                            "      <td>0.003582</td>\n",
                            "      <td>0.002314</td>\n",
                            "      <td>-0.013775</td>\n",
                            "      <td>0.006848</td>\n",
                            "      <td>0.015673</td>\n",
                            "      <td>0.009003</td>\n",
                            "      <td>-0.021023</td>\n",
                            "      <td>-0.011882</td>\n",
                            "      <td>-0.012867</td>\n",
                            "      <td>-0.000587</td>\n",
                            "      <td>-0.015806</td>\n",
                            "      <td>-0.009932</td>\n",
                            "      <td>0.002692</td>\n",
                            "      <td>-0.018926</td>\n",
                            "      <td>-0.005655</td>\n",
                            "      <td>-0.004773</td>\n",
                            "      <td>0.007972</td>\n",
                            "      <td>0.008760</td>\n",
                            "      <td>-0.008221</td>\n",
                            "      <td>0.115712</td>\n",
                            "      <td>-0.007214</td>\n",
                            "      <td>0.005985</td>\n",
                            "      <td>0.007009</td>\n",
                            "      <td>0.010907</td>\n",
                            "      <td>0.014228</td>\n",
                            "      <td>-0.003736</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>0.002174</td>\n",
                            "      <td>0.012018</td>\n",
                            "      <td>-0.014014</td>\n",
                            "      <td>0.015250</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>148</th>\n",
                            "      <td>-0.007058</td>\n",
                            "      <td>0.017670</td>\n",
                            "      <td>-0.007262</td>\n",
                            "      <td>-0.131368</td>\n",
                            "      <td>-0.019168</td>\n",
                            "      <td>0.018775</td>\n",
                            "      <td>-0.011769</td>\n",
                            "      <td>0.011637</td>\n",
                            "      <td>-0.003308</td>\n",
                            "      <td>-0.037196</td>\n",
                            "      <td>0.003935</td>\n",
                            "      <td>0.008211</td>\n",
                            "      <td>-0.022072</td>\n",
                            "      <td>0.006532</td>\n",
                            "      <td>0.006857</td>\n",
                            "      <td>-0.133382</td>\n",
                            "      <td>0.013307</td>\n",
                            "      <td>-0.009406</td>\n",
                            "      <td>0.000451</td>\n",
                            "      <td>0.005844</td>\n",
                            "      <td>0.005247</td>\n",
                            "      <td>0.002039</td>\n",
                            "      <td>-0.002450</td>\n",
                            "      <td>-0.020064</td>\n",
                            "      <td>0.010936</td>\n",
                            "      <td>0.005848</td>\n",
                            "      <td>0.007019</td>\n",
                            "      <td>-0.011136</td>\n",
                            "      <td>-0.008447</td>\n",
                            "      <td>-0.009743</td>\n",
                            "      <td>-0.009913</td>\n",
                            "      <td>-0.006581</td>\n",
                            "      <td>-0.003233</td>\n",
                            "      <td>0.013024</td>\n",
                            "      <td>0.000107</td>\n",
                            "      <td>0.002148</td>\n",
                            "      <td>-0.004253</td>\n",
                            "      <td>-0.000295</td>\n",
                            "      <td>0.005419</td>\n",
                            "      <td>0.014783</td>\n",
                            "      <td>-0.002659</td>\n",
                            "      <td>0.005070</td>\n",
                            "      <td>0.004030</td>\n",
                            "      <td>-0.000929</td>\n",
                            "      <td>0.000295</td>\n",
                            "      <td>-0.012891</td>\n",
                            "      <td>-0.026525</td>\n",
                            "      <td>0.001413</td>\n",
                            "      <td>0.004216</td>\n",
                            "      <td>-0.012635</td>\n",
                            "      <td>0.009402</td>\n",
                            "      <td>0.005890</td>\n",
                            "      <td>0.021163</td>\n",
                            "      <td>-0.000023</td>\n",
                            "      <td>0.007116</td>\n",
                            "      <td>0.021803</td>\n",
                            "      <td>-0.034100</td>\n",
                            "      <td>0.002803</td>\n",
                            "      <td>0.019049</td>\n",
                            "      <td>-0.007828</td>\n",
                            "      <td>0.004531</td>\n",
                            "      <td>-0.016111</td>\n",
                            "      <td>-0.020566</td>\n",
                            "      <td>0.012050</td>\n",
                            "      <td>0.005187</td>\n",
                            "      <td>-0.001233</td>\n",
                            "      <td>0.010908</td>\n",
                            "      <td>0.002498</td>\n",
                            "      <td>-0.021719</td>\n",
                            "      <td>0.001049</td>\n",
                            "      <td>-0.001455</td>\n",
                            "      <td>0.007905</td>\n",
                            "      <td>0.008345</td>\n",
                            "      <td>-0.000635</td>\n",
                            "      <td>-0.009634</td>\n",
                            "      <td>0.008323</td>\n",
                            "      <td>-0.013274</td>\n",
                            "      <td>0.080134</td>\n",
                            "      <td>-0.030520</td>\n",
                            "      <td>0.018874</td>\n",
                            "      <td>0.001695</td>\n",
                            "      <td>-0.026341</td>\n",
                            "      <td>0.006537</td>\n",
                            "      <td>0.000476</td>\n",
                            "      <td>0.002621</td>\n",
                            "      <td>-0.010228</td>\n",
                            "      <td>-0.005928</td>\n",
                            "      <td>-0.004839</td>\n",
                            "      <td>0.008194</td>\n",
                            "      <td>0.010499</td>\n",
                            "      <td>0.006756</td>\n",
                            "      <td>0.020383</td>\n",
                            "      <td>-0.019913</td>\n",
                            "      <td>0.013542</td>\n",
                            "      <td>0.012773</td>\n",
                            "      <td>-0.004525</td>\n",
                            "      <td>0.982840</td>\n",
                            "      <td>0.009667</td>\n",
                            "      <td>-0.007220</td>\n",
                            "      <td>0.013130</td>\n",
                            "      <td>-0.011115</td>\n",
                            "      <td>0.005462</td>\n",
                            "      <td>-0.006088</td>\n",
                            "      <td>-0.005778</td>\n",
                            "      <td>-0.017753</td>\n",
                            "      <td>-0.003869</td>\n",
                            "      <td>0.705076</td>\n",
                            "      <td>0.980053</td>\n",
                            "      <td>-0.010848</td>\n",
                            "      <td>0.013707</td>\n",
                            "      <td>0.002884</td>\n",
                            "      <td>0.001132</td>\n",
                            "      <td>0.004114</td>\n",
                            "      <td>-0.002605</td>\n",
                            "      <td>-0.005335</td>\n",
                            "      <td>0.001711</td>\n",
                            "      <td>0.000172</td>\n",
                            "      <td>0.004221</td>\n",
                            "      <td>-0.008336</td>\n",
                            "      <td>-0.004590</td>\n",
                            "      <td>-0.009114</td>\n",
                            "      <td>0.002853</td>\n",
                            "      <td>-0.012506</td>\n",
                            "      <td>-0.183828</td>\n",
                            "      <td>-0.012473</td>\n",
                            "      <td>-0.044253</td>\n",
                            "      <td>-0.013384</td>\n",
                            "      <td>-0.017776</td>\n",
                            "      <td>0.005106</td>\n",
                            "      <td>0.007958</td>\n",
                            "      <td>0.004979</td>\n",
                            "      <td>-0.004635</td>\n",
                            "      <td>0.011618</td>\n",
                            "      <td>0.001120</td>\n",
                            "      <td>-0.013107</td>\n",
                            "      <td>0.011016</td>\n",
                            "      <td>0.011816</td>\n",
                            "      <td>-0.017707</td>\n",
                            "      <td>0.011799</td>\n",
                            "      <td>-0.007203</td>\n",
                            "      <td>0.012919</td>\n",
                            "      <td>0.022376</td>\n",
                            "      <td>-0.009218</td>\n",
                            "      <td>0.017956</td>\n",
                            "      <td>0.018550</td>\n",
                            "      <td>0.024721</td>\n",
                            "      <td>-0.015459</td>\n",
                            "      <td>0.002174</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>0.019307</td>\n",
                            "      <td>-0.016183</td>\n",
                            "      <td>0.002767</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>149</th>\n",
                            "      <td>0.154031</td>\n",
                            "      <td>0.002905</td>\n",
                            "      <td>-0.057631</td>\n",
                            "      <td>0.043999</td>\n",
                            "      <td>-0.035356</td>\n",
                            "      <td>-0.046457</td>\n",
                            "      <td>-0.002921</td>\n",
                            "      <td>0.709164</td>\n",
                            "      <td>-0.016122</td>\n",
                            "      <td>0.151563</td>\n",
                            "      <td>-0.021101</td>\n",
                            "      <td>-0.051537</td>\n",
                            "      <td>0.043943</td>\n",
                            "      <td>0.072292</td>\n",
                            "      <td>-0.016986</td>\n",
                            "      <td>0.151041</td>\n",
                            "      <td>-0.088470</td>\n",
                            "      <td>-0.017105</td>\n",
                            "      <td>0.099656</td>\n",
                            "      <td>-0.006629</td>\n",
                            "      <td>-0.238897</td>\n",
                            "      <td>0.053749</td>\n",
                            "      <td>-0.137031</td>\n",
                            "      <td>-0.018477</td>\n",
                            "      <td>-0.004550</td>\n",
                            "      <td>0.020994</td>\n",
                            "      <td>0.002152</td>\n",
                            "      <td>0.018087</td>\n",
                            "      <td>0.009537</td>\n",
                            "      <td>-0.001152</td>\n",
                            "      <td>0.003873</td>\n",
                            "      <td>-0.025864</td>\n",
                            "      <td>-0.227634</td>\n",
                            "      <td>0.002815</td>\n",
                            "      <td>-0.033916</td>\n",
                            "      <td>-0.145645</td>\n",
                            "      <td>-0.074681</td>\n",
                            "      <td>-0.005833</td>\n",
                            "      <td>0.002937</td>\n",
                            "      <td>-0.043339</td>\n",
                            "      <td>0.005431</td>\n",
                            "      <td>-0.030825</td>\n",
                            "      <td>0.093654</td>\n",
                            "      <td>-0.088334</td>\n",
                            "      <td>-0.092158</td>\n",
                            "      <td>-0.015852</td>\n",
                            "      <td>-0.016466</td>\n",
                            "      <td>-0.041546</td>\n",
                            "      <td>-0.002322</td>\n",
                            "      <td>-0.005530</td>\n",
                            "      <td>0.058276</td>\n",
                            "      <td>0.047006</td>\n",
                            "      <td>-0.013352</td>\n",
                            "      <td>-0.018234</td>\n",
                            "      <td>0.001500</td>\n",
                            "      <td>0.032503</td>\n",
                            "      <td>0.190342</td>\n",
                            "      <td>-0.050914</td>\n",
                            "      <td>0.313985</td>\n",
                            "      <td>-0.310961</td>\n",
                            "      <td>-0.001559</td>\n",
                            "      <td>0.019211</td>\n",
                            "      <td>-0.227900</td>\n",
                            "      <td>-0.154604</td>\n",
                            "      <td>-0.003682</td>\n",
                            "      <td>0.083643</td>\n",
                            "      <td>0.390273</td>\n",
                            "      <td>-0.003181</td>\n",
                            "      <td>0.119523</td>\n",
                            "      <td>-0.020132</td>\n",
                            "      <td>0.007689</td>\n",
                            "      <td>0.009437</td>\n",
                            "      <td>-0.028038</td>\n",
                            "      <td>-0.102371</td>\n",
                            "      <td>0.000498</td>\n",
                            "      <td>0.028159</td>\n",
                            "      <td>-0.233200</td>\n",
                            "      <td>0.006083</td>\n",
                            "      <td>-0.016804</td>\n",
                            "      <td>0.311890</td>\n",
                            "      <td>0.023050</td>\n",
                            "      <td>0.010120</td>\n",
                            "      <td>0.002433</td>\n",
                            "      <td>-0.000984</td>\n",
                            "      <td>-0.062813</td>\n",
                            "      <td>0.091125</td>\n",
                            "      <td>0.017325</td>\n",
                            "      <td>-0.285228</td>\n",
                            "      <td>0.000553</td>\n",
                            "      <td>0.362071</td>\n",
                            "      <td>0.128194</td>\n",
                            "      <td>0.025303</td>\n",
                            "      <td>-0.020694</td>\n",
                            "      <td>0.003766</td>\n",
                            "      <td>-0.044064</td>\n",
                            "      <td>-0.007873</td>\n",
                            "      <td>0.017882</td>\n",
                            "      <td>-0.008222</td>\n",
                            "      <td>-0.012544</td>\n",
                            "      <td>0.091806</td>\n",
                            "      <td>0.041218</td>\n",
                            "      <td>0.011112</td>\n",
                            "      <td>0.002115</td>\n",
                            "      <td>0.009910</td>\n",
                            "      <td>-0.005911</td>\n",
                            "      <td>0.039007</td>\n",
                            "      <td>0.014497</td>\n",
                            "      <td>0.020214</td>\n",
                            "      <td>0.067414</td>\n",
                            "      <td>0.316047</td>\n",
                            "      <td>-0.090519</td>\n",
                            "      <td>-0.021440</td>\n",
                            "      <td>0.008081</td>\n",
                            "      <td>-0.024700</td>\n",
                            "      <td>0.015955</td>\n",
                            "      <td>-0.026879</td>\n",
                            "      <td>0.004753</td>\n",
                            "      <td>-0.040511</td>\n",
                            "      <td>0.007581</td>\n",
                            "      <td>-0.283443</td>\n",
                            "      <td>-0.059417</td>\n",
                            "      <td>-0.009148</td>\n",
                            "      <td>-0.006094</td>\n",
                            "      <td>0.049663</td>\n",
                            "      <td>-0.009009</td>\n",
                            "      <td>0.164046</td>\n",
                            "      <td>-0.005745</td>\n",
                            "      <td>-0.274438</td>\n",
                            "      <td>-0.021330</td>\n",
                            "      <td>-0.009184</td>\n",
                            "      <td>-0.020994</td>\n",
                            "      <td>-0.179748</td>\n",
                            "      <td>0.004279</td>\n",
                            "      <td>0.000679</td>\n",
                            "      <td>-0.057817</td>\n",
                            "      <td>-0.018340</td>\n",
                            "      <td>0.012270</td>\n",
                            "      <td>0.008409</td>\n",
                            "      <td>0.007779</td>\n",
                            "      <td>-0.009474</td>\n",
                            "      <td>0.446801</td>\n",
                            "      <td>0.000994</td>\n",
                            "      <td>0.173284</td>\n",
                            "      <td>0.020335</td>\n",
                            "      <td>0.858772</td>\n",
                            "      <td>0.193551</td>\n",
                            "      <td>0.079420</td>\n",
                            "      <td>0.012018</td>\n",
                            "      <td>0.019307</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>-0.476468</td>\n",
                            "      <td>-0.013818</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>150</th>\n",
                            "      <td>-0.186368</td>\n",
                            "      <td>0.003298</td>\n",
                            "      <td>0.018983</td>\n",
                            "      <td>-0.047019</td>\n",
                            "      <td>0.027186</td>\n",
                            "      <td>0.038369</td>\n",
                            "      <td>0.024858</td>\n",
                            "      <td>-0.655851</td>\n",
                            "      <td>0.001657</td>\n",
                            "      <td>-0.213781</td>\n",
                            "      <td>0.048653</td>\n",
                            "      <td>-0.446108</td>\n",
                            "      <td>-0.024742</td>\n",
                            "      <td>-0.054811</td>\n",
                            "      <td>-0.004244</td>\n",
                            "      <td>0.097984</td>\n",
                            "      <td>0.098150</td>\n",
                            "      <td>0.014885</td>\n",
                            "      <td>-0.134412</td>\n",
                            "      <td>0.017956</td>\n",
                            "      <td>0.046332</td>\n",
                            "      <td>0.068189</td>\n",
                            "      <td>0.056456</td>\n",
                            "      <td>0.005337</td>\n",
                            "      <td>0.001105</td>\n",
                            "      <td>-0.082249</td>\n",
                            "      <td>-0.004983</td>\n",
                            "      <td>-0.002773</td>\n",
                            "      <td>0.015169</td>\n",
                            "      <td>0.003017</td>\n",
                            "      <td>0.024701</td>\n",
                            "      <td>-0.011828</td>\n",
                            "      <td>0.282094</td>\n",
                            "      <td>-0.015412</td>\n",
                            "      <td>0.008176</td>\n",
                            "      <td>-0.382441</td>\n",
                            "      <td>0.050928</td>\n",
                            "      <td>-0.015086</td>\n",
                            "      <td>-0.043347</td>\n",
                            "      <td>0.056655</td>\n",
                            "      <td>-0.025412</td>\n",
                            "      <td>-0.003172</td>\n",
                            "      <td>0.061606</td>\n",
                            "      <td>0.042966</td>\n",
                            "      <td>0.058242</td>\n",
                            "      <td>0.005170</td>\n",
                            "      <td>0.010565</td>\n",
                            "      <td>0.080941</td>\n",
                            "      <td>0.584282</td>\n",
                            "      <td>0.016809</td>\n",
                            "      <td>-0.504918</td>\n",
                            "      <td>-0.053010</td>\n",
                            "      <td>0.035660</td>\n",
                            "      <td>0.010681</td>\n",
                            "      <td>0.007397</td>\n",
                            "      <td>0.005547</td>\n",
                            "      <td>-0.081888</td>\n",
                            "      <td>0.046784</td>\n",
                            "      <td>-0.700089</td>\n",
                            "      <td>-0.048999</td>\n",
                            "      <td>0.586557</td>\n",
                            "      <td>-0.006949</td>\n",
                            "      <td>0.129687</td>\n",
                            "      <td>0.102539</td>\n",
                            "      <td>0.002713</td>\n",
                            "      <td>-0.051512</td>\n",
                            "      <td>-0.619778</td>\n",
                            "      <td>-0.015140</td>\n",
                            "      <td>-0.040695</td>\n",
                            "      <td>0.020698</td>\n",
                            "      <td>-0.005715</td>\n",
                            "      <td>-0.037268</td>\n",
                            "      <td>0.012348</td>\n",
                            "      <td>0.067917</td>\n",
                            "      <td>-0.000658</td>\n",
                            "      <td>-0.016948</td>\n",
                            "      <td>0.128706</td>\n",
                            "      <td>-0.002543</td>\n",
                            "      <td>0.019831</td>\n",
                            "      <td>-0.722493</td>\n",
                            "      <td>-0.019241</td>\n",
                            "      <td>-0.000205</td>\n",
                            "      <td>0.036682</td>\n",
                            "      <td>-0.003423</td>\n",
                            "      <td>0.155570</td>\n",
                            "      <td>-0.022408</td>\n",
                            "      <td>0.003873</td>\n",
                            "      <td>0.837507</td>\n",
                            "      <td>-0.000364</td>\n",
                            "      <td>-0.057546</td>\n",
                            "      <td>-0.515499</td>\n",
                            "      <td>0.004778</td>\n",
                            "      <td>0.005143</td>\n",
                            "      <td>-0.009155</td>\n",
                            "      <td>0.057452</td>\n",
                            "      <td>0.003616</td>\n",
                            "      <td>-0.016614</td>\n",
                            "      <td>-0.004743</td>\n",
                            "      <td>0.005493</td>\n",
                            "      <td>-0.061978</td>\n",
                            "      <td>-0.029353</td>\n",
                            "      <td>0.005558</td>\n",
                            "      <td>0.016742</td>\n",
                            "      <td>0.000833</td>\n",
                            "      <td>0.013841</td>\n",
                            "      <td>-0.028024</td>\n",
                            "      <td>-0.016588</td>\n",
                            "      <td>-0.010220</td>\n",
                            "      <td>-0.089162</td>\n",
                            "      <td>-0.734418</td>\n",
                            "      <td>0.121648</td>\n",
                            "      <td>-0.001020</td>\n",
                            "      <td>-0.094302</td>\n",
                            "      <td>-0.040678</td>\n",
                            "      <td>0.021963</td>\n",
                            "      <td>0.009277</td>\n",
                            "      <td>0.002902</td>\n",
                            "      <td>0.058244</td>\n",
                            "      <td>-0.015633</td>\n",
                            "      <td>0.837791</td>\n",
                            "      <td>0.110510</td>\n",
                            "      <td>0.016669</td>\n",
                            "      <td>-0.007091</td>\n",
                            "      <td>-0.033585</td>\n",
                            "      <td>0.025231</td>\n",
                            "      <td>-0.154385</td>\n",
                            "      <td>0.002555</td>\n",
                            "      <td>0.195082</td>\n",
                            "      <td>0.002107</td>\n",
                            "      <td>-0.015069</td>\n",
                            "      <td>-0.006570</td>\n",
                            "      <td>0.152540</td>\n",
                            "      <td>-0.020291</td>\n",
                            "      <td>-0.010878</td>\n",
                            "      <td>0.087401</td>\n",
                            "      <td>0.047608</td>\n",
                            "      <td>-0.001986</td>\n",
                            "      <td>-0.022284</td>\n",
                            "      <td>-0.007354</td>\n",
                            "      <td>0.009564</td>\n",
                            "      <td>-0.611954</td>\n",
                            "      <td>-0.020595</td>\n",
                            "      <td>0.059572</td>\n",
                            "      <td>0.019582</td>\n",
                            "      <td>-0.479179</td>\n",
                            "      <td>-0.198321</td>\n",
                            "      <td>-0.021305</td>\n",
                            "      <td>-0.014014</td>\n",
                            "      <td>-0.016183</td>\n",
                            "      <td>-0.476468</td>\n",
                            "      <td>1.000000</td>\n",
                            "      <td>-0.035199</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>target</th>\n",
                            "      <td>0.222683</td>\n",
                            "      <td>0.044198</td>\n",
                            "      <td>0.035553</td>\n",
                            "      <td>-0.007190</td>\n",
                            "      <td>0.052277</td>\n",
                            "      <td>0.037950</td>\n",
                            "      <td>0.021085</td>\n",
                            "      <td>0.022902</td>\n",
                            "      <td>0.027464</td>\n",
                            "      <td>0.273424</td>\n",
                            "      <td>-0.000042</td>\n",
                            "      <td>0.150585</td>\n",
                            "      <td>0.046107</td>\n",
                            "      <td>-0.008544</td>\n",
                            "      <td>0.001492</td>\n",
                            "      <td>0.100897</td>\n",
                            "      <td>0.006045</td>\n",
                            "      <td>0.000174</td>\n",
                            "      <td>0.129550</td>\n",
                            "      <td>-0.008717</td>\n",
                            "      <td>0.048394</td>\n",
                            "      <td>-0.007382</td>\n",
                            "      <td>0.010397</td>\n",
                            "      <td>0.069660</td>\n",
                            "      <td>0.009648</td>\n",
                            "      <td>0.191415</td>\n",
                            "      <td>-0.000692</td>\n",
                            "      <td>-0.006773</td>\n",
                            "      <td>0.012821</td>\n",
                            "      <td>-0.006939</td>\n",
                            "      <td>-0.007931</td>\n",
                            "      <td>0.013664</td>\n",
                            "      <td>0.023883</td>\n",
                            "      <td>0.009113</td>\n",
                            "      <td>0.041723</td>\n",
                            "      <td>0.097238</td>\n",
                            "      <td>0.002509</td>\n",
                            "      <td>0.053890</td>\n",
                            "      <td>0.008665</td>\n",
                            "      <td>0.030829</td>\n",
                            "      <td>-0.049016</td>\n",
                            "      <td>-0.018985</td>\n",
                            "      <td>-0.000844</td>\n",
                            "      <td>0.029756</td>\n",
                            "      <td>0.030556</td>\n",
                            "      <td>0.003379</td>\n",
                            "      <td>0.009922</td>\n",
                            "      <td>-0.207714</td>\n",
                            "      <td>-0.026762</td>\n",
                            "      <td>0.000644</td>\n",
                            "      <td>0.163717</td>\n",
                            "      <td>-0.003845</td>\n",
                            "      <td>-0.002383</td>\n",
                            "      <td>0.003558</td>\n",
                            "      <td>-0.018081</td>\n",
                            "      <td>-0.054412</td>\n",
                            "      <td>0.283583</td>\n",
                            "      <td>0.003700</td>\n",
                            "      <td>0.089528</td>\n",
                            "      <td>-0.040693</td>\n",
                            "      <td>-0.027164</td>\n",
                            "      <td>0.008362</td>\n",
                            "      <td>0.027522</td>\n",
                            "      <td>0.024439</td>\n",
                            "      <td>0.327791</td>\n",
                            "      <td>-0.003469</td>\n",
                            "      <td>0.045244</td>\n",
                            "      <td>-0.004205</td>\n",
                            "      <td>-0.017474</td>\n",
                            "      <td>0.009069</td>\n",
                            "      <td>-0.001154</td>\n",
                            "      <td>-0.001862</td>\n",
                            "      <td>0.017926</td>\n",
                            "      <td>-0.161343</td>\n",
                            "      <td>0.018466</td>\n",
                            "      <td>-0.060739</td>\n",
                            "      <td>0.022112</td>\n",
                            "      <td>0.003139</td>\n",
                            "      <td>0.006967</td>\n",
                            "      <td>0.082572</td>\n",
                            "      <td>0.010712</td>\n",
                            "      <td>-0.013701</td>\n",
                            "      <td>-0.000902</td>\n",
                            "      <td>0.008544</td>\n",
                            "      <td>0.002890</td>\n",
                            "      <td>0.041901</td>\n",
                            "      <td>0.019738</td>\n",
                            "      <td>-0.057089</td>\n",
                            "      <td>0.000473</td>\n",
                            "      <td>-0.001097</td>\n",
                            "      <td>0.141900</td>\n",
                            "      <td>0.006622</td>\n",
                            "      <td>0.069694</td>\n",
                            "      <td>0.007650</td>\n",
                            "      <td>0.026638</td>\n",
                            "      <td>0.028061</td>\n",
                            "      <td>0.002530</td>\n",
                            "      <td>-0.002941</td>\n",
                            "      <td>0.136889</td>\n",
                            "      <td>-0.003328</td>\n",
                            "      <td>0.158474</td>\n",
                            "      <td>-0.006577</td>\n",
                            "      <td>0.046553</td>\n",
                            "      <td>-0.010840</td>\n",
                            "      <td>-0.002376</td>\n",
                            "      <td>-0.004734</td>\n",
                            "      <td>-0.004994</td>\n",
                            "      <td>-0.000992</td>\n",
                            "      <td>0.168809</td>\n",
                            "      <td>0.136339</td>\n",
                            "      <td>0.033469</td>\n",
                            "      <td>0.004085</td>\n",
                            "      <td>-0.027781</td>\n",
                            "      <td>-0.004733</td>\n",
                            "      <td>0.010086</td>\n",
                            "      <td>-0.002275</td>\n",
                            "      <td>-0.014149</td>\n",
                            "      <td>0.063422</td>\n",
                            "      <td>-0.013299</td>\n",
                            "      <td>-0.058043</td>\n",
                            "      <td>0.045630</td>\n",
                            "      <td>-0.001946</td>\n",
                            "      <td>0.024875</td>\n",
                            "      <td>-0.007496</td>\n",
                            "      <td>-0.021776</td>\n",
                            "      <td>0.100392</td>\n",
                            "      <td>0.009639</td>\n",
                            "      <td>0.031836</td>\n",
                            "      <td>-0.100820</td>\n",
                            "      <td>0.007715</td>\n",
                            "      <td>0.002595</td>\n",
                            "      <td>0.027122</td>\n",
                            "      <td>-0.001655</td>\n",
                            "      <td>0.212203</td>\n",
                            "      <td>0.035769</td>\n",
                            "      <td>0.005851</td>\n",
                            "      <td>0.013519</td>\n",
                            "      <td>0.087953</td>\n",
                            "      <td>-0.007039</td>\n",
                            "      <td>0.029828</td>\n",
                            "      <td>0.043032</td>\n",
                            "      <td>0.009481</td>\n",
                            "      <td>-0.053712</td>\n",
                            "      <td>0.002721</td>\n",
                            "      <td>-0.019906</td>\n",
                            "      <td>0.004108</td>\n",
                            "      <td>0.053733</td>\n",
                            "      <td>0.015250</td>\n",
                            "      <td>0.002767</td>\n",
                            "      <td>-0.013818</td>\n",
                            "      <td>-0.035199</td>\n",
                            "      <td>1.000000</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>152 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "               0         1         2         3         4         5         6  \\\n",
                            "0       1.000000  0.002652 -0.010912  0.038575  0.050106  0.008386  0.002332   \n",
                            "1       0.002652  1.000000  0.025079 -0.019532  0.057252  0.026692  0.009735   \n",
                            "2      -0.010912  0.025079  1.000000 -0.022597  0.025652  0.062363  0.029748   \n",
                            "3       0.038575 -0.019532 -0.022597  1.000000 -0.006409  0.014378 -0.009156   \n",
                            "4       0.050106  0.057252  0.025652 -0.006409  1.000000  0.049617  0.030180   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.000989 -0.007949  0.007271  0.014448  0.000106  0.011848  0.008268   \n",
                            "148    -0.007058  0.017670 -0.007262 -0.131368 -0.019168  0.018775 -0.011769   \n",
                            "149     0.154031  0.002905 -0.057631  0.043999 -0.035356 -0.046457 -0.002921   \n",
                            "150    -0.186368  0.003298  0.018983 -0.047019  0.027186  0.038369  0.024858   \n",
                            "target  0.222683  0.044198  0.035553 -0.007190  0.052277  0.037950  0.021085   \n",
                            "\n",
                            "               7         8         9        10        11        12        13  \\\n",
                            "0       0.170790  0.009473  0.164587 -0.007618  0.261024  0.109955  0.021635   \n",
                            "1       0.003058 -0.002971  0.077088  0.019708 -0.006213  0.032433 -0.030687   \n",
                            "2      -0.014507  0.004909  0.035047  0.056047  0.002963 -0.023937 -0.019292   \n",
                            "3       0.052911  0.024982  0.033303 -0.035785  0.008963  0.031657  0.027904   \n",
                            "4      -0.013041  0.161708  0.064465  0.024715  0.025185  0.082001 -0.002425   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.011460 -0.001415  0.010646  0.005587  0.008862 -0.011815 -0.004231   \n",
                            "148     0.011637 -0.003308 -0.037196  0.003935  0.008211 -0.022072  0.006532   \n",
                            "149     0.709164 -0.016122  0.151563 -0.021101 -0.051537  0.043943  0.072292   \n",
                            "150    -0.655851  0.001657 -0.213781  0.048653 -0.446108 -0.024742 -0.054811   \n",
                            "target  0.022902  0.027464  0.273424 -0.000042  0.150585  0.046107 -0.008544   \n",
                            "\n",
                            "              14        15        16        17        18        19        20  \\\n",
                            "0      -0.014751  0.081649 -0.071848 -0.018244  0.470127 -0.012236 -0.073333   \n",
                            "1       0.029051 -0.003030  0.010243  0.039391  0.000162 -0.005353  0.086362   \n",
                            "2       0.094615  0.093740 -0.005871  0.022249 -0.011202 -0.011263  0.120205   \n",
                            "3       0.024726  0.147170 -0.042982 -0.001486  0.033491 -0.010314 -0.077176   \n",
                            "4       0.001207  0.038969 -0.000728  0.357831  0.041784  0.003032  0.061613   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.004538  0.013628  0.010765  0.009197  0.003118 -0.004338  0.006737   \n",
                            "148     0.006857 -0.133382  0.013307 -0.009406  0.000451  0.005844  0.005247   \n",
                            "149    -0.016986  0.151041 -0.088470 -0.017105  0.099656 -0.006629 -0.238897   \n",
                            "150    -0.004244  0.097984  0.098150  0.014885 -0.134412  0.017956  0.046332   \n",
                            "target  0.001492  0.100897  0.006045  0.000174  0.129550 -0.008717  0.048394   \n",
                            "\n",
                            "              21        22        23        24        25        26        27  \\\n",
                            "0       0.034046 -0.056044  0.095244  0.000950  0.086956 -0.012805  0.008715   \n",
                            "1      -0.043439  0.041700  0.011799  0.004479  0.002273  0.013453  0.022535   \n",
                            "2      -0.032006  0.215724  0.229380 -0.001059 -0.011561 -0.001423 -0.011066   \n",
                            "3       0.025320 -0.027298 -0.012754 -0.007423  0.017766 -0.004293  0.028327   \n",
                            "4      -0.032764  0.059107  0.122877 -0.019265  0.040800 -0.004385  0.007195   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.002862  0.002876  0.024056  0.046614 -0.004269 -0.000283  0.006769   \n",
                            "148     0.002039 -0.002450 -0.020064  0.010936  0.005848  0.007019 -0.011136   \n",
                            "149     0.053749 -0.137031 -0.018477 -0.004550  0.020994  0.002152  0.018087   \n",
                            "150     0.068189  0.056456  0.005337  0.001105 -0.082249 -0.004983 -0.002773   \n",
                            "target -0.007382  0.010397  0.069660  0.009648  0.191415 -0.000692 -0.006773   \n",
                            "\n",
                            "              28        29        30        31        32        33        34  \\\n",
                            "0       0.013361  0.002111  0.009097 -0.011787 -0.035541  0.003714  0.014337   \n",
                            "1       0.035608  0.019149 -0.020100  0.014866  0.050448  0.010315  0.035213   \n",
                            "2       0.012263 -0.003315 -0.011958  0.018685  0.086480  0.012586  0.062446   \n",
                            "3       0.005419 -0.009199  0.002786 -0.000710 -0.038759 -0.008370  0.003813   \n",
                            "4       0.051374 -0.012355 -0.000145  0.001351  0.060312 -0.000264  0.028097   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.006103 -0.002300 -0.023970  0.020496 -0.012935 -0.013665 -0.004150   \n",
                            "148    -0.008447 -0.009743 -0.009913 -0.006581 -0.003233  0.013024  0.000107   \n",
                            "149     0.009537 -0.001152  0.003873 -0.025864 -0.227634  0.002815 -0.033916   \n",
                            "150     0.015169  0.003017  0.024701 -0.011828  0.282094 -0.015412  0.008176   \n",
                            "target  0.012821 -0.006939 -0.007931  0.013664  0.023883  0.009113  0.041723   \n",
                            "\n",
                            "              35        36        37        38        39        40        41  \\\n",
                            "0       0.259601 -0.032130  0.014892 -0.005518  0.032701 -0.005409  0.000746   \n",
                            "1      -0.010201  0.034736  0.000913  0.040933  0.037946  0.004137 -0.015962   \n",
                            "2       0.006341  0.026502  0.019496 -0.004791  0.083055  0.008698 -0.009672   \n",
                            "3       0.015385 -0.027420  0.005252 -0.005145 -0.003354 -0.000966 -0.027945   \n",
                            "4       0.024309  0.011942 -0.010249  0.000233  0.067135 -0.011747 -0.016229   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.023556  0.011667 -0.005990  0.030040  0.008638 -0.011304  0.007658   \n",
                            "148     0.002148 -0.004253 -0.000295  0.005419  0.014783 -0.002659  0.005070   \n",
                            "149    -0.145645 -0.074681 -0.005833  0.002937 -0.043339  0.005431 -0.030825   \n",
                            "150    -0.382441  0.050928 -0.015086 -0.043347  0.056655 -0.025412 -0.003172   \n",
                            "target  0.097238  0.002509  0.053890  0.008665  0.030829 -0.049016 -0.018985   \n",
                            "\n",
                            "              42        43        44        45        46        47        48  \\\n",
                            "0       0.045098 -0.031787 -0.044177  0.007246 -0.013420 -0.401362 -0.123874   \n",
                            "1      -0.030966  0.045787  0.046906  0.009171  0.010420 -0.029449  0.034133   \n",
                            "2      -0.023149  0.050419  0.058175  0.030938  0.027392 -0.005971 -0.015840   \n",
                            "3       0.022015  0.006369 -0.010467  0.002197 -0.006846 -0.009478 -0.049960   \n",
                            "4      -0.037690  0.026611  0.044337  0.007957  0.423417 -0.228334  0.024980   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.002603  0.008925  0.009368 -0.000261 -0.010422  0.006019  0.000296   \n",
                            "148     0.004030 -0.000929  0.000295 -0.012891 -0.026525  0.001413  0.004216   \n",
                            "149     0.093654 -0.088334 -0.092158 -0.015852 -0.016466 -0.041546 -0.002322   \n",
                            "150     0.061606  0.042966  0.058242  0.005170  0.010565  0.080941  0.584282   \n",
                            "target -0.000844  0.029756  0.030556  0.003379  0.009922 -0.207714 -0.026762   \n",
                            "\n",
                            "              49        50        51        52        53        54        55  \\\n",
                            "0      -0.014204  0.405458  0.055415 -0.031899  0.011842 -0.005499 -0.003057   \n",
                            "1       0.006002  0.002827 -0.019096  0.001054  0.006761  0.001631 -0.003990   \n",
                            "2      -0.010837  0.005371 -0.019087  0.002590  0.022466 -0.008115 -0.004215   \n",
                            "3       0.008134  0.015902 -0.013902 -0.012037  0.001985 -0.012363  0.007372   \n",
                            "4      -0.008523  0.040132 -0.022804 -0.004307  0.229457 -0.019137 -0.027573   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.005242  0.006381  0.031813  0.015230  0.008919  0.003245  0.013629   \n",
                            "148    -0.012635  0.009402  0.005890  0.021163 -0.000023  0.007116  0.021803   \n",
                            "149    -0.005530  0.058276  0.047006 -0.013352 -0.018234  0.001500  0.032503   \n",
                            "150     0.016809 -0.504918 -0.053010  0.035660  0.010681  0.007397  0.005547   \n",
                            "target  0.000644  0.163717 -0.003845 -0.002383  0.003558 -0.018081 -0.054412   \n",
                            "\n",
                            "              56        57        58        59        60        61        62  \\\n",
                            "0       0.135346 -0.064937  0.260047 -0.009437 -0.124923  0.018270 -0.000517   \n",
                            "1       0.082802  0.013793  0.015789 -0.016817  0.033632 -0.000518 -0.003914   \n",
                            "2       0.046096  0.024616  0.011626  0.003633 -0.015555 -0.012798  0.012287   \n",
                            "3       0.018070 -0.021529  0.025672  0.005945 -0.049960  0.001836  0.009836   \n",
                            "4       0.078950  0.000919  0.014769 -0.002652  0.024851  0.003951  0.007968   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.013913  0.001123  0.010378 -0.002185  0.000882  0.003081 -0.047473   \n",
                            "148    -0.034100  0.002803  0.019049 -0.007828  0.004531 -0.016111 -0.020566   \n",
                            "149     0.190342 -0.050914  0.313985 -0.310961 -0.001559  0.019211 -0.227900   \n",
                            "150    -0.081888  0.046784 -0.700089 -0.048999  0.586557 -0.006949  0.129687   \n",
                            "target  0.283583  0.003700  0.089528 -0.040693 -0.027164  0.008362  0.027522   \n",
                            "\n",
                            "              63        64        65        66        67        68        69  \\\n",
                            "0      -0.076852  0.061607  0.019158  0.157882 -0.005514  0.044587 -0.006443   \n",
                            "1       0.053651 -0.006231 -0.004082 -0.007478  0.009692 -0.031584 -0.009468   \n",
                            "2       0.132297  0.008795 -0.013163  0.007010 -0.010809 -0.080604  0.001696   \n",
                            "3      -0.032335  0.000125  0.023842  0.031458 -0.003384  0.087347  0.000146   \n",
                            "4       0.127676  0.008677 -0.006893  0.003990  0.000481 -0.034724  0.006465   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.007748  0.009735  0.000196  0.124651  0.006145 -0.002809 -0.011136   \n",
                            "148     0.012050  0.005187 -0.001233  0.010908  0.002498 -0.021719  0.001049   \n",
                            "149    -0.154604 -0.003682  0.083643  0.390273 -0.003181  0.119523 -0.020132   \n",
                            "150     0.102539  0.002713 -0.051512 -0.619778 -0.015140 -0.040695  0.020698   \n",
                            "target  0.024439  0.327791 -0.003469  0.045244 -0.004205 -0.017474  0.009069   \n",
                            "\n",
                            "              70        71        72        73        74        75        76  \\\n",
                            "0      -0.003097 -0.006390 -0.004777 -0.372667  0.001685 -0.009968 -0.008170   \n",
                            "1       0.020991 -0.001044  0.021012 -0.000471 -0.002720 -0.016728  0.000617   \n",
                            "2       0.011766 -0.000660  0.026606  0.026462  0.014948 -0.013677  0.019991   \n",
                            "3       0.019129  0.002888  0.034190 -0.024499 -0.011035  0.009966  0.015956   \n",
                            "4       0.017953 -0.005890  0.018310 -0.155998  0.009458 -0.035503  0.005451   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.005567  0.010033 -0.004566  0.004935 -0.005473  0.008041 -0.044095   \n",
                            "148    -0.001455  0.007905  0.008345 -0.000635 -0.009634  0.008323 -0.013274   \n",
                            "149     0.007689  0.009437 -0.028038 -0.102371  0.000498  0.028159 -0.233200   \n",
                            "150    -0.005715 -0.037268  0.012348  0.067917 -0.000658 -0.016948  0.128706   \n",
                            "target -0.001154 -0.001862  0.017926 -0.161343  0.018466 -0.060739  0.022112   \n",
                            "\n",
                            "              77        78        79        80        81        82        83  \\\n",
                            "0       0.009582  0.012381  0.261963  0.015474  0.008841 -0.032239 -0.006505   \n",
                            "1       0.003770 -0.029454  0.015825  0.001651  0.022499 -0.017103 -0.006017   \n",
                            "2      -0.001000  0.014903  0.012128 -0.000555 -0.009661 -0.003391 -0.012234   \n",
                            "3      -0.014609  0.013990  0.022213 -0.012107  0.034076  0.003860 -0.001857   \n",
                            "4      -0.001905  0.000673  0.011434  0.003602  0.005260 -0.008432  0.004381   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.001521 -0.011987  0.007956  0.005633 -0.011502 -0.015499 -0.012662   \n",
                            "148     0.080134 -0.030520  0.018874  0.001695 -0.026341  0.006537  0.000476   \n",
                            "149     0.006083 -0.016804  0.311890  0.023050  0.010120  0.002433 -0.000984   \n",
                            "150    -0.002543  0.019831 -0.722493 -0.019241 -0.000205  0.036682 -0.003423   \n",
                            "target  0.003139  0.006967  0.082572  0.010712 -0.013701 -0.000902  0.008544   \n",
                            "\n",
                            "              84        85        86        87        88        89        90  \\\n",
                            "0      -0.042790  0.046950 -0.002244 -0.174969 -0.022197  0.018609  0.346333   \n",
                            "1      -0.001890  0.016679 -0.002753  0.000514  0.017778  0.007238 -0.005625   \n",
                            "2       0.069178 -0.022281  0.023456 -0.022645  0.006272 -0.019982 -0.017890   \n",
                            "3       0.016657  0.034591 -0.010985 -0.048630  0.010034 -0.000779  0.038284   \n",
                            "4       0.037909  0.006049  0.016110  0.010387 -0.003528  0.007268  0.021822   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.023667 -0.000465 -0.012488 -0.012461  0.022885 -0.007066  0.023898   \n",
                            "148     0.002621 -0.010228 -0.005928 -0.004839  0.008194  0.010499  0.006756   \n",
                            "149    -0.062813  0.091125  0.017325 -0.285228  0.000553  0.362071  0.128194   \n",
                            "150     0.155570 -0.022408  0.003873  0.837507 -0.000364 -0.057546 -0.515499   \n",
                            "target  0.002890  0.041901  0.019738 -0.057089  0.000473 -0.001097  0.141900   \n",
                            "\n",
                            "              91        92        93        94        95        96        97  \\\n",
                            "0       0.000352  0.093999  0.011963  0.003975  0.022912 -0.006700  0.003491   \n",
                            "1       0.001074  0.014241 -0.004830  0.031547  0.010679  0.016706  0.015292   \n",
                            "2      -0.028551  0.242855 -0.007050  0.102692 -0.012489 -0.008119  0.010309   \n",
                            "3       0.007257 -0.012325  0.044943  0.007935 -0.011852 -0.130994  0.004771   \n",
                            "4       0.003684  0.123076  0.013276  0.052159  0.006893 -0.014858  0.005754   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.007328  0.024009  0.011668 -0.006046 -0.002696  0.003355  0.017195   \n",
                            "148     0.020383 -0.019913  0.013542  0.012773 -0.004525  0.982840  0.009667   \n",
                            "149     0.025303 -0.020694  0.003766 -0.044064 -0.007873  0.017882 -0.008222   \n",
                            "150     0.004778  0.005143 -0.009155  0.057452  0.003616 -0.016614 -0.004743   \n",
                            "target  0.006622  0.069694  0.007650  0.026638  0.028061  0.002530 -0.002941   \n",
                            "\n",
                            "              98        99       100       101       102       103       104  \\\n",
                            "0       0.065156  0.013625  0.063262 -0.014855 -0.001691  0.004286 -0.026421   \n",
                            "1       0.049713  0.000032  0.041346  0.005079  0.006795 -0.007626 -0.003622   \n",
                            "2       0.030379 -0.005623  0.030451 -0.009925  0.016591 -0.002001 -0.001533   \n",
                            "3       0.006818  0.014404 -0.017356 -0.002604  0.011839 -0.006064 -0.014632   \n",
                            "4       0.046619 -0.009650  0.074719  0.003146  0.011294 -0.014511  0.015456   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.005912  0.013727  0.004559  0.020476  0.000737 -0.001689 -0.014589   \n",
                            "148    -0.007220  0.013130 -0.011115  0.005462 -0.006088 -0.005778 -0.017753   \n",
                            "149    -0.012544  0.091806  0.041218  0.011112  0.002115  0.009910 -0.005911   \n",
                            "150     0.005493 -0.061978 -0.029353  0.005558  0.016742  0.000833  0.013841   \n",
                            "target  0.136889 -0.003328  0.158474 -0.006577  0.046553 -0.010840 -0.002376   \n",
                            "\n",
                            "             105       106       107       108       109       110       111  \\\n",
                            "0       0.002763 -0.001954 -0.008070  0.094847  0.355632 -0.025596  0.000986   \n",
                            "1      -0.005076  0.020943  0.014609  0.043972  0.011189  0.031871  0.012954   \n",
                            "2      -0.009248 -0.008645 -0.008637  0.032182  0.011802  0.115017  0.005127   \n",
                            "3       0.014449 -0.077791 -0.129991  0.014392  0.031113 -0.021888 -0.011420   \n",
                            "4      -0.006045 -0.024856 -0.018392  0.052007  0.026611  0.042680 -0.003952   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.339696 -0.003266  0.000064  0.008986  0.058329  0.002008 -0.006083   \n",
                            "148    -0.003869  0.705076  0.980053 -0.010848  0.013707  0.002884  0.001132   \n",
                            "149     0.039007  0.014497  0.020214  0.067414  0.316047 -0.090519 -0.021440   \n",
                            "150    -0.028024 -0.016588 -0.010220 -0.089162 -0.734418  0.121648 -0.001020   \n",
                            "target -0.004734 -0.004994 -0.000992  0.168809  0.136339  0.033469  0.004085   \n",
                            "\n",
                            "             112       113       114       115       116       117       118  \\\n",
                            "0      -0.006715  0.016033 -0.003968  0.008903 -0.013082  0.034914  0.018140   \n",
                            "1       0.005787  0.005161 -0.006385  0.007034 -0.008378  0.027339 -0.005761   \n",
                            "2       0.012083 -0.020653  0.014896  0.020695 -0.006813  0.086075 -0.013345   \n",
                            "3      -0.003713 -0.012404  0.010161 -0.003836 -0.004597  0.007500  0.009570   \n",
                            "4      -0.010066  0.019033  0.002968  0.262858  0.001054  0.031902 -0.001890   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.013664 -0.001208  0.002160  0.008738  0.009130  0.012237  0.005354   \n",
                            "148     0.004114 -0.002605 -0.005335  0.001711  0.000172  0.004221 -0.008336   \n",
                            "149     0.008081 -0.024700  0.015955 -0.026879  0.004753 -0.040511  0.007581   \n",
                            "150    -0.094302 -0.040678  0.021963  0.009277  0.002902  0.058244 -0.015633   \n",
                            "target -0.027781 -0.004733  0.010086 -0.002275 -0.014149  0.063422 -0.013299   \n",
                            "\n",
                            "             119       120       121       122       123       124       125  \\\n",
                            "0      -0.176595 -0.078473  0.010039  0.028911  0.025857 -0.023422  0.085774   \n",
                            "1       0.000195  0.027258  0.019588  0.014192  0.053650  0.019978  0.025734   \n",
                            "2      -0.023056  0.057446  0.008946  0.008573 -0.019955 -0.002541 -0.029405   \n",
                            "3      -0.050040 -0.009511  0.003411  0.032859  0.175249 -0.015055  0.048072   \n",
                            "4       0.009583  0.040891 -0.008604 -0.007767  0.008283 -0.013742  0.004300   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147    -0.011732 -0.010831  0.003582  0.002314 -0.013775  0.006848  0.015673   \n",
                            "148    -0.004590 -0.009114  0.002853 -0.012506 -0.183828 -0.012473 -0.044253   \n",
                            "149    -0.283443 -0.059417 -0.009148 -0.006094  0.049663 -0.009009  0.164046   \n",
                            "150     0.837791  0.110510  0.016669 -0.007091 -0.033585  0.025231 -0.154385   \n",
                            "target -0.058043  0.045630 -0.001946  0.024875 -0.007496 -0.021776  0.100392   \n",
                            "\n",
                            "             126       127       128       129       130       131       132  \\\n",
                            "0       0.000052 -0.065032 -0.100258  0.014720  0.006206 -0.099499  0.005359   \n",
                            "1       0.011596  0.062676 -0.008829  0.004141 -0.003782  0.051409 -0.000185   \n",
                            "2       0.007782  0.116384 -0.008620  0.005715  0.001331  0.116629  0.005551   \n",
                            "3       0.007031  0.020219  0.012931 -0.019786  0.003706 -0.007255 -0.009353   \n",
                            "4      -0.000930  0.079585  0.025593 -0.012511 -0.014277  0.075166 -0.008095   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.009003 -0.021023 -0.011882 -0.012867 -0.000587 -0.015806 -0.009932   \n",
                            "148    -0.013384 -0.017776  0.005106  0.007958  0.004979 -0.004635  0.011618   \n",
                            "149    -0.005745 -0.274438 -0.021330 -0.009184 -0.020994 -0.179748  0.004279   \n",
                            "150     0.002555  0.195082  0.002107 -0.015069 -0.006570  0.152540 -0.020291   \n",
                            "target  0.009639  0.031836 -0.100820  0.007715  0.002595  0.027122 -0.001655   \n",
                            "\n",
                            "             133       134       135       136       137       138       139  \\\n",
                            "0       0.120467 -0.063770 -0.010392 -0.002181  0.075143  0.000059  0.003811   \n",
                            "1      -0.011493  0.005101 -0.009240 -0.001880  0.039648 -0.001426  0.007202   \n",
                            "2       0.010699  0.046751 -0.005068 -0.008786  0.025080 -0.013592  0.017296   \n",
                            "3       0.011940  0.009894 -0.002186  0.002048  0.017262  0.073666 -0.004421   \n",
                            "4       0.138642  0.020333  0.005513 -0.007439  0.050169  0.010171  0.045896   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.002692 -0.018926 -0.005655 -0.004773  0.007972  0.008760 -0.008221   \n",
                            "148     0.001120 -0.013107  0.011016  0.011816 -0.017707  0.011799 -0.007203   \n",
                            "149     0.000679 -0.057817 -0.018340  0.012270  0.008409  0.007779 -0.009474   \n",
                            "150    -0.010878  0.087401  0.047608 -0.001986 -0.022284 -0.007354  0.009564   \n",
                            "target  0.212203  0.035769  0.005851  0.013519  0.087953 -0.007039  0.029828   \n",
                            "\n",
                            "             140       141       142       143       144       145       146  \\\n",
                            "0       0.153747 -0.003574  0.001103 -0.003026  0.156966  0.039079  0.046398   \n",
                            "1      -0.002657  0.013018 -0.021932  0.023909 -0.010128  0.030099  0.017664   \n",
                            "2       0.006910 -0.003136 -0.024329  0.026449 -0.058947  0.004268 -0.020856   \n",
                            "3       0.029157 -0.032335 -0.000532 -0.007293  0.054383 -0.004121  0.031578   \n",
                            "4       0.003659 -0.006431 -0.008427  0.033625 -0.039982  0.021497  0.012219   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147     0.115712 -0.007214  0.005985  0.007009  0.010907  0.014228 -0.003736   \n",
                            "148     0.012919  0.022376 -0.009218  0.017956  0.018550  0.024721 -0.015459   \n",
                            "149     0.446801  0.000994  0.173284  0.020335  0.858772  0.193551  0.079420   \n",
                            "150    -0.611954 -0.020595  0.059572  0.019582 -0.479179 -0.198321 -0.021305   \n",
                            "target  0.043032  0.009481 -0.053712  0.002721 -0.019906  0.004108  0.053733   \n",
                            "\n",
                            "             147       148       149       150    target  \n",
                            "0      -0.000989 -0.007058  0.154031 -0.186368  0.222683  \n",
                            "1      -0.007949  0.017670  0.002905  0.003298  0.044198  \n",
                            "2       0.007271 -0.007262 -0.057631  0.018983  0.035553  \n",
                            "3       0.014448 -0.131368  0.043999 -0.047019 -0.007190  \n",
                            "4       0.000106 -0.019168 -0.035356  0.027186  0.052277  \n",
                            "...          ...       ...       ...       ...       ...  \n",
                            "147     1.000000  0.002174  0.012018 -0.014014  0.015250  \n",
                            "148     0.002174  1.000000  0.019307 -0.016183  0.002767  \n",
                            "149     0.012018  0.019307  1.000000 -0.476468 -0.013818  \n",
                            "150    -0.014014 -0.016183 -0.476468  1.000000 -0.035199  \n",
                            "target  0.015250  0.002767 -0.013818 -0.035199  1.000000  \n",
                            "\n",
                            "[152 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "corr_mat = df.corr()\n",
                "corr_mat"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "da22675b-1364-4f0c-97df-87005885ece6",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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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>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>0</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.002652</td>\n",
                            "      <td>0.010912</td>\n",
                            "      <td>0.038575</td>\n",
                            "      <td>0.050106</td>\n",
                            "      <td>0.008386</td>\n",
                            "      <td>0.002332</td>\n",
                            "      <td>0.170790</td>\n",
                            "      <td>0.009473</td>\n",
                            "      <td>0.164587</td>\n",
                            "      <td>0.007618</td>\n",
                            "      <td>0.261024</td>\n",
                            "      <td>0.109955</td>\n",
                            "      <td>0.021635</td>\n",
                            "      <td>0.014751</td>\n",
                            "      <td>0.081649</td>\n",
                            "      <td>0.071848</td>\n",
                            "      <td>0.018244</td>\n",
                            "      <td>0.470127</td>\n",
                            "      <td>0.012236</td>\n",
                            "      <td>0.073333</td>\n",
                            "      <td>0.034046</td>\n",
                            "      <td>0.056044</td>\n",
                            "      <td>0.095244</td>\n",
                            "      <td>0.000950</td>\n",
                            "      <td>0.086956</td>\n",
                            "      <td>0.012805</td>\n",
                            "      <td>0.008715</td>\n",
                            "      <td>0.013361</td>\n",
                            "      <td>0.002111</td>\n",
                            "      <td>0.009097</td>\n",
                            "      <td>0.011787</td>\n",
                            "      <td>0.035541</td>\n",
                            "      <td>0.003714</td>\n",
                            "      <td>0.014337</td>\n",
                            "      <td>0.259601</td>\n",
                            "      <td>0.032130</td>\n",
                            "      <td>0.014892</td>\n",
                            "      <td>0.005518</td>\n",
                            "      <td>0.032701</td>\n",
                            "      <td>0.005409</td>\n",
                            "      <td>0.000746</td>\n",
                            "      <td>0.045098</td>\n",
                            "      <td>0.031787</td>\n",
                            "      <td>0.044177</td>\n",
                            "      <td>0.007246</td>\n",
                            "      <td>0.013420</td>\n",
                            "      <td>0.401362</td>\n",
                            "      <td>0.123874</td>\n",
                            "      <td>0.014204</td>\n",
                            "      <td>0.405458</td>\n",
                            "      <td>0.055415</td>\n",
                            "      <td>0.031899</td>\n",
                            "      <td>0.011842</td>\n",
                            "      <td>0.005499</td>\n",
                            "      <td>0.003057</td>\n",
                            "      <td>0.135346</td>\n",
                            "      <td>0.064937</td>\n",
                            "      <td>0.260047</td>\n",
                            "      <td>0.009437</td>\n",
                            "      <td>0.124923</td>\n",
                            "      <td>0.018270</td>\n",
                            "      <td>0.000517</td>\n",
                            "      <td>0.076852</td>\n",
                            "      <td>0.061607</td>\n",
                            "      <td>0.019158</td>\n",
                            "      <td>0.157882</td>\n",
                            "      <td>0.005514</td>\n",
                            "      <td>0.044587</td>\n",
                            "      <td>0.006443</td>\n",
                            "      <td>0.003097</td>\n",
                            "      <td>0.006390</td>\n",
                            "      <td>0.004777</td>\n",
                            "      <td>0.372667</td>\n",
                            "      <td>0.001685</td>\n",
                            "      <td>0.009968</td>\n",
                            "      <td>0.008170</td>\n",
                            "      <td>0.009582</td>\n",
                            "      <td>0.012381</td>\n",
                            "      <td>0.261963</td>\n",
                            "      <td>0.015474</td>\n",
                            "      <td>0.008841</td>\n",
                            "      <td>0.032239</td>\n",
                            "      <td>0.006505</td>\n",
                            "      <td>0.042790</td>\n",
                            "      <td>0.046950</td>\n",
                            "      <td>0.002244</td>\n",
                            "      <td>0.174969</td>\n",
                            "      <td>0.022197</td>\n",
                            "      <td>0.018609</td>\n",
                            "      <td>0.346333</td>\n",
                            "      <td>0.000352</td>\n",
                            "      <td>0.093999</td>\n",
                            "      <td>0.011963</td>\n",
                            "      <td>0.003975</td>\n",
                            "      <td>0.022912</td>\n",
                            "      <td>0.006700</td>\n",
                            "      <td>0.003491</td>\n",
                            "      <td>0.065156</td>\n",
                            "      <td>0.013625</td>\n",
                            "      <td>0.063262</td>\n",
                            "      <td>0.014855</td>\n",
                            "      <td>0.001691</td>\n",
                            "      <td>0.004286</td>\n",
                            "      <td>0.026421</td>\n",
                            "      <td>0.002763</td>\n",
                            "      <td>0.001954</td>\n",
                            "      <td>0.008070</td>\n",
                            "      <td>0.094847</td>\n",
                            "      <td>0.355632</td>\n",
                            "      <td>0.025596</td>\n",
                            "      <td>0.000986</td>\n",
                            "      <td>0.006715</td>\n",
                            "      <td>0.016033</td>\n",
                            "      <td>0.003968</td>\n",
                            "      <td>0.008903</td>\n",
                            "      <td>0.013082</td>\n",
                            "      <td>0.034914</td>\n",
                            "      <td>0.018140</td>\n",
                            "      <td>0.176595</td>\n",
                            "      <td>0.078473</td>\n",
                            "      <td>0.010039</td>\n",
                            "      <td>0.028911</td>\n",
                            "      <td>0.025857</td>\n",
                            "      <td>0.023422</td>\n",
                            "      <td>0.085774</td>\n",
                            "      <td>0.000052</td>\n",
                            "      <td>0.065032</td>\n",
                            "      <td>0.100258</td>\n",
                            "      <td>0.014720</td>\n",
                            "      <td>0.006206</td>\n",
                            "      <td>0.099499</td>\n",
                            "      <td>0.005359</td>\n",
                            "      <td>0.120467</td>\n",
                            "      <td>0.063770</td>\n",
                            "      <td>0.010392</td>\n",
                            "      <td>0.002181</td>\n",
                            "      <td>0.075143</td>\n",
                            "      <td>0.000059</td>\n",
                            "      <td>0.003811</td>\n",
                            "      <td>0.153747</td>\n",
                            "      <td>0.003574</td>\n",
                            "      <td>0.001103</td>\n",
                            "      <td>0.003026</td>\n",
                            "      <td>0.156966</td>\n",
                            "      <td>0.039079</td>\n",
                            "      <td>0.046398</td>\n",
                            "      <td>0.000989</td>\n",
                            "      <td>0.007058</td>\n",
                            "      <td>0.154031</td>\n",
                            "      <td>0.186368</td>\n",
                            "      <td>0.222683</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.025079</td>\n",
                            "      <td>0.019532</td>\n",
                            "      <td>0.057252</td>\n",
                            "      <td>0.026692</td>\n",
                            "      <td>0.009735</td>\n",
                            "      <td>0.003058</td>\n",
                            "      <td>0.002971</td>\n",
                            "      <td>0.077088</td>\n",
                            "      <td>0.019708</td>\n",
                            "      <td>0.006213</td>\n",
                            "      <td>0.032433</td>\n",
                            "      <td>0.030687</td>\n",
                            "      <td>0.029051</td>\n",
                            "      <td>0.003030</td>\n",
                            "      <td>0.010243</td>\n",
                            "      <td>0.039391</td>\n",
                            "      <td>0.000162</td>\n",
                            "      <td>0.005353</td>\n",
                            "      <td>0.086362</td>\n",
                            "      <td>0.043439</td>\n",
                            "      <td>0.041700</td>\n",
                            "      <td>0.011799</td>\n",
                            "      <td>0.004479</td>\n",
                            "      <td>0.002273</td>\n",
                            "      <td>0.013453</td>\n",
                            "      <td>0.022535</td>\n",
                            "      <td>0.035608</td>\n",
                            "      <td>0.019149</td>\n",
                            "      <td>0.020100</td>\n",
                            "      <td>0.014866</td>\n",
                            "      <td>0.050448</td>\n",
                            "      <td>0.010315</td>\n",
                            "      <td>0.035213</td>\n",
                            "      <td>0.010201</td>\n",
                            "      <td>0.034736</td>\n",
                            "      <td>0.000913</td>\n",
                            "      <td>0.040933</td>\n",
                            "      <td>0.037946</td>\n",
                            "      <td>0.004137</td>\n",
                            "      <td>0.015962</td>\n",
                            "      <td>0.030966</td>\n",
                            "      <td>0.045787</td>\n",
                            "      <td>0.046906</td>\n",
                            "      <td>0.009171</td>\n",
                            "      <td>0.010420</td>\n",
                            "      <td>0.029449</td>\n",
                            "      <td>0.034133</td>\n",
                            "      <td>0.006002</td>\n",
                            "      <td>0.002827</td>\n",
                            "      <td>0.019096</td>\n",
                            "      <td>0.001054</td>\n",
                            "      <td>0.006761</td>\n",
                            "      <td>0.001631</td>\n",
                            "      <td>0.003990</td>\n",
                            "      <td>0.082802</td>\n",
                            "      <td>0.013793</td>\n",
                            "      <td>0.015789</td>\n",
                            "      <td>0.016817</td>\n",
                            "      <td>0.033632</td>\n",
                            "      <td>0.000518</td>\n",
                            "      <td>0.003914</td>\n",
                            "      <td>0.053651</td>\n",
                            "      <td>0.006231</td>\n",
                            "      <td>0.004082</td>\n",
                            "      <td>0.007478</td>\n",
                            "      <td>0.009692</td>\n",
                            "      <td>0.031584</td>\n",
                            "      <td>0.009468</td>\n",
                            "      <td>0.020991</td>\n",
                            "      <td>0.001044</td>\n",
                            "      <td>0.021012</td>\n",
                            "      <td>0.000471</td>\n",
                            "      <td>0.002720</td>\n",
                            "      <td>0.016728</td>\n",
                            "      <td>0.000617</td>\n",
                            "      <td>0.003770</td>\n",
                            "      <td>0.029454</td>\n",
                            "      <td>0.015825</td>\n",
                            "      <td>0.001651</td>\n",
                            "      <td>0.022499</td>\n",
                            "      <td>0.017103</td>\n",
                            "      <td>0.006017</td>\n",
                            "      <td>0.001890</td>\n",
                            "      <td>0.016679</td>\n",
                            "      <td>0.002753</td>\n",
                            "      <td>0.000514</td>\n",
                            "      <td>0.017778</td>\n",
                            "      <td>0.007238</td>\n",
                            "      <td>0.005625</td>\n",
                            "      <td>0.001074</td>\n",
                            "      <td>0.014241</td>\n",
                            "      <td>0.004830</td>\n",
                            "      <td>0.031547</td>\n",
                            "      <td>0.010679</td>\n",
                            "      <td>0.016706</td>\n",
                            "      <td>0.015292</td>\n",
                            "      <td>0.049713</td>\n",
                            "      <td>0.000032</td>\n",
                            "      <td>0.041346</td>\n",
                            "      <td>0.005079</td>\n",
                            "      <td>0.006795</td>\n",
                            "      <td>0.007626</td>\n",
                            "      <td>0.003622</td>\n",
                            "      <td>0.005076</td>\n",
                            "      <td>0.020943</td>\n",
                            "      <td>0.014609</td>\n",
                            "      <td>0.043972</td>\n",
                            "      <td>0.011189</td>\n",
                            "      <td>0.031871</td>\n",
                            "      <td>0.012954</td>\n",
                            "      <td>0.005787</td>\n",
                            "      <td>0.005161</td>\n",
                            "      <td>0.006385</td>\n",
                            "      <td>0.007034</td>\n",
                            "      <td>0.008378</td>\n",
                            "      <td>0.027339</td>\n",
                            "      <td>0.005761</td>\n",
                            "      <td>0.000195</td>\n",
                            "      <td>0.027258</td>\n",
                            "      <td>0.019588</td>\n",
                            "      <td>0.014192</td>\n",
                            "      <td>0.053650</td>\n",
                            "      <td>0.019978</td>\n",
                            "      <td>0.025734</td>\n",
                            "      <td>0.011596</td>\n",
                            "      <td>0.062676</td>\n",
                            "      <td>0.008829</td>\n",
                            "      <td>0.004141</td>\n",
                            "      <td>0.003782</td>\n",
                            "      <td>0.051409</td>\n",
                            "      <td>0.000185</td>\n",
                            "      <td>0.011493</td>\n",
                            "      <td>0.005101</td>\n",
                            "      <td>0.009240</td>\n",
                            "      <td>0.001880</td>\n",
                            "      <td>0.039648</td>\n",
                            "      <td>0.001426</td>\n",
                            "      <td>0.007202</td>\n",
                            "      <td>0.002657</td>\n",
                            "      <td>0.013018</td>\n",
                            "      <td>0.021932</td>\n",
                            "      <td>0.023909</td>\n",
                            "      <td>0.010128</td>\n",
                            "      <td>0.030099</td>\n",
                            "      <td>0.017664</td>\n",
                            "      <td>0.007949</td>\n",
                            "      <td>0.017670</td>\n",
                            "      <td>0.002905</td>\n",
                            "      <td>0.003298</td>\n",
                            "      <td>0.044198</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.022597</td>\n",
                            "      <td>0.025652</td>\n",
                            "      <td>0.062363</td>\n",
                            "      <td>0.029748</td>\n",
                            "      <td>0.014507</td>\n",
                            "      <td>0.004909</td>\n",
                            "      <td>0.035047</td>\n",
                            "      <td>0.056047</td>\n",
                            "      <td>0.002963</td>\n",
                            "      <td>0.023937</td>\n",
                            "      <td>0.019292</td>\n",
                            "      <td>0.094615</td>\n",
                            "      <td>0.093740</td>\n",
                            "      <td>0.005871</td>\n",
                            "      <td>0.022249</td>\n",
                            "      <td>0.011202</td>\n",
                            "      <td>0.011263</td>\n",
                            "      <td>0.120205</td>\n",
                            "      <td>0.032006</td>\n",
                            "      <td>0.215724</td>\n",
                            "      <td>0.229380</td>\n",
                            "      <td>0.001059</td>\n",
                            "      <td>0.011561</td>\n",
                            "      <td>0.001423</td>\n",
                            "      <td>0.011066</td>\n",
                            "      <td>0.012263</td>\n",
                            "      <td>0.003315</td>\n",
                            "      <td>0.011958</td>\n",
                            "      <td>0.018685</td>\n",
                            "      <td>0.086480</td>\n",
                            "      <td>0.012586</td>\n",
                            "      <td>0.062446</td>\n",
                            "      <td>0.006341</td>\n",
                            "      <td>0.026502</td>\n",
                            "      <td>0.019496</td>\n",
                            "      <td>0.004791</td>\n",
                            "      <td>0.083055</td>\n",
                            "      <td>0.008698</td>\n",
                            "      <td>0.009672</td>\n",
                            "      <td>0.023149</td>\n",
                            "      <td>0.050419</td>\n",
                            "      <td>0.058175</td>\n",
                            "      <td>0.030938</td>\n",
                            "      <td>0.027392</td>\n",
                            "      <td>0.005971</td>\n",
                            "      <td>0.015840</td>\n",
                            "      <td>0.010837</td>\n",
                            "      <td>0.005371</td>\n",
                            "      <td>0.019087</td>\n",
                            "      <td>0.002590</td>\n",
                            "      <td>0.022466</td>\n",
                            "      <td>0.008115</td>\n",
                            "      <td>0.004215</td>\n",
                            "      <td>0.046096</td>\n",
                            "      <td>0.024616</td>\n",
                            "      <td>0.011626</td>\n",
                            "      <td>0.003633</td>\n",
                            "      <td>0.015555</td>\n",
                            "      <td>0.012798</td>\n",
                            "      <td>0.012287</td>\n",
                            "      <td>0.132297</td>\n",
                            "      <td>0.008795</td>\n",
                            "      <td>0.013163</td>\n",
                            "      <td>0.007010</td>\n",
                            "      <td>0.010809</td>\n",
                            "      <td>0.080604</td>\n",
                            "      <td>0.001696</td>\n",
                            "      <td>0.011766</td>\n",
                            "      <td>0.000660</td>\n",
                            "      <td>0.026606</td>\n",
                            "      <td>0.026462</td>\n",
                            "      <td>0.014948</td>\n",
                            "      <td>0.013677</td>\n",
                            "      <td>0.019991</td>\n",
                            "      <td>0.001000</td>\n",
                            "      <td>0.014903</td>\n",
                            "      <td>0.012128</td>\n",
                            "      <td>0.000555</td>\n",
                            "      <td>0.009661</td>\n",
                            "      <td>0.003391</td>\n",
                            "      <td>0.012234</td>\n",
                            "      <td>0.069178</td>\n",
                            "      <td>0.022281</td>\n",
                            "      <td>0.023456</td>\n",
                            "      <td>0.022645</td>\n",
                            "      <td>0.006272</td>\n",
                            "      <td>0.019982</td>\n",
                            "      <td>0.017890</td>\n",
                            "      <td>0.028551</td>\n",
                            "      <td>0.242855</td>\n",
                            "      <td>0.007050</td>\n",
                            "      <td>0.102692</td>\n",
                            "      <td>0.012489</td>\n",
                            "      <td>0.008119</td>\n",
                            "      <td>0.010309</td>\n",
                            "      <td>0.030379</td>\n",
                            "      <td>0.005623</td>\n",
                            "      <td>0.030451</td>\n",
                            "      <td>0.009925</td>\n",
                            "      <td>0.016591</td>\n",
                            "      <td>0.002001</td>\n",
                            "      <td>0.001533</td>\n",
                            "      <td>0.009248</td>\n",
                            "      <td>0.008645</td>\n",
                            "      <td>0.008637</td>\n",
                            "      <td>0.032182</td>\n",
                            "      <td>0.011802</td>\n",
                            "      <td>0.115017</td>\n",
                            "      <td>0.005127</td>\n",
                            "      <td>0.012083</td>\n",
                            "      <td>0.020653</td>\n",
                            "      <td>0.014896</td>\n",
                            "      <td>0.020695</td>\n",
                            "      <td>0.006813</td>\n",
                            "      <td>0.086075</td>\n",
                            "      <td>0.013345</td>\n",
                            "      <td>0.023056</td>\n",
                            "      <td>0.057446</td>\n",
                            "      <td>0.008946</td>\n",
                            "      <td>0.008573</td>\n",
                            "      <td>0.019955</td>\n",
                            "      <td>0.002541</td>\n",
                            "      <td>0.029405</td>\n",
                            "      <td>0.007782</td>\n",
                            "      <td>0.116384</td>\n",
                            "      <td>0.008620</td>\n",
                            "      <td>0.005715</td>\n",
                            "      <td>0.001331</td>\n",
                            "      <td>0.116629</td>\n",
                            "      <td>0.005551</td>\n",
                            "      <td>0.010699</td>\n",
                            "      <td>0.046751</td>\n",
                            "      <td>0.005068</td>\n",
                            "      <td>0.008786</td>\n",
                            "      <td>0.025080</td>\n",
                            "      <td>0.013592</td>\n",
                            "      <td>0.017296</td>\n",
                            "      <td>0.006910</td>\n",
                            "      <td>0.003136</td>\n",
                            "      <td>0.024329</td>\n",
                            "      <td>0.026449</td>\n",
                            "      <td>0.058947</td>\n",
                            "      <td>0.004268</td>\n",
                            "      <td>0.020856</td>\n",
                            "      <td>0.007271</td>\n",
                            "      <td>0.007262</td>\n",
                            "      <td>0.057631</td>\n",
                            "      <td>0.018983</td>\n",
                            "      <td>0.035553</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.006409</td>\n",
                            "      <td>0.014378</td>\n",
                            "      <td>0.009156</td>\n",
                            "      <td>0.052911</td>\n",
                            "      <td>0.024982</td>\n",
                            "      <td>0.033303</td>\n",
                            "      <td>0.035785</td>\n",
                            "      <td>0.008963</td>\n",
                            "      <td>0.031657</td>\n",
                            "      <td>0.027904</td>\n",
                            "      <td>0.024726</td>\n",
                            "      <td>0.147170</td>\n",
                            "      <td>0.042982</td>\n",
                            "      <td>0.001486</td>\n",
                            "      <td>0.033491</td>\n",
                            "      <td>0.010314</td>\n",
                            "      <td>0.077176</td>\n",
                            "      <td>0.025320</td>\n",
                            "      <td>0.027298</td>\n",
                            "      <td>0.012754</td>\n",
                            "      <td>0.007423</td>\n",
                            "      <td>0.017766</td>\n",
                            "      <td>0.004293</td>\n",
                            "      <td>0.028327</td>\n",
                            "      <td>0.005419</td>\n",
                            "      <td>0.009199</td>\n",
                            "      <td>0.002786</td>\n",
                            "      <td>0.000710</td>\n",
                            "      <td>0.038759</td>\n",
                            "      <td>0.008370</td>\n",
                            "      <td>0.003813</td>\n",
                            "      <td>0.015385</td>\n",
                            "      <td>0.027420</td>\n",
                            "      <td>0.005252</td>\n",
                            "      <td>0.005145</td>\n",
                            "      <td>0.003354</td>\n",
                            "      <td>0.000966</td>\n",
                            "      <td>0.027945</td>\n",
                            "      <td>0.022015</td>\n",
                            "      <td>0.006369</td>\n",
                            "      <td>0.010467</td>\n",
                            "      <td>0.002197</td>\n",
                            "      <td>0.006846</td>\n",
                            "      <td>0.009478</td>\n",
                            "      <td>0.049960</td>\n",
                            "      <td>0.008134</td>\n",
                            "      <td>0.015902</td>\n",
                            "      <td>0.013902</td>\n",
                            "      <td>0.012037</td>\n",
                            "      <td>0.001985</td>\n",
                            "      <td>0.012363</td>\n",
                            "      <td>0.007372</td>\n",
                            "      <td>0.018070</td>\n",
                            "      <td>0.021529</td>\n",
                            "      <td>0.025672</td>\n",
                            "      <td>0.005945</td>\n",
                            "      <td>0.049960</td>\n",
                            "      <td>0.001836</td>\n",
                            "      <td>0.009836</td>\n",
                            "      <td>0.032335</td>\n",
                            "      <td>0.000125</td>\n",
                            "      <td>0.023842</td>\n",
                            "      <td>0.031458</td>\n",
                            "      <td>0.003384</td>\n",
                            "      <td>0.087347</td>\n",
                            "      <td>0.000146</td>\n",
                            "      <td>0.019129</td>\n",
                            "      <td>0.002888</td>\n",
                            "      <td>0.034190</td>\n",
                            "      <td>0.024499</td>\n",
                            "      <td>0.011035</td>\n",
                            "      <td>0.009966</td>\n",
                            "      <td>0.015956</td>\n",
                            "      <td>0.014609</td>\n",
                            "      <td>0.013990</td>\n",
                            "      <td>0.022213</td>\n",
                            "      <td>0.012107</td>\n",
                            "      <td>0.034076</td>\n",
                            "      <td>0.003860</td>\n",
                            "      <td>0.001857</td>\n",
                            "      <td>0.016657</td>\n",
                            "      <td>0.034591</td>\n",
                            "      <td>0.010985</td>\n",
                            "      <td>0.048630</td>\n",
                            "      <td>0.010034</td>\n",
                            "      <td>0.000779</td>\n",
                            "      <td>0.038284</td>\n",
                            "      <td>0.007257</td>\n",
                            "      <td>0.012325</td>\n",
                            "      <td>0.044943</td>\n",
                            "      <td>0.007935</td>\n",
                            "      <td>0.011852</td>\n",
                            "      <td>0.130994</td>\n",
                            "      <td>0.004771</td>\n",
                            "      <td>0.006818</td>\n",
                            "      <td>0.014404</td>\n",
                            "      <td>0.017356</td>\n",
                            "      <td>0.002604</td>\n",
                            "      <td>0.011839</td>\n",
                            "      <td>0.006064</td>\n",
                            "      <td>0.014632</td>\n",
                            "      <td>0.014449</td>\n",
                            "      <td>0.077791</td>\n",
                            "      <td>0.129991</td>\n",
                            "      <td>0.014392</td>\n",
                            "      <td>0.031113</td>\n",
                            "      <td>0.021888</td>\n",
                            "      <td>0.011420</td>\n",
                            "      <td>0.003713</td>\n",
                            "      <td>0.012404</td>\n",
                            "      <td>0.010161</td>\n",
                            "      <td>0.003836</td>\n",
                            "      <td>0.004597</td>\n",
                            "      <td>0.007500</td>\n",
                            "      <td>0.009570</td>\n",
                            "      <td>0.050040</td>\n",
                            "      <td>0.009511</td>\n",
                            "      <td>0.003411</td>\n",
                            "      <td>0.032859</td>\n",
                            "      <td>0.175249</td>\n",
                            "      <td>0.015055</td>\n",
                            "      <td>0.048072</td>\n",
                            "      <td>0.007031</td>\n",
                            "      <td>0.020219</td>\n",
                            "      <td>0.012931</td>\n",
                            "      <td>0.019786</td>\n",
                            "      <td>0.003706</td>\n",
                            "      <td>0.007255</td>\n",
                            "      <td>0.009353</td>\n",
                            "      <td>0.011940</td>\n",
                            "      <td>0.009894</td>\n",
                            "      <td>0.002186</td>\n",
                            "      <td>0.002048</td>\n",
                            "      <td>0.017262</td>\n",
                            "      <td>0.073666</td>\n",
                            "      <td>0.004421</td>\n",
                            "      <td>0.029157</td>\n",
                            "      <td>0.032335</td>\n",
                            "      <td>0.000532</td>\n",
                            "      <td>0.007293</td>\n",
                            "      <td>0.054383</td>\n",
                            "      <td>0.004121</td>\n",
                            "      <td>0.031578</td>\n",
                            "      <td>0.014448</td>\n",
                            "      <td>0.131368</td>\n",
                            "      <td>0.043999</td>\n",
                            "      <td>0.047019</td>\n",
                            "      <td>0.007190</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.049617</td>\n",
                            "      <td>0.030180</td>\n",
                            "      <td>0.013041</td>\n",
                            "      <td>0.161708</td>\n",
                            "      <td>0.064465</td>\n",
                            "      <td>0.024715</td>\n",
                            "      <td>0.025185</td>\n",
                            "      <td>0.082001</td>\n",
                            "      <td>0.002425</td>\n",
                            "      <td>0.001207</td>\n",
                            "      <td>0.038969</td>\n",
                            "      <td>0.000728</td>\n",
                            "      <td>0.357831</td>\n",
                            "      <td>0.041784</td>\n",
                            "      <td>0.003032</td>\n",
                            "      <td>0.061613</td>\n",
                            "      <td>0.032764</td>\n",
                            "      <td>0.059107</td>\n",
                            "      <td>0.122877</td>\n",
                            "      <td>0.019265</td>\n",
                            "      <td>0.040800</td>\n",
                            "      <td>0.004385</td>\n",
                            "      <td>0.007195</td>\n",
                            "      <td>0.051374</td>\n",
                            "      <td>0.012355</td>\n",
                            "      <td>0.000145</td>\n",
                            "      <td>0.001351</td>\n",
                            "      <td>0.060312</td>\n",
                            "      <td>0.000264</td>\n",
                            "      <td>0.028097</td>\n",
                            "      <td>0.024309</td>\n",
                            "      <td>0.011942</td>\n",
                            "      <td>0.010249</td>\n",
                            "      <td>0.000233</td>\n",
                            "      <td>0.067135</td>\n",
                            "      <td>0.011747</td>\n",
                            "      <td>0.016229</td>\n",
                            "      <td>0.037690</td>\n",
                            "      <td>0.026611</td>\n",
                            "      <td>0.044337</td>\n",
                            "      <td>0.007957</td>\n",
                            "      <td>0.423417</td>\n",
                            "      <td>0.228334</td>\n",
                            "      <td>0.024980</td>\n",
                            "      <td>0.008523</td>\n",
                            "      <td>0.040132</td>\n",
                            "      <td>0.022804</td>\n",
                            "      <td>0.004307</td>\n",
                            "      <td>0.229457</td>\n",
                            "      <td>0.019137</td>\n",
                            "      <td>0.027573</td>\n",
                            "      <td>0.078950</td>\n",
                            "      <td>0.000919</td>\n",
                            "      <td>0.014769</td>\n",
                            "      <td>0.002652</td>\n",
                            "      <td>0.024851</td>\n",
                            "      <td>0.003951</td>\n",
                            "      <td>0.007968</td>\n",
                            "      <td>0.127676</td>\n",
                            "      <td>0.008677</td>\n",
                            "      <td>0.006893</td>\n",
                            "      <td>0.003990</td>\n",
                            "      <td>0.000481</td>\n",
                            "      <td>0.034724</td>\n",
                            "      <td>0.006465</td>\n",
                            "      <td>0.017953</td>\n",
                            "      <td>0.005890</td>\n",
                            "      <td>0.018310</td>\n",
                            "      <td>0.155998</td>\n",
                            "      <td>0.009458</td>\n",
                            "      <td>0.035503</td>\n",
                            "      <td>0.005451</td>\n",
                            "      <td>0.001905</td>\n",
                            "      <td>0.000673</td>\n",
                            "      <td>0.011434</td>\n",
                            "      <td>0.003602</td>\n",
                            "      <td>0.005260</td>\n",
                            "      <td>0.008432</td>\n",
                            "      <td>0.004381</td>\n",
                            "      <td>0.037909</td>\n",
                            "      <td>0.006049</td>\n",
                            "      <td>0.016110</td>\n",
                            "      <td>0.010387</td>\n",
                            "      <td>0.003528</td>\n",
                            "      <td>0.007268</td>\n",
                            "      <td>0.021822</td>\n",
                            "      <td>0.003684</td>\n",
                            "      <td>0.123076</td>\n",
                            "      <td>0.013276</td>\n",
                            "      <td>0.052159</td>\n",
                            "      <td>0.006893</td>\n",
                            "      <td>0.014858</td>\n",
                            "      <td>0.005754</td>\n",
                            "      <td>0.046619</td>\n",
                            "      <td>0.009650</td>\n",
                            "      <td>0.074719</td>\n",
                            "      <td>0.003146</td>\n",
                            "      <td>0.011294</td>\n",
                            "      <td>0.014511</td>\n",
                            "      <td>0.015456</td>\n",
                            "      <td>0.006045</td>\n",
                            "      <td>0.024856</td>\n",
                            "      <td>0.018392</td>\n",
                            "      <td>0.052007</td>\n",
                            "      <td>0.026611</td>\n",
                            "      <td>0.042680</td>\n",
                            "      <td>0.003952</td>\n",
                            "      <td>0.010066</td>\n",
                            "      <td>0.019033</td>\n",
                            "      <td>0.002968</td>\n",
                            "      <td>0.262858</td>\n",
                            "      <td>0.001054</td>\n",
                            "      <td>0.031902</td>\n",
                            "      <td>0.001890</td>\n",
                            "      <td>0.009583</td>\n",
                            "      <td>0.040891</td>\n",
                            "      <td>0.008604</td>\n",
                            "      <td>0.007767</td>\n",
                            "      <td>0.008283</td>\n",
                            "      <td>0.013742</td>\n",
                            "      <td>0.004300</td>\n",
                            "      <td>0.000930</td>\n",
                            "      <td>0.079585</td>\n",
                            "      <td>0.025593</td>\n",
                            "      <td>0.012511</td>\n",
                            "      <td>0.014277</td>\n",
                            "      <td>0.075166</td>\n",
                            "      <td>0.008095</td>\n",
                            "      <td>0.138642</td>\n",
                            "      <td>0.020333</td>\n",
                            "      <td>0.005513</td>\n",
                            "      <td>0.007439</td>\n",
                            "      <td>0.050169</td>\n",
                            "      <td>0.010171</td>\n",
                            "      <td>0.045896</td>\n",
                            "      <td>0.003659</td>\n",
                            "      <td>0.006431</td>\n",
                            "      <td>0.008427</td>\n",
                            "      <td>0.033625</td>\n",
                            "      <td>0.039982</td>\n",
                            "      <td>0.021497</td>\n",
                            "      <td>0.012219</td>\n",
                            "      <td>0.000106</td>\n",
                            "      <td>0.019168</td>\n",
                            "      <td>0.035356</td>\n",
                            "      <td>0.027186</td>\n",
                            "      <td>0.052277</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>147</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>0.002174</td>\n",
                            "      <td>0.012018</td>\n",
                            "      <td>0.014014</td>\n",
                            "      <td>0.015250</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>148</th>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
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                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "      <td>NaN</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>152 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "         0         1         2         3         4         5         6  \\\n",
                            "0      NaN  0.002652  0.010912  0.038575  0.050106  0.008386  0.002332   \n",
                            "1      NaN       NaN  0.025079  0.019532  0.057252  0.026692  0.009735   \n",
                            "2      NaN       NaN       NaN  0.022597  0.025652  0.062363  0.029748   \n",
                            "3      NaN       NaN       NaN       NaN  0.006409  0.014378  0.009156   \n",
                            "4      NaN       NaN       NaN       NaN       NaN  0.049617  0.030180   \n",
                            "...     ..       ...       ...       ...       ...       ...       ...   \n",
                            "147    NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148    NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149    NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150    NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "               7         8         9        10        11        12        13  \\\n",
                            "0       0.170790  0.009473  0.164587  0.007618  0.261024  0.109955  0.021635   \n",
                            "1       0.003058  0.002971  0.077088  0.019708  0.006213  0.032433  0.030687   \n",
                            "2       0.014507  0.004909  0.035047  0.056047  0.002963  0.023937  0.019292   \n",
                            "3       0.052911  0.024982  0.033303  0.035785  0.008963  0.031657  0.027904   \n",
                            "4       0.013041  0.161708  0.064465  0.024715  0.025185  0.082001  0.002425   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              14        15        16        17        18        19        20  \\\n",
                            "0       0.014751  0.081649  0.071848  0.018244  0.470127  0.012236  0.073333   \n",
                            "1       0.029051  0.003030  0.010243  0.039391  0.000162  0.005353  0.086362   \n",
                            "2       0.094615  0.093740  0.005871  0.022249  0.011202  0.011263  0.120205   \n",
                            "3       0.024726  0.147170  0.042982  0.001486  0.033491  0.010314  0.077176   \n",
                            "4       0.001207  0.038969  0.000728  0.357831  0.041784  0.003032  0.061613   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              21        22        23        24        25        26        27  \\\n",
                            "0       0.034046  0.056044  0.095244  0.000950  0.086956  0.012805  0.008715   \n",
                            "1       0.043439  0.041700  0.011799  0.004479  0.002273  0.013453  0.022535   \n",
                            "2       0.032006  0.215724  0.229380  0.001059  0.011561  0.001423  0.011066   \n",
                            "3       0.025320  0.027298  0.012754  0.007423  0.017766  0.004293  0.028327   \n",
                            "4       0.032764  0.059107  0.122877  0.019265  0.040800  0.004385  0.007195   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              28        29        30        31        32        33        34  \\\n",
                            "0       0.013361  0.002111  0.009097  0.011787  0.035541  0.003714  0.014337   \n",
                            "1       0.035608  0.019149  0.020100  0.014866  0.050448  0.010315  0.035213   \n",
                            "2       0.012263  0.003315  0.011958  0.018685  0.086480  0.012586  0.062446   \n",
                            "3       0.005419  0.009199  0.002786  0.000710  0.038759  0.008370  0.003813   \n",
                            "4       0.051374  0.012355  0.000145  0.001351  0.060312  0.000264  0.028097   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              35        36        37        38        39        40        41  \\\n",
                            "0       0.259601  0.032130  0.014892  0.005518  0.032701  0.005409  0.000746   \n",
                            "1       0.010201  0.034736  0.000913  0.040933  0.037946  0.004137  0.015962   \n",
                            "2       0.006341  0.026502  0.019496  0.004791  0.083055  0.008698  0.009672   \n",
                            "3       0.015385  0.027420  0.005252  0.005145  0.003354  0.000966  0.027945   \n",
                            "4       0.024309  0.011942  0.010249  0.000233  0.067135  0.011747  0.016229   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              42        43        44        45        46        47        48  \\\n",
                            "0       0.045098  0.031787  0.044177  0.007246  0.013420  0.401362  0.123874   \n",
                            "1       0.030966  0.045787  0.046906  0.009171  0.010420  0.029449  0.034133   \n",
                            "2       0.023149  0.050419  0.058175  0.030938  0.027392  0.005971  0.015840   \n",
                            "3       0.022015  0.006369  0.010467  0.002197  0.006846  0.009478  0.049960   \n",
                            "4       0.037690  0.026611  0.044337  0.007957  0.423417  0.228334  0.024980   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              49        50        51        52        53        54        55  \\\n",
                            "0       0.014204  0.405458  0.055415  0.031899  0.011842  0.005499  0.003057   \n",
                            "1       0.006002  0.002827  0.019096  0.001054  0.006761  0.001631  0.003990   \n",
                            "2       0.010837  0.005371  0.019087  0.002590  0.022466  0.008115  0.004215   \n",
                            "3       0.008134  0.015902  0.013902  0.012037  0.001985  0.012363  0.007372   \n",
                            "4       0.008523  0.040132  0.022804  0.004307  0.229457  0.019137  0.027573   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              56        57        58        59        60        61        62  \\\n",
                            "0       0.135346  0.064937  0.260047  0.009437  0.124923  0.018270  0.000517   \n",
                            "1       0.082802  0.013793  0.015789  0.016817  0.033632  0.000518  0.003914   \n",
                            "2       0.046096  0.024616  0.011626  0.003633  0.015555  0.012798  0.012287   \n",
                            "3       0.018070  0.021529  0.025672  0.005945  0.049960  0.001836  0.009836   \n",
                            "4       0.078950  0.000919  0.014769  0.002652  0.024851  0.003951  0.007968   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              63        64        65        66        67        68        69  \\\n",
                            "0       0.076852  0.061607  0.019158  0.157882  0.005514  0.044587  0.006443   \n",
                            "1       0.053651  0.006231  0.004082  0.007478  0.009692  0.031584  0.009468   \n",
                            "2       0.132297  0.008795  0.013163  0.007010  0.010809  0.080604  0.001696   \n",
                            "3       0.032335  0.000125  0.023842  0.031458  0.003384  0.087347  0.000146   \n",
                            "4       0.127676  0.008677  0.006893  0.003990  0.000481  0.034724  0.006465   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              70        71        72        73        74        75        76  \\\n",
                            "0       0.003097  0.006390  0.004777  0.372667  0.001685  0.009968  0.008170   \n",
                            "1       0.020991  0.001044  0.021012  0.000471  0.002720  0.016728  0.000617   \n",
                            "2       0.011766  0.000660  0.026606  0.026462  0.014948  0.013677  0.019991   \n",
                            "3       0.019129  0.002888  0.034190  0.024499  0.011035  0.009966  0.015956   \n",
                            "4       0.017953  0.005890  0.018310  0.155998  0.009458  0.035503  0.005451   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              77        78        79        80        81        82        83  \\\n",
                            "0       0.009582  0.012381  0.261963  0.015474  0.008841  0.032239  0.006505   \n",
                            "1       0.003770  0.029454  0.015825  0.001651  0.022499  0.017103  0.006017   \n",
                            "2       0.001000  0.014903  0.012128  0.000555  0.009661  0.003391  0.012234   \n",
                            "3       0.014609  0.013990  0.022213  0.012107  0.034076  0.003860  0.001857   \n",
                            "4       0.001905  0.000673  0.011434  0.003602  0.005260  0.008432  0.004381   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              84        85        86        87        88        89        90  \\\n",
                            "0       0.042790  0.046950  0.002244  0.174969  0.022197  0.018609  0.346333   \n",
                            "1       0.001890  0.016679  0.002753  0.000514  0.017778  0.007238  0.005625   \n",
                            "2       0.069178  0.022281  0.023456  0.022645  0.006272  0.019982  0.017890   \n",
                            "3       0.016657  0.034591  0.010985  0.048630  0.010034  0.000779  0.038284   \n",
                            "4       0.037909  0.006049  0.016110  0.010387  0.003528  0.007268  0.021822   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              91        92        93        94        95        96        97  \\\n",
                            "0       0.000352  0.093999  0.011963  0.003975  0.022912  0.006700  0.003491   \n",
                            "1       0.001074  0.014241  0.004830  0.031547  0.010679  0.016706  0.015292   \n",
                            "2       0.028551  0.242855  0.007050  0.102692  0.012489  0.008119  0.010309   \n",
                            "3       0.007257  0.012325  0.044943  0.007935  0.011852  0.130994  0.004771   \n",
                            "4       0.003684  0.123076  0.013276  0.052159  0.006893  0.014858  0.005754   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "              98        99       100       101       102       103       104  \\\n",
                            "0       0.065156  0.013625  0.063262  0.014855  0.001691  0.004286  0.026421   \n",
                            "1       0.049713  0.000032  0.041346  0.005079  0.006795  0.007626  0.003622   \n",
                            "2       0.030379  0.005623  0.030451  0.009925  0.016591  0.002001  0.001533   \n",
                            "3       0.006818  0.014404  0.017356  0.002604  0.011839  0.006064  0.014632   \n",
                            "4       0.046619  0.009650  0.074719  0.003146  0.011294  0.014511  0.015456   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             105       106       107       108       109       110       111  \\\n",
                            "0       0.002763  0.001954  0.008070  0.094847  0.355632  0.025596  0.000986   \n",
                            "1       0.005076  0.020943  0.014609  0.043972  0.011189  0.031871  0.012954   \n",
                            "2       0.009248  0.008645  0.008637  0.032182  0.011802  0.115017  0.005127   \n",
                            "3       0.014449  0.077791  0.129991  0.014392  0.031113  0.021888  0.011420   \n",
                            "4       0.006045  0.024856  0.018392  0.052007  0.026611  0.042680  0.003952   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             112       113       114       115       116       117       118  \\\n",
                            "0       0.006715  0.016033  0.003968  0.008903  0.013082  0.034914  0.018140   \n",
                            "1       0.005787  0.005161  0.006385  0.007034  0.008378  0.027339  0.005761   \n",
                            "2       0.012083  0.020653  0.014896  0.020695  0.006813  0.086075  0.013345   \n",
                            "3       0.003713  0.012404  0.010161  0.003836  0.004597  0.007500  0.009570   \n",
                            "4       0.010066  0.019033  0.002968  0.262858  0.001054  0.031902  0.001890   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             119       120       121       122       123       124       125  \\\n",
                            "0       0.176595  0.078473  0.010039  0.028911  0.025857  0.023422  0.085774   \n",
                            "1       0.000195  0.027258  0.019588  0.014192  0.053650  0.019978  0.025734   \n",
                            "2       0.023056  0.057446  0.008946  0.008573  0.019955  0.002541  0.029405   \n",
                            "3       0.050040  0.009511  0.003411  0.032859  0.175249  0.015055  0.048072   \n",
                            "4       0.009583  0.040891  0.008604  0.007767  0.008283  0.013742  0.004300   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             126       127       128       129       130       131       132  \\\n",
                            "0       0.000052  0.065032  0.100258  0.014720  0.006206  0.099499  0.005359   \n",
                            "1       0.011596  0.062676  0.008829  0.004141  0.003782  0.051409  0.000185   \n",
                            "2       0.007782  0.116384  0.008620  0.005715  0.001331  0.116629  0.005551   \n",
                            "3       0.007031  0.020219  0.012931  0.019786  0.003706  0.007255  0.009353   \n",
                            "4       0.000930  0.079585  0.025593  0.012511  0.014277  0.075166  0.008095   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             133       134       135       136       137       138       139  \\\n",
                            "0       0.120467  0.063770  0.010392  0.002181  0.075143  0.000059  0.003811   \n",
                            "1       0.011493  0.005101  0.009240  0.001880  0.039648  0.001426  0.007202   \n",
                            "2       0.010699  0.046751  0.005068  0.008786  0.025080  0.013592  0.017296   \n",
                            "3       0.011940  0.009894  0.002186  0.002048  0.017262  0.073666  0.004421   \n",
                            "4       0.138642  0.020333  0.005513  0.007439  0.050169  0.010171  0.045896   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             140       141       142       143       144       145       146  \\\n",
                            "0       0.153747  0.003574  0.001103  0.003026  0.156966  0.039079  0.046398   \n",
                            "1       0.002657  0.013018  0.021932  0.023909  0.010128  0.030099  0.017664   \n",
                            "2       0.006910  0.003136  0.024329  0.026449  0.058947  0.004268  0.020856   \n",
                            "3       0.029157  0.032335  0.000532  0.007293  0.054383  0.004121  0.031578   \n",
                            "4       0.003659  0.006431  0.008427  0.033625  0.039982  0.021497  0.012219   \n",
                            "...          ...       ...       ...       ...       ...       ...       ...   \n",
                            "147          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "148          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "149          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "150          NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "target       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
                            "\n",
                            "             147       148       149       150    target  \n",
                            "0       0.000989  0.007058  0.154031  0.186368  0.222683  \n",
                            "1       0.007949  0.017670  0.002905  0.003298  0.044198  \n",
                            "2       0.007271  0.007262  0.057631  0.018983  0.035553  \n",
                            "3       0.014448  0.131368  0.043999  0.047019  0.007190  \n",
                            "4       0.000106  0.019168  0.035356  0.027186  0.052277  \n",
                            "...          ...       ...       ...       ...       ...  \n",
                            "147          NaN  0.002174  0.012018  0.014014  0.015250  \n",
                            "148          NaN       NaN  0.019307  0.016183  0.002767  \n",
                            "149          NaN       NaN       NaN  0.476468  0.013818  \n",
                            "150          NaN       NaN       NaN       NaN  0.035199  \n",
                            "target       NaN       NaN       NaN       NaN       NaN  \n",
                            "\n",
                            "[152 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 12,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Select the upper triangle\n",
                "abs_corr_mat = corr_mat.abs()\n",
                "upper_tri = abs_corr_mat.where(np.triu(np.ones(abs_corr_mat.shape),k=1).astype(np.bool))\n",
                "upper_tri"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "id": "70890103-4dba-4b8a-9436-a549fe66ce62",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "[60, 79, 92, 107, 112, 119, 140, 146, 148]"
                        ]
                    },
                    "execution_count": 13,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Find columns with high correlation\n",
                "# to_drop 0.95 as the threshold to not drop too many\n",
                "high_corr_thres = 0.95\n",
                "high_corr_cols = [col for col in upper_tri.columns if any(upper_tri[col] >= high_corr_thres)]\n",
                "high_corr_cols = list(map(int, high_corr_cols))\n",
                "high_corr_cols"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "id": "bcb107b4-c99e-4a9e-96d8-75c67b277fdb",
            "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",
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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>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>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>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>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>108</th>\n",
                            "      <th>109</th>\n",
                            "      <th>110</th>\n",
                            "      <th>111</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>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>141</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>147</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>-0.732</td>\n",
                            "      <td>1.14251</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>0.003423</td>\n",
                            "      <td>-0.262</td>\n",
                            "      <td>33831.0</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>21.0</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>0.995525</td>\n",
                            "      <td>-0.00204</td>\n",
                            "      <td>-1.604</td>\n",
                            "      <td>0.0</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>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>0.482589</td>\n",
                            "      <td>-0.307</td>\n",
                            "      <td>0.0</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>189.092</td>\n",
                            "      <td>2052.68</td>\n",
                            "      <td>-0.548</td>\n",
                            "      <td>3.49045</td>\n",
                            "      <td>6.0</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>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>1132.0</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>-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>-0.18291</td>\n",
                            "      <td>0.060684</td>\n",
                            "      <td>17.1094</td>\n",
                            "      <td>0.0</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>3.0</td>\n",
                            "      <td>0.004003</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>13436.0</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>82.0</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>0.994811</td>\n",
                            "      <td>-0.00224</td>\n",
                            "      <td>0.552</td>\n",
                            "      <td>0.0</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>-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>0.482602</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>0.0</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>216.287</td>\n",
                            "      <td>2349.23</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>3.49726</td>\n",
                            "      <td>2.0</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>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>3264.0</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>-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>-0.19030</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0.0</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>4.0</td>\n",
                            "      <td>0.005529</td>\n",
                            "      <td>-0.316</td>\n",
                            "      <td>26894.0</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>73.0</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>0.996249</td>\n",
                            "      <td>-0.00391</td>\n",
                            "      <td>0.641</td>\n",
                            "      <td>0.0</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>-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>0.480137</td>\n",
                            "      <td>-0.379</td>\n",
                            "      <td>1.0</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>184.724</td>\n",
                            "      <td>2031.26</td>\n",
                            "      <td>1.580</td>\n",
                            "      <td>3.45300</td>\n",
                            "      <td>3.0</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>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>2654.0</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>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>-0.18631</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0.0</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>4.0</td>\n",
                            "      <td>0.003243</td>\n",
                            "      <td>2.636</td>\n",
                            "      <td>30432.0</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>1721.0</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>0.995464</td>\n",
                            "      <td>-0.00236</td>\n",
                            "      <td>-0.397</td>\n",
                            "      <td>0.0</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>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>0.479202</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>3.0</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>196.399</td>\n",
                            "      <td>1707.59</td>\n",
                            "      <td>-0.508</td>\n",
                            "      <td>3.44005</td>\n",
                            "      <td>9.0</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>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>2266.0</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>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>-0.19257</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0.0</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>3.0</td>\n",
                            "      <td>0.002859</td>\n",
                            "      <td>-0.274</td>\n",
                            "      <td>14123.0</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>1713.0</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>0.997000</td>\n",
                            "      <td>-0.00211</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>0.0</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>-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>0.481111</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>1517.0</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>170.776</td>\n",
                            "      <td>2144.80</td>\n",
                            "      <td>-0.363</td>\n",
                            "      <td>3.47540</td>\n",
                            "      <td>0.0</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>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>2322.0</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>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>-0.18187</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0.0</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",
                            "    </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>6.0</td>\n",
                            "      <td>-0.001525</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>15126.0</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>32.0</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>0.994957</td>\n",
                            "      <td>-0.00213</td>\n",
                            "      <td>-0.752</td>\n",
                            "      <td>0.0</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>-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>0.480028</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>0.0</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>199.977</td>\n",
                            "      <td>2134.53</td>\n",
                            "      <td>-0.350</td>\n",
                            "      <td>3.45012</td>\n",
                            "      <td>2.0</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>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>1615.0</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>-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>-0.18568</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3.0</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>10.0</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>16643.0</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>33.0</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>0.996041</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>-0.619</td>\n",
                            "      <td>0.0</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>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>0.478501</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>1.0</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>199.198</td>\n",
                            "      <td>2137.44</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.43281</td>\n",
                            "      <td>2.0</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>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>1727.0</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>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>-0.21962</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3.0</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>1.0</td>\n",
                            "      <td>0.012787</td>\n",
                            "      <td>4.764</td>\n",
                            "      <td>12665.0</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>207.0</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>0.996085</td>\n",
                            "      <td>-0.00108</td>\n",
                            "      <td>2.502</td>\n",
                            "      <td>0.0</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>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>0.479952</td>\n",
                            "      <td>5.339</td>\n",
                            "      <td>2.0</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>178.198</td>\n",
                            "      <td>2088.55</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.46844</td>\n",
                            "      <td>13.0</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>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>5156.0</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>-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>-0.18374</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1.0</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>3.0</td>\n",
                            "      <td>0.001524</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>20815.0</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>2273.0</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>0.997109</td>\n",
                            "      <td>-0.00309</td>\n",
                            "      <td>0.864</td>\n",
                            "      <td>0.0</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>-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>0.480650</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0.0</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>208.624</td>\n",
                            "      <td>2140.86</td>\n",
                            "      <td>-0.189</td>\n",
                            "      <td>3.46340</td>\n",
                            "      <td>2.0</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>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>2144.0</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>-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>-0.18110</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1.0</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>9.0</td>\n",
                            "      <td>0.008013</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>26260.0</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>4358.0</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>0.995442</td>\n",
                            "      <td>-0.00356</td>\n",
                            "      <td>-1.258</td>\n",
                            "      <td>0.0</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>-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>0.476038</td>\n",
                            "      <td>-0.128</td>\n",
                            "      <td>785.0</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>199.091</td>\n",
                            "      <td>2181.22</td>\n",
                            "      <td>-0.159</td>\n",
                            "      <td>3.47621</td>\n",
                            "      <td>10.0</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>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>1208.0</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>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>-0.20301</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4.0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>10241 rows × 143 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  0.003423 -0.262  33831.0 -0.120 -0.109   \n",
                            "1      466.645 -0.715  1.80633   3.0  0.004003 -0.292  13436.0 -0.284 -0.102   \n",
                            "2      419.784  0.456  1.19857   4.0  0.005529 -0.316  26894.0 -0.148 -0.101   \n",
                            "3      433.346 -0.588  1.12691   4.0  0.003243  2.636  30432.0 -0.118 -0.095   \n",
                            "4      429.280  0.327  1.83109   3.0  0.002859 -0.274  14123.0 -0.553 -0.095   \n",
                            "...        ...    ...      ...   ...       ...    ...      ...    ...    ...   \n",
                            "10236  443.974  0.371  1.39763   6.0 -0.001525 -0.285  15126.0 -0.131 -0.130   \n",
                            "10237  450.603  0.371  1.25321  10.0  0.003050 -0.285  16643.0 -0.131 -0.130   \n",
                            "10238  427.511  0.371  1.57446   1.0  0.012787  4.764  12665.0 -0.131 -0.130   \n",
                            "10239  424.143  1.376  1.60250   3.0  0.001524 -0.310  20815.0 -0.100  3.465   \n",
                            "10240  446.200  0.348  1.40486   9.0  0.008013 -0.220  26260.0 -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 -0.005000   \n",
                            "1      1.816916  1.001320  133.148294  73.0013  0.223    82.0  0.000652   \n",
                            "2     -0.514663  0.997676  127.044605  74.6132  0.901    73.0 -0.002503   \n",
                            "3     -0.259868  0.999953  132.809932  72.9269 -0.336  1721.0  0.000661   \n",
                            "4      0.580773  1.002190  105.713099  73.3881 -0.358  1713.0  0.000866   \n",
                            "...         ...       ...         ...      ...    ...     ...       ...   \n",
                            "10236  0.084511  0.999083  117.101035  73.8240 -0.378    32.0  0.001441   \n",
                            "10237 -0.815511  0.997952  108.339023  75.3500  2.112    33.0  0.001060   \n",
                            "10238 -0.675335  0.999931  136.123690  72.2698  3.294   207.0  0.004128   \n",
                            "10239 -0.480152  0.998078  129.487356  73.1919 -0.470  2273.0  0.003730   \n",
                            "10240 -0.231773  1.000350  132.062346  74.2445 -0.287  4358.0 -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        61       62     63   64        65       66       67  \\\n",
                            "0     -0.028  0.995525 -0.00204 -1.604  0.0  0.005325  67226.0  0.00372   \n",
                            "1     -0.025  0.994811 -0.00224  0.552  0.0  0.004956  67841.0  0.00771   \n",
                            "2     -0.029  0.996249 -0.00391  0.641  0.0  0.003050  66807.2  0.00773   \n",
                            "3     -0.029  0.995464 -0.00236 -0.397  0.0  0.003434  65925.8  0.00295   \n",
                            "4     -0.019  0.997000 -0.00211 -0.305  0.0  0.002287  68158.3 -0.00097   \n",
                            "...      ...       ...      ...    ...  ...       ...      ...      ...   \n",
                            "10236 -0.025  0.994957 -0.00213 -0.752  0.0 -0.001906  66946.5 -0.01244   \n",
                            "10237 -0.025  0.996041 -0.00289 -0.619  0.0  0.009912  67036.5  0.00206   \n",
                            "10238 -0.025  0.996085 -0.00108  2.502  0.0  0.006680  66893.5  0.00712   \n",
                            "10239 -0.040  0.997109 -0.00309  0.864  0.0  0.004954  66171.7 -0.00306   \n",
                            "10240 -0.034  0.995442 -0.00356 -1.258  0.0  0.003625  66755.2 -0.00728   \n",
                            "\n",
                            "          68       69        70        71     72       73       74        75  \\\n",
                            "0     -0.089  3.42085  0.001932  0.181023  1.968 -212.318  0.00397  0.500892   \n",
                            "1      0.170  3.48121 -0.003156  0.181066 -0.312 -171.503  0.00505  0.225318   \n",
                            "2      0.375  3.47297 -0.000141  0.180348 -0.391 -164.190 -0.00670 -2.152940   \n",
                            "3     -0.923  3.43462  0.009728  0.181576  1.839 -175.345 -0.00290 -1.451042   \n",
                            "4      0.406  3.47381 -0.004810  0.180506  1.544 -161.681 -0.00971  0.360526   \n",
                            "...      ...      ...       ...       ...    ...      ...      ...       ...   \n",
                            "10236 -0.489  3.43432  0.005646  0.179772 -0.202 -191.514 -0.01080  0.248241   \n",
                            "10237 -0.176  3.48047 -0.003715  0.179390 -0.202 -194.333  0.01017  0.304896   \n",
                            "10238 -1.933  3.47899 -0.009224  0.179241 -0.202 -153.705  0.00167  0.228678   \n",
                            "10239 -0.715  3.48636  0.013728  0.180830 -0.191 -166.259  0.00216  0.135446   \n",
                            "10240  0.072  3.45294 -0.006917  0.180205 -0.167 -172.920  0.00933 -0.175665   \n",
                            "\n",
                            "            76       77        78        80     81       82       83     84  \\\n",
                            "0     -0.00280  0.00466 -1.904041  0.001948 -0.426 -0.10300  1.19102 -0.032   \n",
                            "1     -0.00148 -0.00308  2.465348 -0.009400 -0.258 -0.11513  1.18592 -0.507   \n",
                            "2     -0.00391 -0.00756 -3.097850 -0.009642 -0.387 -0.10152  1.20644  0.965   \n",
                            "3     -0.00275  0.00920 -1.072605  0.000329 -0.391 -0.05650  1.20849 -1.183   \n",
                            "4     -0.00211 -0.00029  1.625398 -0.007340 -0.244 -0.05490  1.21613 -0.398   \n",
                            "...        ...      ...       ...       ...    ...      ...      ...    ...   \n",
                            "10236 -0.00289 -0.00421  2.203349 -0.009080 -0.210 -0.10911  1.20919  0.579   \n",
                            "10237 -0.00213  0.00685  2.264019  0.000936 -0.210 -0.06028  1.21796 -0.670   \n",
                            "10238 -0.00070  0.00908  0.559265  0.011717 -0.210 -0.09992  1.22076  2.784   \n",
                            "10239 -0.00347  0.00216  2.188552 -0.053785 -0.286 -0.06176  1.20337  0.291   \n",
                            "10240 -0.00318  0.00879 -0.796839 -0.002139 -0.227 -0.05497  1.20248 -0.691   \n",
                            "\n",
                            "             85     86       87       88        89       90       91  \\\n",
                            "0      0.927649 -0.024  21.4711  0.00368  0.004564  3138.67  0.01959   \n",
                            "1      1.828688 -0.023  21.3636 -0.00712  0.000381  3536.88 -0.00634   \n",
                            "2      0.050663 -0.046  21.5870  0.00353  0.005148  2942.89 -0.02731   \n",
                            "3      0.147243 -0.035  22.5239  0.02510 -0.002861  2847.29 -0.03261   \n",
                            "4     -0.652605 -0.025  21.3191 -0.02984  0.005528  3327.61  0.00579   \n",
                            "...         ...    ...      ...      ...       ...      ...      ...   \n",
                            "10236 -0.477618 -0.032  21.5128  0.01209  0.012200  3095.54  0.01841   \n",
                            "10237 -0.660399 -0.032  21.1762 -0.01367  0.007053  2964.17  0.03100   \n",
                            "10238 -1.759945 -0.032  20.8616  0.00298  0.005344  3005.72  0.01632   \n",
                            "10239  1.338588 -0.039  21.4658 -0.02327  0.004382  2970.58 -0.00218   \n",
                            "10240 -1.302033  3.886  21.3351  0.02285  0.000763  3150.52 -0.01953   \n",
                            "\n",
                            "             93     94      95       96       97        98        99  \\\n",
                            "0      0.482589 -0.307     0.0 -0.12259  3.09698 -0.360732  0.005135   \n",
                            "1      0.482602 -0.272     0.0 -0.12232  3.09066 -0.080839 -0.002860   \n",
                            "2      0.480137 -0.379     1.0 -0.12413  3.10466 -0.686895  0.008008   \n",
                            "3      0.479202 -0.235     3.0 -0.11233  3.09738 -0.438867  0.002098   \n",
                            "4      0.481111 -0.179  1517.0 -0.12105  3.10124 -0.549669  0.002478   \n",
                            "...         ...    ...     ...      ...      ...       ...       ...   \n",
                            "10236  0.480028 -0.162     0.0 -0.11735  3.10665  0.746528  0.011056   \n",
                            "10237  0.478501 -0.162     1.0 -0.11697  3.11064  0.679640  0.004765   \n",
                            "10238  0.479952  5.339     2.0 -0.11664  3.10658 -0.288676  0.005534   \n",
                            "10239  0.480650 -0.107     0.0 -0.12279  3.09259  0.677758  0.000190   \n",
                            "10240  0.476038 -0.128   785.0 -0.12457  3.11038 -0.388106  0.007059   \n",
                            "\n",
                            "            100      101    102      103      104      105       106      108  \\\n",
                            "0      0.179927  1.49193 -0.012  3.10686 -0.00579 -0.18553 -0.122263  189.092   \n",
                            "1      0.200937  1.50898 -0.029  3.10072  0.00746 -0.18674 -0.125014  216.287   \n",
                            "2      0.194851  1.49082 -0.041  3.08993  0.00883 -0.18328 -0.122755  184.724   \n",
                            "3      0.223845  1.49833 -0.006  3.10349  0.00666 -0.18907 -0.113889  196.399   \n",
                            "4      0.197845  1.49952 -0.030  3.10628 -0.00885 -0.18129 -0.119713  170.776   \n",
                            "...         ...      ...    ...      ...      ...      ...       ...      ...   \n",
                            "10236  0.170854  1.50907 -0.020  3.10740  0.00665 -0.18945 -0.116945  199.977   \n",
                            "10237  0.175130  1.49267 -0.020  3.09137  0.00016 -0.18068 -0.118185  199.198   \n",
                            "10238  0.188401  1.51108 -0.020  3.10968  0.00185 -0.18681 -0.117612  178.198   \n",
                            "10239  0.172721  1.50793 -0.022  3.09748 -0.00331 -0.18569 -0.123262  208.624   \n",
                            "10240  0.184732  1.50244 -0.026  3.09283  0.00028 -0.21160 -0.124825  199.091   \n",
                            "\n",
                            "           109    110      111   113    114    115      116    117      118  \\\n",
                            "0      2052.68 -0.548  3.49045   6.0 -0.021 -0.089  0.01107 -0.058  1.16655   \n",
                            "1      2349.23 -0.476  3.49726   2.0 -0.045 -0.054 -0.00694 -0.073  1.15355   \n",
                            "2      2031.26  1.580  3.45300   3.0 -0.057 -0.067 -0.00227 -0.154  1.16579   \n",
                            "3      1707.59 -0.508  3.44005   9.0 -0.012 -0.040  0.00418 -0.104  1.15095   \n",
                            "4      2144.80 -0.363  3.47540   0.0 -0.031 -0.050  0.00576 -0.049  1.15370   \n",
                            "...        ...    ...      ...   ...    ...    ...      ...    ...      ...   \n",
                            "10236  2134.53 -0.350  3.45012   2.0 -0.028 -0.085 -0.00869 -0.055  1.15338   \n",
                            "10237  2137.44  1.217  3.43281   2.0 -0.028 -0.085  0.00962 -0.055  1.16368   \n",
                            "10238  2088.55  1.217  3.46844  13.0 -0.028 -0.085  0.00339 -0.055  1.14995   \n",
                            "10239  2140.86 -0.189  3.46340   2.0 -0.025 -0.075 -0.01097 -0.039  1.15758   \n",
                            "10240  2181.22 -0.159  3.47621  10.0 -0.030 -0.075  0.00344 -0.029  1.16517   \n",
                            "\n",
                            "           120       121    122    123       124      125      126     127  \\\n",
                            "0      1.08095  0.010073  1.837  0.255  0.385121  6913.68  1.19125  1132.0   \n",
                            "1      1.08186  0.000000 -0.169 -1.168 -0.128346  6995.61  1.21638  3264.0   \n",
                            "2      1.08200 -0.006764 -0.190 -0.483  0.068413  6634.91  1.18248  2654.0   \n",
                            "3      1.08171  0.002874 -0.222 -1.038  0.286881  6774.38  1.21606  2266.0   \n",
                            "4      1.08137 -0.005627 -0.116 -0.037 -0.216165  6536.81  1.19325  2322.0   \n",
                            "...        ...       ...    ...    ...       ...      ...      ...     ...   \n",
                            "10236  1.08206  0.004743 -0.125 -0.373 -0.586998  6919.99  1.21581  1615.0   \n",
                            "10237  1.08092  0.010083 -0.125 -0.588 -0.478541  6885.70  1.21543  1727.0   \n",
                            "10238  1.08214 -0.007732 -0.125 -0.588 -0.381139  6587.38  1.21345  5156.0   \n",
                            "10239  1.08258 -0.005199 -0.155  0.635  3.305951  6792.38  1.20360  2144.0   \n",
                            "10240  1.08145  0.002611  1.997  1.775 -0.075773  6742.81  1.21118  1208.0   \n",
                            "\n",
                            "           128       129       130    131    132    133      134    135  \\\n",
                            "0      1.09259  0.204294  0.001265 -1.148  0.070 -0.035  1.08133 -0.031   \n",
                            "1      1.09616  0.200889  0.002094  0.733  0.216 -0.040  1.08129 -0.061   \n",
                            "2      1.09632  0.197141 -0.002956  0.478 -0.074 -0.035  1.08181 -0.051   \n",
                            "3      1.09603  0.202958  0.003511 -0.302  0.148 -0.038  1.08171 -0.013   \n",
                            "4      1.09643  0.197662  0.000347 -0.099  0.665 -0.036  1.08194 -0.076   \n",
                            "...        ...       ...       ...    ...    ...    ...      ...    ...   \n",
                            "10236  1.09637  0.202472 -0.002436  0.163  0.875 -0.059  1.08187 -0.037   \n",
                            "10237  1.09618  0.200946  0.000996  0.057  1.725 -0.059  1.08092 -0.037   \n",
                            "10238  1.09682  0.203076 -0.004651  1.785 -0.092 -0.059  1.08233 -0.037   \n",
                            "10239  1.09744  0.198747  0.001568  0.524  0.402 -0.049  1.08258 -0.044   \n",
                            "10240  1.09595  0.202726 -0.003860 -0.751  1.078 -0.045  1.08164 -0.024   \n",
                            "\n",
                            "            136       137       138    139    141    142    143       144  \\\n",
                            "0     -0.008000 -0.458764  0.481826 -0.062 -0.658  764.3 -0.005  0.060303   \n",
                            "1     -0.004825  0.154446  0.482792 -0.347 -0.839  532.5 -0.023  0.044870   \n",
                            "2      0.012258 -0.446567  0.480328 -0.044  1.090  651.4 -0.035  0.054069   \n",
                            "3      0.010193 -0.499657  0.479774 -0.068  0.252  603.4 -0.008  0.043571   \n",
                            "4      0.004825 -0.697821  0.480349  1.201  1.246  417.4 -0.025  0.041588   \n",
                            "...         ...       ...       ...    ...    ...    ...    ...       ...   \n",
                            "10236 -0.011429 -0.106543  0.479455 -0.064 -1.309  375.9 -0.051  0.049026   \n",
                            "10237 -0.008889 -0.171057  0.481554 -0.064  0.175  389.9 -0.051  0.054744   \n",
                            "10238  0.000000 -0.474227  0.478998 -0.064 -1.309  625.4 -0.051  0.046761   \n",
                            "10239  0.009419  0.559765  0.480840  2.180 -1.271  865.1 -0.015  0.054070   \n",
                            "10240  0.009806 -0.177313  0.476038  3.575  1.445  512.7 -0.013  0.060589   \n",
                            "\n",
                            "          145      147       149      150  target  \n",
                            "0      13.383 -0.18291  0.060684  17.1094     0.0  \n",
                            "1      14.887 -0.19030  0.045252  17.0932     0.0  \n",
                            "2      -2.932 -0.18631  0.050065  17.2080     0.0  \n",
                            "3     -44.990 -0.19257  0.045097  17.5977     0.0  \n",
                            "4     -12.205 -0.18187  0.043112  17.2664     0.0  \n",
                            "...       ...      ...       ...      ...     ...  \n",
                            "10236   1.273 -0.18568  0.053982  17.1961     3.0  \n",
                            "10237 -29.510 -0.21962  0.059700  16.9488     3.0  \n",
                            "10238  13.455 -0.18374  0.045234  16.9493     1.0  \n",
                            "10239 -15.422 -0.18110  0.052165  16.9989     1.0  \n",
                            "10240 -27.832 -0.20301  0.057537  16.9364     4.0  \n",
                            "\n",
                            "[10241 rows x 143 columns]"
                        ]
                    },
                    "execution_count": 14,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "drop_high_corr_df = df.drop(df.columns[high_corr_cols], axis=1)\n",
                "drop_high_corr_df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "id": "db87c011-c1d1-47bd-9885-0f627c602f5e",
            "metadata": {},
            "outputs": [],
            "source": [
                "df = drop_high_corr_df"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "e5e2a517-ac5d-4aee-8aab-38fa55328e03",
            "metadata": {},
            "source": [
                "### Fix class imbalance\n",
                "\n",
                "This step tries to take a look on how the data after fixing the class imbalance looks like. This step will be done in training again.\n",
                "\n",
                "[Reference 1](https://www.thepythoncode.com/article/handling-imbalance-data-imblearn-smote-variants-python)\n",
                "\n",
                "[Reference 2](https://machinelearningmastery.com/combine-oversampling-and-undersampling-for-imbalanced-classification/)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 37,
            "id": "ce9a4000-fa01-4f82-be44-f32f1d7da1c0",
            "metadata": {},
            "outputs": [],
            "source": [
                "from collections import Counter\n",
                "from sklearn.datasets import make_classification\n",
                "from imblearn.under_sampling import OneSidedSelection\n",
                "from matplotlib import pyplot"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 38,
            "id": "b33dc500-487c-4390-93fc-1cab60444e21",
            "metadata": {},
            "outputs": [],
            "source": [
                "X = df.drop(columns=['target'], axis=1).to_numpy()\n",
                "y = df['target'].to_numpy()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 39,
            "id": "81d5f0f5-2365-4098-a07e-015bbf156fd4",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "array([[ 0.89992222, -0.161     , -0.244     , ..., -0.18291   ,\n",
                            "         0.0606836 , 17.1094    ],\n",
                            "       [ 1.05057459, -0.285     , -0.298     , ..., -0.1903    ,\n",
                            "         0.0452515 , 17.0932    ],\n",
                            "       [-1.20662588, -0.202     , -0.289     , ..., -0.18631   ,\n",
                            "         0.0500652 , 17.208     ],\n",
                            "       ...,\n",
                            "       [ 0.07367462, -0.249     , -0.288     , ..., -0.18374   ,\n",
                            "         0.0452338 , 16.9493    ],\n",
                            "       [-0.05341856, -0.191     ,  1.505     , ..., -0.1811    ,\n",
                            "         0.052165  , 16.9989    ],\n",
                            "       [-1.03344892, -0.227     , -0.218     , ..., -0.20301   ,\n",
                            "         0.0575366 , 16.9364    ]])"
                        ]
                    },
                    "execution_count": 39,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "X"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 40,
            "id": "1d1b363c-02ac-47cf-bd07-d62ede88a156",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "array([0., 0., 0., ..., 1., 1., 4.])"
                        ]
                    },
                    "execution_count": 40,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "y"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "c6149a3c-b4f9-48dc-ac61-1fc7e4c29d8a",
            "metadata": {},
            "source": [
                "### Original"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 28,
            "id": "9fc823c6-ee65-4e00-84d5-20a6386d7a35",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Counter({0.0: 10000, 1.0: 101, 2.0: 59, 3.0: 52, 4.0: 29})\n"
                    ]
                }
            ],
            "source": [
                "# summarize class distribution\n",
                "counter = Counter(y)\n",
                "print(counter)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 42,
            "id": "3cf90ff8-0fba-48dc-8bf2-895f3a0edd6b",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 432x288 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "cols = [0, 140]\n",
                "# scatter plot of examples by class label\n",
                "for label, _ in counter.items():\n",
                "    row_ix = np.where(y == label)[0]\n",
                "    pyplot.scatter(X[row_ix, cols[0]], X[row_ix, cols[1]], label=str(label))\n",
                "pyplot.legend()\n",
                "pyplot.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "b8674be6-7661-4719-8575-33a4c7c13f1c",
            "metadata": {},
            "source": [
                "### Combination of SMOTE and Tomek Links Undersampling\n",
                "\n",
                "SMOTE is an oversampling method that synthesizes new plausible examples in the minority class.\n",
                "\n",
                "Tomek Links refers to a method for identifying pairs of nearest neighbors in a dataset that have different classes. Removing one or both of the examples in these pairs (such as the examples in the majority class) has the effect of making the decision boundary in the training dataset less noisy or ambiguous."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 51,
            "id": "e9f9c95b-76c4-45ba-9749-42c2d749a7f0",
            "metadata": {},
            "outputs": [],
            "source": [
                "from imblearn.combine import SMOTETomek\n",
                "# define resampling\n",
                "resample = SMOTETomek()\n",
                "# transform the dataset\n",
                "under_X, under_y = resample.fit_resample(X, y)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 52,
            "id": "719280b4-6dba-431e-b2fa-4e5077076f28",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Counter({4.0: 10000, 2.0: 9999, 3.0: 9997, 1.0: 9994, 0.0: 9992})\n"
                    ]
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 432x288 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# summarize the new class distribution\n",
                "counter = Counter(under_y)\n",
                "print(counter)\n",
                "# scatter plot of examples by class label\n",
                "for label, _ in counter.items():\n",
                "    row_ix = np.where(under_y == label)[0]\n",
                "    pyplot.scatter(under_X[row_ix, cols[0]], under_X[row_ix, cols[1]], label=str(label))\n",
                "pyplot.legend()\n",
                "pyplot.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "249b7d29-af56-4f78-9e42-ceff22c34f3a",
            "metadata": {},
            "source": [
                "### Combination of SMOTE and Edited Nearest Neighbors Undersampling\n",
                "\n",
                "SMOTE may be the most popular oversampling technique and can be combined with many different undersampling techniques.\n",
                "\n",
                "Another very popular undersampling method is the Edited Nearest Neighbors, or ENN, rule. This rule involves using k=3 nearest neighbors to locate those examples in a dataset that are misclassified and that are then removed. It can be applied to all classes or just those examples in the majority class."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 53,
            "id": "a25cd0a1-c0f3-4fc8-b3af-c1c3072a6639",
            "metadata": {},
            "outputs": [],
            "source": [
                "from imblearn.combine import SMOTEENN\n",
                "# define resampling\n",
                "resample = SMOTEENN()\n",
                "# transform the dataset\n",
                "under_X, under_y = resample.fit_resample(X, y)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 54,
            "id": "60f134d8-ad22-4b8a-80cc-5131bcf8567c",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Counter({4.0: 9999, 2.0: 9993, 3.0: 9967, 1.0: 9912, 0.0: 8048})\n"
                    ]
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 432x288 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# summarize the new class distribution\n",
                "counter = Counter(under_y)\n",
                "print(counter)\n",
                "# scatter plot of examples by class label\n",
                "for label, _ in counter.items():\n",
                "    row_ix = np.where(under_y == label)[0]\n",
                "    pyplot.scatter(under_X[row_ix, cols[0]], under_X[row_ix, cols[1]], label=str(label))\n",
                "pyplot.legend()\n",
                "pyplot.show()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "272312bf-5913-48e8-b3fb-a403acc5c6b8",
            "metadata": {},
            "outputs": [],
            "source": []
        }
    ],
    "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
}