kmeans.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('./dataset/Danmini_Doorbell/gafgyt/udp.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MI_dir_L5_weight</th>\n",
       "      <th>MI_dir_L5_mean</th>\n",
       "      <th>MI_dir_L5_variance</th>\n",
       "      <th>MI_dir_L3_weight</th>\n",
       "      <th>MI_dir_L3_mean</th>\n",
       "      <th>MI_dir_L3_variance</th>\n",
       "      <th>MI_dir_L1_weight</th>\n",
       "      <th>MI_dir_L1_mean</th>\n",
       "      <th>MI_dir_L1_variance</th>\n",
       "      <th>MI_dir_L0.1_weight</th>\n",
       "      <th>...</th>\n",
       "      <th>HpHp_L0.1_radius</th>\n",
       "      <th>HpHp_L0.1_covariance</th>\n",
       "      <th>HpHp_L0.1_pcc</th>\n",
       "      <th>HpHp_L0.01_weight</th>\n",
       "      <th>HpHp_L0.01_mean</th>\n",
       "      <th>HpHp_L0.01_std</th>\n",
       "      <th>HpHp_L0.01_magnitude</th>\n",
       "      <th>HpHp_L0.01_radius</th>\n",
       "      <th>HpHp_L0.01_covariance</th>\n",
       "      <th>HpHp_L0.01_pcc</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.041382</td>\n",
       "      <td>61.510016</td>\n",
       "      <td>55.100457</td>\n",
       "      <td>1.147940</td>\n",
       "      <td>64.897216</td>\n",
       "      <td>162.111476</td>\n",
       "      <td>1.528885</td>\n",
       "      <td>73.145292</td>\n",
       "      <td>326.722394</td>\n",
       "      <td>1.938288</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.852814</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.732176</td>\n",
       "      <td>82.575990</td>\n",
       "      <td>348.212293</td>\n",
       "      <td>1.929229</td>\n",
       "      <td>82.055776</td>\n",
       "      <td>351.662235</td>\n",
       "      <td>2.424873</td>\n",
       "      <td>83.395194</td>\n",
       "      <td>341.682272</td>\n",
       "      <td>2.924680</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.992951</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.050570</td>\n",
       "      <td>97.257558</td>\n",
       "      <td>27.661571</td>\n",
       "      <td>1.231506</td>\n",
       "      <td>95.002707</td>\n",
       "      <td>104.913381</td>\n",
       "      <td>2.196048</td>\n",
       "      <td>90.045689</td>\n",
       "      <td>238.992747</td>\n",
       "      <td>3.725111</td>\n",
       "      <td>...</td>\n",
       "      <td>3.637979e-12</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.978915</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.030388</td>\n",
       "      <td>97.978104</td>\n",
       "      <td>0.831573</td>\n",
       "      <td>1.146962</td>\n",
       "      <td>97.615952</td>\n",
       "      <td>14.446324</td>\n",
       "      <td>2.081180</td>\n",
       "      <td>93.867709</td>\n",
       "      <td>139.951226</td>\n",
       "      <td>4.470283</td>\n",
       "      <td>...</td>\n",
       "      <td>6.558460e-12</td>\n",
       "      <td>6.052761e-29</td>\n",
       "      <td>1.358463e-17</td>\n",
       "      <td>3.957881</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>3.637979e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 115 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   MI_dir_L5_weight  MI_dir_L5_mean  MI_dir_L5_variance  MI_dir_L3_weight  \\\n",
       "0          1.000000       98.000000            0.000000          1.000000   \n",
       "1          1.041382       61.510016           55.100457          1.147940   \n",
       "2          1.732176       82.575990          348.212293          1.929229   \n",
       "3          1.050570       97.257558           27.661571          1.231506   \n",
       "4          1.030388       97.978104            0.831573          1.146962   \n",
       "\n",
       "   MI_dir_L3_mean  MI_dir_L3_variance  MI_dir_L1_weight  MI_dir_L1_mean  \\\n",
       "0       98.000000            0.000000          1.000000       98.000000   \n",
       "1       64.897216          162.111476          1.528885       73.145292   \n",
       "2       82.055776          351.662235          2.424873       83.395194   \n",
       "3       95.002707          104.913381          2.196048       90.045689   \n",
       "4       97.615952           14.446324          2.081180       93.867709   \n",
       "\n",
       "   MI_dir_L1_variance  MI_dir_L0.1_weight       ...        HpHp_L0.1_radius  \\\n",
       "0            0.000000            1.000000       ...            0.000000e+00   \n",
       "1          326.722394            1.938288       ...            0.000000e+00   \n",
       "2          341.682272            2.924680       ...            0.000000e+00   \n",
       "3          238.992747            3.725111       ...            3.637979e-12   \n",
       "4          139.951226            4.470283       ...            6.558460e-12   \n",
       "\n",
       "   HpHp_L0.1_covariance  HpHp_L0.1_pcc  HpHp_L0.01_weight  HpHp_L0.01_mean  \\\n",
       "0          0.000000e+00   0.000000e+00           1.000000             98.0   \n",
       "1          0.000000e+00   0.000000e+00           1.000000             60.0   \n",
       "2          0.000000e+00   0.000000e+00           1.992951             98.0   \n",
       "3          0.000000e+00   0.000000e+00           2.978915             98.0   \n",
       "4          6.052761e-29   1.358463e-17           3.957881             98.0   \n",
       "\n",
       "   HpHp_L0.01_std  HpHp_L0.01_magnitude  HpHp_L0.01_radius  \\\n",
       "0             0.0             98.000000       0.000000e+00   \n",
       "1             0.0             84.852814       0.000000e+00   \n",
       "2             0.0            138.592929       0.000000e+00   \n",
       "3             0.0            138.592929       0.000000e+00   \n",
       "4             0.0            138.592929       3.637979e-12   \n",
       "\n",
       "   HpHp_L0.01_covariance  HpHp_L0.01_pcc  \n",
       "0                    0.0             0.0  \n",
       "1                    0.0             0.0  \n",
       "2                    0.0             0.0  \n",
       "3                    0.0             0.0  \n",
       "4                    0.0             0.0  \n",
       "\n",
       "[5 rows x 115 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "wcss = []\n",
    "for i in range(1,11):\n",
    "    kmeans = KMeans(n_clusters = i, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "    kmeans.fit(dataset)\n",
    "    wcss.append(kmeans.inertia_)\n",
    "plt.plot(range(1,11), wcss)\n",
    "plt.title('The Elbow Method')\n",
    "plt.xlabel('Numero de Clusters')\n",
    "plt.ylabel('WCSS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters = 3, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "y_kmeans = kmeans.fit_predict(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MI_dir_L5_weight</th>\n",
       "      <th>MI_dir_L5_mean</th>\n",
       "      <th>MI_dir_L5_variance</th>\n",
       "      <th>MI_dir_L3_weight</th>\n",
       "      <th>MI_dir_L3_mean</th>\n",
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       "      <th>MI_dir_L1_mean</th>\n",
       "      <th>MI_dir_L1_variance</th>\n",
       "      <th>MI_dir_L0.1_weight</th>\n",
       "      <th>...</th>\n",
       "      <th>HpHp_L0.1_radius</th>\n",
       "      <th>HpHp_L0.1_covariance</th>\n",
       "      <th>HpHp_L0.1_pcc</th>\n",
       "      <th>HpHp_L0.01_weight</th>\n",
       "      <th>HpHp_L0.01_mean</th>\n",
       "      <th>HpHp_L0.01_std</th>\n",
       "      <th>HpHp_L0.01_magnitude</th>\n",
       "      <th>HpHp_L0.01_radius</th>\n",
       "      <th>HpHp_L0.01_covariance</th>\n",
       "      <th>HpHp_L0.01_pcc</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.153102</td>\n",
       "      <td>70.245870</td>\n",
       "      <td>117.857879</td>\n",
       "      <td>1.365374</td>\n",
       "      <td>74.460427</td>\n",
       "      <td>199.771460</td>\n",
       "      <td>2.421366</td>\n",
       "      <td>82.358622</td>\n",
       "      <td>270.425565</td>\n",
       "      <td>5.303032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>116.498927</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.915289</td>\n",
       "      <td>64.896354</td>\n",
       "      <td>82.515715</td>\n",
       "      <td>2.188683</td>\n",
       "      <td>67.853518</td>\n",
       "      <td>160.384187</td>\n",
       "      <td>3.312057</td>\n",
       "      <td>75.607946</td>\n",
       "      <td>294.140916</td>\n",
       "      <td>6.278592</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105844</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105845</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105846</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105847</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105848</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105849</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105850</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105851</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105852</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105853</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105854</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105855</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105856</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105857</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105858</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105859</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105860</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105861</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105862</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105863</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105864</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105865</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105866</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105867</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105868</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105869</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105870</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105871</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105872</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105873</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105829 rows × 115 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MI_dir_L5_weight  MI_dir_L5_mean  MI_dir_L5_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "5               1.153102       70.245870          117.857879   \n",
       "6               1.915289       64.896354           82.515715   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "30              1.000000       60.000000            0.000000   \n",
       "31              1.000000       60.000000            0.000000   \n",
       "32              1.000000       60.000000            0.000000   \n",
       "33              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L3_weight  MI_dir_L3_mean  MI_dir_L3_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "5               1.365374       74.460427          199.771460   \n",
       "6               2.188683       67.853518          160.384187   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "30              1.000000       60.000000            0.000000   \n",
       "31              1.000000       60.000000            0.000000   \n",
       "32              1.000000       60.000000            0.000000   \n",
       "33              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L1_weight  MI_dir_L1_mean  MI_dir_L1_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "5               2.421366       82.358622          270.425565   \n",
       "6               3.312057       75.607946          294.140916   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "30              1.000000       60.000000            0.000000   \n",
       "31              1.000000       60.000000            0.000000   \n",
       "32              1.000000       60.000000            0.000000   \n",
       "33              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L0.1_weight       ...        HpHp_L0.1_radius  \\\n",
       "0                 1.000000       ...                     0.0   \n",
       "5                 5.303032       ...                     0.0   \n",
       "6                 6.278592       ...                     0.0   \n",
       "7                 1.000000       ...                     0.0   \n",
       "8                 1.000000       ...                     0.0   \n",
       "9                 1.000000       ...                     0.0   \n",
       "10                1.000000       ...                     0.0   \n",
       "11                1.000000       ...                     0.0   \n",
       "12                1.000000       ...                     0.0   \n",
       "13                1.000000       ...                     0.0   \n",
       "14                1.000000       ...                     0.0   \n",
       "15                1.000000       ...                     0.0   \n",
       "16                1.000000       ...                     0.0   \n",
       "17                1.000000       ...                     0.0   \n",
       "18                1.000000       ...                     0.0   \n",
       "19                1.000000       ...                     0.0   \n",
       "20                1.000000       ...                     0.0   \n",
       "21                1.000000       ...                     0.0   \n",
       "22                1.000000       ...                     0.0   \n",
       "23                1.000000       ...                     0.0   \n",
       "24                1.000000       ...                     0.0   \n",
       "25                1.000000       ...                     0.0   \n",
       "26                1.000000       ...                     0.0   \n",
       "27                1.000000       ...                     0.0   \n",
       "28                1.000000       ...                     0.0   \n",
       "29                1.000000       ...                     0.0   \n",
       "30                1.000000       ...                     0.0   \n",
       "31                1.000000       ...                     0.0   \n",
       "32                1.000000       ...                     0.0   \n",
       "33                1.000000       ...                     0.0   \n",
       "...                    ...       ...                     ...   \n",
       "105844            1.000000       ...                     0.0   \n",
       "105845            1.000000       ...                     0.0   \n",
       "105846            1.000000       ...                     0.0   \n",
       "105847            1.000000       ...                     0.0   \n",
       "105848            1.000000       ...                     0.0   \n",
       "105849            1.000000       ...                     0.0   \n",
       "105850            1.000000       ...                     0.0   \n",
       "105851            1.000000       ...                     0.0   \n",
       "105852            1.000000       ...                     0.0   \n",
       "105853            1.000000       ...                     0.0   \n",
       "105854            1.000000       ...                     0.0   \n",
       "105855            1.000000       ...                     0.0   \n",
       "105856            1.000000       ...                     0.0   \n",
       "105857            1.000000       ...                     0.0   \n",
       "105858            1.000000       ...                     0.0   \n",
       "105859            1.000000       ...                     0.0   \n",
       "105860            1.000000       ...                     0.0   \n",
       "105861            1.000000       ...                     0.0   \n",
       "105862            1.000000       ...                     0.0   \n",
       "105863            1.000000       ...                     0.0   \n",
       "105864            1.000000       ...                     0.0   \n",
       "105865            1.000000       ...                     0.0   \n",
       "105866            1.000000       ...                     0.0   \n",
       "105867            1.000000       ...                     0.0   \n",
       "105868            1.000000       ...                     0.0   \n",
       "105869            1.000000       ...                     0.0   \n",
       "105870            1.000000       ...                     0.0   \n",
       "105871            1.000000       ...                     0.0   \n",
       "105872            1.000000       ...                     0.0   \n",
       "105873            1.000000       ...                     0.0   \n",
       "\n",
       "        HpHp_L0.1_covariance  HpHp_L0.1_pcc  HpHp_L0.01_weight  \\\n",
       "0                        0.0            0.0                1.0   \n",
       "5                        0.0            0.0                1.0   \n",
       "6                        0.0            0.0                1.0   \n",
       "7                        0.0            0.0                1.0   \n",
       "8                        0.0            0.0                1.0   \n",
       "9                        0.0            0.0                1.0   \n",
       "10                       0.0            0.0                1.0   \n",
       "11                       0.0            0.0                1.0   \n",
       "12                       0.0            0.0                1.0   \n",
       "13                       0.0            0.0                1.0   \n",
       "14                       0.0            0.0                1.0   \n",
       "15                       0.0            0.0                1.0   \n",
       "16                       0.0            0.0                1.0   \n",
       "17                       0.0            0.0                1.0   \n",
       "18                       0.0            0.0                1.0   \n",
       "19                       0.0            0.0                1.0   \n",
       "20                       0.0            0.0                1.0   \n",
       "21                       0.0            0.0                1.0   \n",
       "22                       0.0            0.0                1.0   \n",
       "23                       0.0            0.0                1.0   \n",
       "24                       0.0            0.0                1.0   \n",
       "25                       0.0            0.0                1.0   \n",
       "26                       0.0            0.0                1.0   \n",
       "27                       0.0            0.0                1.0   \n",
       "28                       0.0            0.0                1.0   \n",
       "29                       0.0            0.0                1.0   \n",
       "30                       0.0            0.0                1.0   \n",
       "31                       0.0            0.0                1.0   \n",
       "32                       0.0            0.0                1.0   \n",
       "33                       0.0            0.0                1.0   \n",
       "...                      ...            ...                ...   \n",
       "105844                   0.0            0.0                1.0   \n",
       "105845                   0.0            0.0                1.0   \n",
       "105846                   0.0            0.0                1.0   \n",
       "105847                   0.0            0.0                1.0   \n",
       "105848                   0.0            0.0                1.0   \n",
       "105849                   0.0            0.0                1.0   \n",
       "105850                   0.0            0.0                1.0   \n",
       "105851                   0.0            0.0                1.0   \n",
       "105852                   0.0            0.0                1.0   \n",
       "105853                   0.0            0.0                1.0   \n",
       "105854                   0.0            0.0                1.0   \n",
       "105855                   0.0            0.0                1.0   \n",
       "105856                   0.0            0.0                1.0   \n",
       "105857                   0.0            0.0                1.0   \n",
       "105858                   0.0            0.0                1.0   \n",
       "105859                   0.0            0.0                1.0   \n",
       "105860                   0.0            0.0                1.0   \n",
       "105861                   0.0            0.0                1.0   \n",
       "105862                   0.0            0.0                1.0   \n",
       "105863                   0.0            0.0                1.0   \n",
       "105864                   0.0            0.0                1.0   \n",
       "105865                   0.0            0.0                1.0   \n",
       "105866                   0.0            0.0                1.0   \n",
       "105867                   0.0            0.0                1.0   \n",
       "105868                   0.0            0.0                1.0   \n",
       "105869                   0.0            0.0                1.0   \n",
       "105870                   0.0            0.0                1.0   \n",
       "105871                   0.0            0.0                1.0   \n",
       "105872                   0.0            0.0                1.0   \n",
       "105873                   0.0            0.0                1.0   \n",
       "\n",
       "        HpHp_L0.01_mean  HpHp_L0.01_std  HpHp_L0.01_magnitude  \\\n",
       "0                  98.0             0.0             98.000000   \n",
       "5                  66.0             0.0            116.498927   \n",
       "6                  60.0             0.0             60.000000   \n",
       "7                  60.0             0.0             60.000000   \n",
       "8                  60.0             0.0             60.000000   \n",
       "9                  60.0             0.0             60.000000   \n",
       "10                 60.0             0.0             60.000000   \n",
       "11                 60.0             0.0             60.000000   \n",
       "12                 60.0             0.0             60.000000   \n",
       "13                 60.0             0.0             60.000000   \n",
       "14                 60.0             0.0             60.000000   \n",
       "15                 60.0             0.0             60.000000   \n",
       "16                 60.0             0.0             60.000000   \n",
       "17                 60.0             0.0             60.000000   \n",
       "18                 60.0             0.0             60.000000   \n",
       "19                 60.0             0.0             60.000000   \n",
       "20                 60.0             0.0             60.000000   \n",
       "21                 60.0             0.0             60.000000   \n",
       "22                 60.0             0.0             60.000000   \n",
       "23                 60.0             0.0             60.000000   \n",
       "24                 60.0             0.0             60.000000   \n",
       "25                 60.0             0.0             60.000000   \n",
       "26                 60.0             0.0             60.000000   \n",
       "27                 60.0             0.0             60.000000   \n",
       "28                 60.0             0.0             60.000000   \n",
       "29                 60.0             0.0             60.000000   \n",
       "30                 60.0             0.0             60.000000   \n",
       "31                 60.0             0.0             60.000000   \n",
       "32                 60.0             0.0             60.000000   \n",
       "33                 60.0             0.0             60.000000   \n",
       "...                 ...             ...                   ...   \n",
       "105844             60.0             0.0             60.000000   \n",
       "105845             60.0             0.0             60.000000   \n",
       "105846             60.0             0.0             60.000000   \n",
       "105847             60.0             0.0             60.000000   \n",
       "105848             60.0             0.0             60.000000   \n",
       "105849             60.0             0.0             60.000000   \n",
       "105850             60.0             0.0             60.000000   \n",
       "105851             60.0             0.0             60.000000   \n",
       "105852             60.0             0.0             60.000000   \n",
       "105853             60.0             0.0             60.000000   \n",
       "105854             60.0             0.0             60.000000   \n",
       "105855             60.0             0.0             60.000000   \n",
       "105856             60.0             0.0             60.000000   \n",
       "105857             60.0             0.0             60.000000   \n",
       "105858             60.0             0.0             60.000000   \n",
       "105859             60.0             0.0             60.000000   \n",
       "105860             60.0             0.0             60.000000   \n",
       "105861             60.0             0.0             60.000000   \n",
       "105862             60.0             0.0             60.000000   \n",
       "105863             60.0             0.0             60.000000   \n",
       "105864             60.0             0.0             60.000000   \n",
       "105865             60.0             0.0             60.000000   \n",
       "105866             60.0             0.0             60.000000   \n",
       "105867             60.0             0.0             60.000000   \n",
       "105868             60.0             0.0             60.000000   \n",
       "105869             60.0             0.0             60.000000   \n",
       "105870             60.0             0.0             60.000000   \n",
       "105871             60.0             0.0             60.000000   \n",
       "105872             60.0             0.0             60.000000   \n",
       "105873             60.0             0.0             60.000000   \n",
       "\n",
       "        HpHp_L0.01_radius  HpHp_L0.01_covariance  HpHp_L0.01_pcc  \n",
       "0                     0.0                    0.0             0.0  \n",
       "5                     0.0                    0.0             0.0  \n",
       "6                     0.0                    0.0             0.0  \n",
       "7                     0.0                    0.0             0.0  \n",
       "8                     0.0                    0.0             0.0  \n",
       "9                     0.0                    0.0             0.0  \n",
       "10                    0.0                    0.0             0.0  \n",
       "11                    0.0                    0.0             0.0  \n",
       "12                    0.0                    0.0             0.0  \n",
       "13                    0.0                    0.0             0.0  \n",
       "14                    0.0                    0.0             0.0  \n",
       "15                    0.0                    0.0             0.0  \n",
       "16                    0.0                    0.0             0.0  \n",
       "17                    0.0                    0.0             0.0  \n",
       "18                    0.0                    0.0             0.0  \n",
       "19                    0.0                    0.0             0.0  \n",
       "20                    0.0                    0.0             0.0  \n",
       "21                    0.0                    0.0             0.0  \n",
       "22                    0.0                    0.0             0.0  \n",
       "23                    0.0                    0.0             0.0  \n",
       "24                    0.0                    0.0             0.0  \n",
       "25                    0.0                    0.0             0.0  \n",
       "26                    0.0                    0.0             0.0  \n",
       "27                    0.0                    0.0             0.0  \n",
       "28                    0.0                    0.0             0.0  \n",
       "29                    0.0                    0.0             0.0  \n",
       "30                    0.0                    0.0             0.0  \n",
       "31                    0.0                    0.0             0.0  \n",
       "32                    0.0                    0.0             0.0  \n",
       "33                    0.0                    0.0             0.0  \n",
       "...                   ...                    ...             ...  \n",
       "105844                0.0                    0.0             0.0  \n",
       "105845                0.0                    0.0             0.0  \n",
       "105846                0.0                    0.0             0.0  \n",
       "105847                0.0                    0.0             0.0  \n",
       "105848                0.0                    0.0             0.0  \n",
       "105849                0.0                    0.0             0.0  \n",
       "105850                0.0                    0.0             0.0  \n",
       "105851                0.0                    0.0             0.0  \n",
       "105852                0.0                    0.0             0.0  \n",
       "105853                0.0                    0.0             0.0  \n",
       "105854                0.0                    0.0             0.0  \n",
       "105855                0.0                    0.0             0.0  \n",
       "105856                0.0                    0.0             0.0  \n",
       "105857                0.0                    0.0             0.0  \n",
       "105858                0.0                    0.0             0.0  \n",
       "105859                0.0                    0.0             0.0  \n",
       "105860                0.0                    0.0             0.0  \n",
       "105861                0.0                    0.0             0.0  \n",
       "105862                0.0                    0.0             0.0  \n",
       "105863                0.0                    0.0             0.0  \n",
       "105864                0.0                    0.0             0.0  \n",
       "105865                0.0                    0.0             0.0  \n",
       "105866                0.0                    0.0             0.0  \n",
       "105867                0.0                    0.0             0.0  \n",
       "105868                0.0                    0.0             0.0  \n",
       "105869                0.0                    0.0             0.0  \n",
       "105870                0.0                    0.0             0.0  \n",
       "105871                0.0                    0.0             0.0  \n",
       "105872                0.0                    0.0             0.0  \n",
       "105873                0.0                    0.0             0.0  \n",
       "\n",
       "[105829 rows x 115 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[y_kmeans == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'numpy.ndarray'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-d8bdbb5a4ac8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'red'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'label1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'blue'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'label2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'green'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'label3'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkmeans\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcluster_centers_\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkmeans\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcluster_centers_\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'yellow'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'centros'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2137\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2139\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2141\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2144\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2145\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2146\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2148\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1838\u001b[0m         \u001b[0;34m\"\"\"Return the cached item, item represents a label indexer.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1839\u001b[0m         \u001b[0mcache\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_cache\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1840\u001b[0;31m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1841\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1842\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: unhashable type: 'numpy.ndarray'"
     ]
    }
   ],
   "source": [
    "plt.scatter(dataset[y_kmeans == 0, 0], dataset[y_kmeans == 0 , 1], s = 10, c = 'red', label = 'label1')\n",
    "plt.scatter(dataset[y_kmeans == 1, 0], dataset[y_kmeans == 1 , 1], s = 10, c = 'blue', label = 'label2')\n",
    "plt.scatter(dataset[y_kmeans == 2, 0], dataset[y_kmeans == 2 , 1], s = 10, c = 'green', label = 'label3')\n",
    "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s=30, c='yellow', label = 'centros')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.00030502e+00,  6.00496977e+01,  7.96446730e+00,\n",
       "         1.00054239e+00,  6.00561881e+01,  1.12097236e+01,\n",
       "         1.00175128e+00,  6.00663618e+01,  1.82872720e+01,\n",
       "         1.01228144e+00,  6.00466765e+01,  1.71970160e+01,\n",
       "         1.02718544e+00,  6.00359194e+01,  1.11881654e+01,\n",
       "         1.00030502e+00,  6.00496977e+01,  7.96446730e+00,\n",
       "         1.00054239e+00,  6.00561881e+01,  1.12097236e+01,\n",
       "         1.00175128e+00,  6.00663618e+01,  1.82872720e+01,\n",
       "         1.01228144e+00,  6.00466765e+01,  1.71970160e+01,\n",
       "         1.02718544e+00,  6.00359194e+01,  1.11881654e+01,\n",
       "         1.00013063e+00,  6.00458826e+01,  1.00515041e-03,\n",
       "         6.00680125e+01,  2.22175710e-02,  2.80079977e-06,\n",
       "         8.50238171e-06,  1.00024318e+00,  6.00459181e+01,\n",
       "         1.50465507e-03,  6.00680494e+01,  3.09878609e-02,\n",
       "         6.90836361e-04,  4.02426219e-05,  1.00083367e+00,\n",
       "         6.00460474e+01,  3.71500161e-03,  6.00682970e+01,\n",
       "         1.18771842e-01,  1.04300759e-02,  1.72025410e-04,\n",
       "         1.00601337e+00,  6.00450664e+01,  8.68902549e-03,\n",
       "         6.00675040e+01,  1.01251145e+00,  2.52830973e-02,\n",
       "         3.50112239e-04,  1.01442551e+00,  6.00449284e+01,\n",
       "         9.02773367e-03,  6.00673547e+01,  1.06629291e+00,\n",
       "         5.18875012e-02,  3.71295899e-04,  1.00013063e+00,\n",
       "         1.50513082e+09,  5.66944412e+09,  1.00024318e+00,\n",
       "         1.50513091e+09,  1.39936372e+11,  1.00083367e+00,\n",
       "         1.50513245e+09,  2.39955766e+12,  1.00601337e+00,\n",
       "         1.50514514e+09,  2.07009973e+13,  1.01442551e+00,\n",
       "         1.50515866e+09,  3.99517660e+13,  1.00011076e+00,\n",
       "         6.00462602e+01,  9.06455058e-05,  6.00686048e+01,\n",
       "         1.81242277e-04, -7.56495009e-06, -5.17630319e-06,\n",
       "         1.00021348e+00,  6.00462758e+01,  1.28467430e-04,\n",
       "         6.00686142e+01,  3.64964517e-04, -1.06336915e-05,\n",
       "        -3.75447033e-06,  1.00074497e+00,  6.00463314e+01,\n",
       "         1.93810375e-04,  6.00686725e+01,  1.12012144e-03,\n",
       "         1.07970337e-04,  6.40983183e-06,  1.00523482e+00,\n",
       "         6.00463907e+01,  2.30642062e-04,  6.00687490e+01,\n",
       "         2.08682453e-03,  2.58952276e-04,  8.72708598e-06,\n",
       "         1.01254188e+00,  6.00463977e+01,  2.33707056e-04,\n",
       "         6.00687585e+01,  2.20067289e-03,  2.46968801e-04,\n",
       "         7.95909063e-06],\n",
       "       [ 1.72490251e+00,  1.99232733e+02,  1.88566560e+04,\n",
       "         2.11660259e+00,  1.96857255e+02,  2.46455524e+04,\n",
       "         3.89696016e+00,  2.01288243e+02,  4.38569546e+04,\n",
       "         1.96643749e+01,  1.46552342e+02,  3.85825111e+04,\n",
       "         4.39001980e+01,  1.21974054e+02,  2.49789340e+04,\n",
       "         1.72490251e+00,  1.99232733e+02,  1.88566560e+04,\n",
       "         2.11660259e+00,  1.96857255e+02,  2.46455524e+04,\n",
       "         3.89696016e+00,  2.01288243e+02,  4.38569546e+04,\n",
       "         1.96643749e+01,  1.46552342e+02,  3.85825111e+04,\n",
       "         4.39001980e+01,  1.21974054e+02,  2.49789340e+04,\n",
       "         1.37324234e+00,  2.26336361e+02,  1.00340317e+01,\n",
       "         2.52556977e+02,  1.53570419e+03,  6.71298873e-02,\n",
       "         7.75854236e-03,  1.59152032e+00,  2.24563601e+02,\n",
       "         1.29874613e+01,  2.50835255e+02,  1.96084858e+03,\n",
       "         5.53816453e-01,  1.57283080e-02,  2.44993274e+00,\n",
       "         2.25275090e+02,  3.59355623e+01,  2.50690744e+02,\n",
       "         7.07649597e+03,  3.57912067e+00,  4.95632126e-02,\n",
       "         4.80518032e+00,  2.28382479e+02,  5.65676547e+01,\n",
       "         2.53769620e+02,  1.41752097e+04,  1.17501846e+02,\n",
       "         1.37965323e-01,  5.90162459e+00,  2.28501163e+02,\n",
       "         5.44979234e+01,  2.54002907e+02,  1.29658707e+04,\n",
       "         2.90592402e+02,  1.96464880e-01,  1.37324234e+00,\n",
       "         3.18857217e+06,  4.70151438e+15,  1.59152032e+00,\n",
       "         1.06554726e+07,  1.52965619e+16,  2.44993274e+00,\n",
       "         3.84082395e+07,  5.29227658e+16,  4.80518032e+00,\n",
       "         1.89869971e+08,  2.35531607e+17,  5.90162459e+00,\n",
       "         3.59682289e+08,  3.58362411e+17,  1.37015401e+00,\n",
       "         2.26371902e+02,  9.79098614e+00,  2.50893588e+02,\n",
       "         1.52451115e+03,  1.37642938e-01,  1.64218670e-02,\n",
       "         1.57648521e+00,  2.24697038e+02,  1.15386841e+01,\n",
       "         2.49292494e+02,  1.93227356e+03,  3.94120297e-01,\n",
       "         2.06048003e-02,  2.34242332e+00,  2.22180992e+02,\n",
       "         1.26798570e+01,  2.46965739e+02,  2.27590352e+03,\n",
       "         8.89497482e-01,  2.97491540e-02,  3.85075351e+00,\n",
       "         2.21071273e+02,  1.27749795e+01,  2.45993621e+02,\n",
       "         2.29603412e+03,  3.25853812e-01,  1.16111197e-02,\n",
       "         4.28883062e+00,  2.20967216e+02,  1.27709631e+01,\n",
       "         2.45904642e+02,  2.29336774e+03,  1.03520405e-01,\n",
       "         5.91666315e-03],\n",
       "       [ 2.95996348e+00,  3.38910844e+02,  2.35639900e+04,\n",
       "         3.37337801e+00,  3.26923426e+02,  3.26479028e+04,\n",
       "         5.01791437e+00,  2.34573473e+02,  6.06503690e+04,\n",
       "         2.06195817e+01,  1.22027673e+02,  2.46034712e+04,\n",
       "         4.32246083e+01,  1.09897137e+02,  1.41251851e+04,\n",
       "         2.95996348e+00,  3.38910844e+02,  2.35639900e+04,\n",
       "         3.37337801e+00,  3.26923426e+02,  3.26479028e+04,\n",
       "         5.01791437e+00,  2.34573473e+02,  6.06503690e+04,\n",
       "         2.06195817e+01,  1.22027673e+02,  2.46034712e+04,\n",
       "         4.32246083e+01,  1.09897137e+02,  1.41251851e+04,\n",
       "         2.58029350e+00,  3.74976262e+02,  5.34428054e+00,\n",
       "         3.96334343e+02,  8.88054177e+01,  9.35153077e+00,\n",
       "         1.41528996e-01,  2.82513289e+00,  3.75202980e+02,\n",
       "         5.84291870e+00,  3.96932143e+02,  1.07428182e+02,\n",
       "         9.69026859e+00,  1.52391708e-01,  3.22603636e+00,\n",
       "         3.76041289e+02,  6.31144245e+00,  3.98599014e+02,\n",
       "         1.39653654e+02,  2.03202721e+01,  1.88831308e-01,\n",
       "         3.50800720e+00,  3.76658609e+02,  6.35316690e+00,\n",
       "         3.99713468e+02,  1.45818242e+02,  3.12393384e+01,\n",
       "         2.20195574e-01,  3.54164498e+00,  3.76725825e+02,\n",
       "         6.34770837e+00,  3.99831082e+02,  1.45722042e+02,\n",
       "         3.23869260e+01,  2.23800382e-01,  2.58029350e+00,\n",
       "         3.00174840e+08,  3.12181176e+17,  2.82513289e+00,\n",
       "         3.47147075e+08,  3.61606950e+17,  3.22603636e+00,\n",
       "         4.30475248e+08,  4.33695316e+17,  3.50800720e+00,\n",
       "         4.82147934e+08,  4.61614079e+17,  3.54164498e+00,\n",
       "         4.87665188e+08,  4.63749530e+17,  2.11616033e+00,\n",
       "         3.77816006e+02,  1.72130794e+00,  3.98527437e+02,\n",
       "         4.26593428e+01, -2.56839836e+00, -5.68506710e-02,\n",
       "         2.32005557e+00,  3.77809674e+02,  1.71913005e+00,\n",
       "         3.98534791e+02,  4.26813365e+01, -2.59064796e+00,\n",
       "        -5.73345096e-02,  2.65145085e+00,  3.77804056e+02,\n",
       "         1.71663887e+00,  3.98541869e+02,  4.26903127e+01,\n",
       "        -2.61568810e+00, -5.78954043e-02,  2.87919694e+00,\n",
       "         3.77801761e+02,  1.71543425e+00,  3.98544964e+02,\n",
       "         4.26904495e+01, -2.62833405e+00, -5.81808063e-02,\n",
       "         2.90605339e+00,  3.77801540e+02,  1.71531086e+00,\n",
       "         3.98545270e+02,  4.26903370e+01, -2.62965557e+00,\n",
       "        -5.82106430e-02]])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 2, ..., 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-2.9291011218502385e+36"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.score(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "principalComponents = pca.fit_transform(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "principalDf = pd.DataFrame(data = principalComponents\n",
    "             , columns = ['principal component 1', 'principal component 2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>principal component 1</th>\n",
       "      <th>principal component 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.575725e+17</td>\n",
       "      <td>8.657469e+16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.819575e+17</td>\n",
       "      <td>-3.188381e+16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.963696e+17</td>\n",
       "      <td>-1.255978e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.749301e+17</td>\n",
       "      <td>-1.495119e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-2.589498e+14</td>\n",
       "      <td>4.654023e+13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   principal component 1  principal component 2\n",
       "0          -2.589498e+14           4.654023e+13\n",
       "1           9.575725e+17           8.657469e+16\n",
       "2           7.819575e+17          -3.188381e+16\n",
       "3           5.963696e+17          -1.255978e+17\n",
       "4           4.749301e+17          -1.495119e+17\n",
       "5          -2.589498e+14           4.654023e+13\n",
       "6          -2.589498e+14           4.654023e+13\n",
       "7          -2.589498e+14           4.654023e+13\n",
       "8          -2.589498e+14           4.654023e+13\n",
       "9          -2.589498e+14           4.654023e+13"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "principalDf.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20862786a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "wcss = []\n",
    "for i in range(1,11):\n",
    "    kmeans = KMeans(n_clusters = i, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "    kmeans.fit(principalDf)\n",
    "    wcss.append(kmeans.inertia_)\n",
    "plt.plot(range(1,11), wcss)\n",
    "plt.title('The Elbow Method')\n",
    "plt.xlabel('Numero de Clusters')\n",
    "plt.ylabel('WCSS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, ..., 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters = 3, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "y_kmeans = kmeans.fit_predict(principalDf)\n",
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'numpy.ndarray'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-53-e5128f52faf7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprincipalDf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprincipalDf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'red'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'label1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprincipalDf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprincipalDf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_kmeans\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'blue'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'label2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2137\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2139\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2141\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2144\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2145\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2146\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2148\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1838\u001b[0m         \u001b[0;34m\"\"\"Return the cached item, item represents a label indexer.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1839\u001b[0m         \u001b[0mcache\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_cache\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1840\u001b[0;31m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1841\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1842\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: unhashable type: 'numpy.ndarray'"
     ]
    }
   ],
   "source": [
    "plt.scatter(principalDf[y_kmeans == 0, 0], principalDf[y_kmeans == 0 , 1], c = 'red', label = 'label1')\n",
    "plt.scatter(principalDf[y_kmeans == 1, 0], principalDf[y_kmeans == 1 , 1], c = 'blue', label = 'label2')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f208617be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(dataset['MI_dir_L5_weight'], dataset['MI_dir_L5_mean'], c = 'red', label = 'label1')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "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",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MI_dir_L5_weight</th>\n",
       "      <th>MI_dir_L5_mean</th>\n",
       "      <th>MI_dir_L5_variance</th>\n",
       "      <th>MI_dir_L3_weight</th>\n",
       "      <th>MI_dir_L3_mean</th>\n",
       "      <th>MI_dir_L3_variance</th>\n",
       "      <th>MI_dir_L1_weight</th>\n",
       "      <th>MI_dir_L1_mean</th>\n",
       "      <th>MI_dir_L1_variance</th>\n",
       "      <th>MI_dir_L0.1_weight</th>\n",
       "      <th>...</th>\n",
       "      <th>HpHp_L0.1_radius</th>\n",
       "      <th>HpHp_L0.1_covariance</th>\n",
       "      <th>HpHp_L0.1_pcc</th>\n",
       "      <th>HpHp_L0.01_weight</th>\n",
       "      <th>HpHp_L0.01_mean</th>\n",
       "      <th>HpHp_L0.01_std</th>\n",
       "      <th>HpHp_L0.01_magnitude</th>\n",
       "      <th>HpHp_L0.01_radius</th>\n",
       "      <th>HpHp_L0.01_covariance</th>\n",
       "      <th>HpHp_L0.01_pcc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.041382</td>\n",
       "      <td>61.510016</td>\n",
       "      <td>55.100457</td>\n",
       "      <td>1.147940</td>\n",
       "      <td>64.897216</td>\n",
       "      <td>162.111476</td>\n",
       "      <td>1.528885</td>\n",
       "      <td>73.145292</td>\n",
       "      <td>326.722394</td>\n",
       "      <td>1.938288</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.852814</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.732176</td>\n",
       "      <td>82.575990</td>\n",
       "      <td>348.212293</td>\n",
       "      <td>1.929229</td>\n",
       "      <td>82.055776</td>\n",
       "      <td>351.662235</td>\n",
       "      <td>2.424873</td>\n",
       "      <td>83.395194</td>\n",
       "      <td>341.682272</td>\n",
       "      <td>2.924680</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.992951</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.050570</td>\n",
       "      <td>97.257558</td>\n",
       "      <td>27.661571</td>\n",
       "      <td>1.231506</td>\n",
       "      <td>95.002707</td>\n",
       "      <td>104.913381</td>\n",
       "      <td>2.196048</td>\n",
       "      <td>90.045689</td>\n",
       "      <td>238.992747</td>\n",
       "      <td>3.725111</td>\n",
       "      <td>...</td>\n",
       "      <td>3.637979e-12</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.978915</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.030388</td>\n",
       "      <td>97.978104</td>\n",
       "      <td>0.831573</td>\n",
       "      <td>1.146962</td>\n",
       "      <td>97.615952</td>\n",
       "      <td>14.446324</td>\n",
       "      <td>2.081180</td>\n",
       "      <td>93.867709</td>\n",
       "      <td>139.951226</td>\n",
       "      <td>4.470283</td>\n",
       "      <td>...</td>\n",
       "      <td>6.558460e-12</td>\n",
       "      <td>6.052761e-29</td>\n",
       "      <td>1.358463e-17</td>\n",
       "      <td>3.957881</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.592929</td>\n",
       "      <td>3.637979e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.153102</td>\n",
       "      <td>70.245870</td>\n",
       "      <td>117.857879</td>\n",
       "      <td>1.365374</td>\n",
       "      <td>74.460427</td>\n",
       "      <td>199.771460</td>\n",
       "      <td>2.421366</td>\n",
       "      <td>82.358622</td>\n",
       "      <td>270.425565</td>\n",
       "      <td>5.303032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>116.498927</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.915289</td>\n",
       "      <td>64.896354</td>\n",
       "      <td>82.515715</td>\n",
       "      <td>2.188683</td>\n",
       "      <td>67.853518</td>\n",
       "      <td>160.384187</td>\n",
       "      <td>3.312057</td>\n",
       "      <td>75.607946</td>\n",
       "      <td>294.140916</td>\n",
       "      <td>6.278592</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105844</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105845</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105846</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105847</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105848</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105849</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105850</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105851</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105852</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105853</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105854</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105855</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105856</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105857</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105858</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105859</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105860</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105861</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
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       "      <td>60.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105862</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105863</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105864</th>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>60.0</td>\n",
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       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105865</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105866</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105867</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105868</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105869</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105870</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105871</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105872</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>105873</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.0</td>\n",
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       "      <td>60.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105874 rows × 115 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MI_dir_L5_weight  MI_dir_L5_mean  MI_dir_L5_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "1               1.041382       61.510016           55.100457   \n",
       "2               1.732176       82.575990          348.212293   \n",
       "3               1.050570       97.257558           27.661571   \n",
       "4               1.030388       97.978104            0.831573   \n",
       "5               1.153102       70.245870          117.857879   \n",
       "6               1.915289       64.896354           82.515715   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L3_weight  MI_dir_L3_mean  MI_dir_L3_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "1               1.147940       64.897216          162.111476   \n",
       "2               1.929229       82.055776          351.662235   \n",
       "3               1.231506       95.002707          104.913381   \n",
       "4               1.146962       97.615952           14.446324   \n",
       "5               1.365374       74.460427          199.771460   \n",
       "6               2.188683       67.853518          160.384187   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L1_weight  MI_dir_L1_mean  MI_dir_L1_variance  \\\n",
       "0               1.000000       98.000000            0.000000   \n",
       "1               1.528885       73.145292          326.722394   \n",
       "2               2.424873       83.395194          341.682272   \n",
       "3               2.196048       90.045689          238.992747   \n",
       "4               2.081180       93.867709          139.951226   \n",
       "5               2.421366       82.358622          270.425565   \n",
       "6               3.312057       75.607946          294.140916   \n",
       "7               1.000000       60.000000            0.000000   \n",
       "8               1.000000       60.000000            0.000000   \n",
       "9               1.000000       60.000000            0.000000   \n",
       "10              1.000000       60.000000            0.000000   \n",
       "11              1.000000       60.000000            0.000000   \n",
       "12              1.000000       60.000000            0.000000   \n",
       "13              1.000000       60.000000            0.000000   \n",
       "14              1.000000       60.000000            0.000000   \n",
       "15              1.000000       60.000000            0.000000   \n",
       "16              1.000000       60.000000            0.000000   \n",
       "17              1.000000       60.000000            0.000000   \n",
       "18              1.000000       60.000000            0.000000   \n",
       "19              1.000000       60.000000            0.000000   \n",
       "20              1.000000       60.000000            0.000000   \n",
       "21              1.000000       60.000000            0.000000   \n",
       "22              1.000000       60.000000            0.000000   \n",
       "23              1.000000       60.000000            0.000000   \n",
       "24              1.000000       60.000000            0.000000   \n",
       "25              1.000000       60.000000            0.000000   \n",
       "26              1.000000       60.000000            0.000000   \n",
       "27              1.000000       60.000000            0.000000   \n",
       "28              1.000000       60.000000            0.000000   \n",
       "29              1.000000       60.000000            0.000000   \n",
       "...                  ...             ...                 ...   \n",
       "105844          1.000000       60.000000            0.000000   \n",
       "105845          1.000000       60.000000            0.000000   \n",
       "105846          1.000000       60.000000            0.000000   \n",
       "105847          1.000000       60.000000            0.000000   \n",
       "105848          1.000000       60.000000            0.000000   \n",
       "105849          1.000000       60.000000            0.000000   \n",
       "105850          1.000000       60.000000            0.000000   \n",
       "105851          1.000000       60.000000            0.000000   \n",
       "105852          1.000000       60.000000            0.000000   \n",
       "105853          1.000000       60.000000            0.000000   \n",
       "105854          1.000000       60.000000            0.000000   \n",
       "105855          1.000000       60.000000            0.000000   \n",
       "105856          1.000000       60.000000            0.000000   \n",
       "105857          1.000000       60.000000            0.000000   \n",
       "105858          1.000000       60.000000            0.000000   \n",
       "105859          1.000000       60.000000            0.000000   \n",
       "105860          1.000000       60.000000            0.000000   \n",
       "105861          1.000000       60.000000            0.000000   \n",
       "105862          1.000000       60.000000            0.000000   \n",
       "105863          1.000000       60.000000            0.000000   \n",
       "105864          1.000000       60.000000            0.000000   \n",
       "105865          1.000000       60.000000            0.000000   \n",
       "105866          1.000000       60.000000            0.000000   \n",
       "105867          1.000000       60.000000            0.000000   \n",
       "105868          1.000000       60.000000            0.000000   \n",
       "105869          1.000000       60.000000            0.000000   \n",
       "105870          1.000000       60.000000            0.000000   \n",
       "105871          1.000000       60.000000            0.000000   \n",
       "105872          1.000000       60.000000            0.000000   \n",
       "105873          1.000000       60.000000            0.000000   \n",
       "\n",
       "        MI_dir_L0.1_weight       ...        HpHp_L0.1_radius  \\\n",
       "0                 1.000000       ...            0.000000e+00   \n",
       "1                 1.938288       ...            0.000000e+00   \n",
       "2                 2.924680       ...            0.000000e+00   \n",
       "3                 3.725111       ...            3.637979e-12   \n",
       "4                 4.470283       ...            6.558460e-12   \n",
       "5                 5.303032       ...            0.000000e+00   \n",
       "6                 6.278592       ...            0.000000e+00   \n",
       "7                 1.000000       ...            0.000000e+00   \n",
       "8                 1.000000       ...            0.000000e+00   \n",
       "9                 1.000000       ...            0.000000e+00   \n",
       "10                1.000000       ...            0.000000e+00   \n",
       "11                1.000000       ...            0.000000e+00   \n",
       "12                1.000000       ...            0.000000e+00   \n",
       "13                1.000000       ...            0.000000e+00   \n",
       "14                1.000000       ...            0.000000e+00   \n",
       "15                1.000000       ...            0.000000e+00   \n",
       "16                1.000000       ...            0.000000e+00   \n",
       "17                1.000000       ...            0.000000e+00   \n",
       "18                1.000000       ...            0.000000e+00   \n",
       "19                1.000000       ...            0.000000e+00   \n",
       "20                1.000000       ...            0.000000e+00   \n",
       "21                1.000000       ...            0.000000e+00   \n",
       "22                1.000000       ...            0.000000e+00   \n",
       "23                1.000000       ...            0.000000e+00   \n",
       "24                1.000000       ...            0.000000e+00   \n",
       "25                1.000000       ...            0.000000e+00   \n",
       "26                1.000000       ...            0.000000e+00   \n",
       "27                1.000000       ...            0.000000e+00   \n",
       "28                1.000000       ...            0.000000e+00   \n",
       "29                1.000000       ...            0.000000e+00   \n",
       "...                    ...       ...                     ...   \n",
       "105844            1.000000       ...            0.000000e+00   \n",
       "105845            1.000000       ...            0.000000e+00   \n",
       "105846            1.000000       ...            0.000000e+00   \n",
       "105847            1.000000       ...            0.000000e+00   \n",
       "105848            1.000000       ...            0.000000e+00   \n",
       "105849            1.000000       ...            0.000000e+00   \n",
       "105850            1.000000       ...            0.000000e+00   \n",
       "105851            1.000000       ...            0.000000e+00   \n",
       "105852            1.000000       ...            0.000000e+00   \n",
       "105853            1.000000       ...            0.000000e+00   \n",
       "105854            1.000000       ...            0.000000e+00   \n",
       "105855            1.000000       ...            0.000000e+00   \n",
       "105856            1.000000       ...            0.000000e+00   \n",
       "105857            1.000000       ...            0.000000e+00   \n",
       "105858            1.000000       ...            0.000000e+00   \n",
       "105859            1.000000       ...            0.000000e+00   \n",
       "105860            1.000000       ...            0.000000e+00   \n",
       "105861            1.000000       ...            0.000000e+00   \n",
       "105862            1.000000       ...            0.000000e+00   \n",
       "105863            1.000000       ...            0.000000e+00   \n",
       "105864            1.000000       ...            0.000000e+00   \n",
       "105865            1.000000       ...            0.000000e+00   \n",
       "105866            1.000000       ...            0.000000e+00   \n",
       "105867            1.000000       ...            0.000000e+00   \n",
       "105868            1.000000       ...            0.000000e+00   \n",
       "105869            1.000000       ...            0.000000e+00   \n",
       "105870            1.000000       ...            0.000000e+00   \n",
       "105871            1.000000       ...            0.000000e+00   \n",
       "105872            1.000000       ...            0.000000e+00   \n",
       "105873            1.000000       ...            0.000000e+00   \n",
       "\n",
       "        HpHp_L0.1_covariance  HpHp_L0.1_pcc  HpHp_L0.01_weight  \\\n",
       "0               0.000000e+00   0.000000e+00           1.000000   \n",
       "1               0.000000e+00   0.000000e+00           1.000000   \n",
       "2               0.000000e+00   0.000000e+00           1.992951   \n",
       "3               0.000000e+00   0.000000e+00           2.978915   \n",
       "4               6.052761e-29   1.358463e-17           3.957881   \n",
       "5               0.000000e+00   0.000000e+00           1.000000   \n",
       "6               0.000000e+00   0.000000e+00           1.000000   \n",
       "7               0.000000e+00   0.000000e+00           1.000000   \n",
       "8               0.000000e+00   0.000000e+00           1.000000   \n",
       "9               0.000000e+00   0.000000e+00           1.000000   \n",
       "10              0.000000e+00   0.000000e+00           1.000000   \n",
       "11              0.000000e+00   0.000000e+00           1.000000   \n",
       "12              0.000000e+00   0.000000e+00           1.000000   \n",
       "13              0.000000e+00   0.000000e+00           1.000000   \n",
       "14              0.000000e+00   0.000000e+00           1.000000   \n",
       "15              0.000000e+00   0.000000e+00           1.000000   \n",
       "16              0.000000e+00   0.000000e+00           1.000000   \n",
       "17              0.000000e+00   0.000000e+00           1.000000   \n",
       "18              0.000000e+00   0.000000e+00           1.000000   \n",
       "19              0.000000e+00   0.000000e+00           1.000000   \n",
       "20              0.000000e+00   0.000000e+00           1.000000   \n",
       "21              0.000000e+00   0.000000e+00           1.000000   \n",
       "22              0.000000e+00   0.000000e+00           1.000000   \n",
       "23              0.000000e+00   0.000000e+00           1.000000   \n",
       "24              0.000000e+00   0.000000e+00           1.000000   \n",
       "25              0.000000e+00   0.000000e+00           1.000000   \n",
       "26              0.000000e+00   0.000000e+00           1.000000   \n",
       "27              0.000000e+00   0.000000e+00           1.000000   \n",
       "28              0.000000e+00   0.000000e+00           1.000000   \n",
       "29              0.000000e+00   0.000000e+00           1.000000   \n",
       "...                      ...            ...                ...   \n",
       "105844          0.000000e+00   0.000000e+00           1.000000   \n",
       "105845          0.000000e+00   0.000000e+00           1.000000   \n",
       "105846          0.000000e+00   0.000000e+00           1.000000   \n",
       "105847          0.000000e+00   0.000000e+00           1.000000   \n",
       "105848          0.000000e+00   0.000000e+00           1.000000   \n",
       "105849          0.000000e+00   0.000000e+00           1.000000   \n",
       "105850          0.000000e+00   0.000000e+00           1.000000   \n",
       "105851          0.000000e+00   0.000000e+00           1.000000   \n",
       "105852          0.000000e+00   0.000000e+00           1.000000   \n",
       "105853          0.000000e+00   0.000000e+00           1.000000   \n",
       "105854          0.000000e+00   0.000000e+00           1.000000   \n",
       "105855          0.000000e+00   0.000000e+00           1.000000   \n",
       "105856          0.000000e+00   0.000000e+00           1.000000   \n",
       "105857          0.000000e+00   0.000000e+00           1.000000   \n",
       "105858          0.000000e+00   0.000000e+00           1.000000   \n",
       "105859          0.000000e+00   0.000000e+00           1.000000   \n",
       "105860          0.000000e+00   0.000000e+00           1.000000   \n",
       "105861          0.000000e+00   0.000000e+00           1.000000   \n",
       "105862          0.000000e+00   0.000000e+00           1.000000   \n",
       "105863          0.000000e+00   0.000000e+00           1.000000   \n",
       "105864          0.000000e+00   0.000000e+00           1.000000   \n",
       "105865          0.000000e+00   0.000000e+00           1.000000   \n",
       "105866          0.000000e+00   0.000000e+00           1.000000   \n",
       "105867          0.000000e+00   0.000000e+00           1.000000   \n",
       "105868          0.000000e+00   0.000000e+00           1.000000   \n",
       "105869          0.000000e+00   0.000000e+00           1.000000   \n",
       "105870          0.000000e+00   0.000000e+00           1.000000   \n",
       "105871          0.000000e+00   0.000000e+00           1.000000   \n",
       "105872          0.000000e+00   0.000000e+00           1.000000   \n",
       "105873          0.000000e+00   0.000000e+00           1.000000   \n",
       "\n",
       "        HpHp_L0.01_mean  HpHp_L0.01_std  HpHp_L0.01_magnitude  \\\n",
       "0                  98.0             0.0             98.000000   \n",
       "1                  60.0             0.0             84.852814   \n",
       "2                  98.0             0.0            138.592929   \n",
       "3                  98.0             0.0            138.592929   \n",
       "4                  98.0             0.0            138.592929   \n",
       "5                  66.0             0.0            116.498927   \n",
       "6                  60.0             0.0             60.000000   \n",
       "7                  60.0             0.0             60.000000   \n",
       "8                  60.0             0.0             60.000000   \n",
       "9                  60.0             0.0             60.000000   \n",
       "10                 60.0             0.0             60.000000   \n",
       "11                 60.0             0.0             60.000000   \n",
       "12                 60.0             0.0             60.000000   \n",
       "13                 60.0             0.0             60.000000   \n",
       "14                 60.0             0.0             60.000000   \n",
       "15                 60.0             0.0             60.000000   \n",
       "16                 60.0             0.0             60.000000   \n",
       "17                 60.0             0.0             60.000000   \n",
       "18                 60.0             0.0             60.000000   \n",
       "19                 60.0             0.0             60.000000   \n",
       "20                 60.0             0.0             60.000000   \n",
       "21                 60.0             0.0             60.000000   \n",
       "22                 60.0             0.0             60.000000   \n",
       "23                 60.0             0.0             60.000000   \n",
       "24                 60.0             0.0             60.000000   \n",
       "25                 60.0             0.0             60.000000   \n",
       "26                 60.0             0.0             60.000000   \n",
       "27                 60.0             0.0             60.000000   \n",
       "28                 60.0             0.0             60.000000   \n",
       "29                 60.0             0.0             60.000000   \n",
       "...                 ...             ...                   ...   \n",
       "105844             60.0             0.0             60.000000   \n",
       "105845             60.0             0.0             60.000000   \n",
       "105846             60.0             0.0             60.000000   \n",
       "105847             60.0             0.0             60.000000   \n",
       "105848             60.0             0.0             60.000000   \n",
       "105849             60.0             0.0             60.000000   \n",
       "105850             60.0             0.0             60.000000   \n",
       "105851             60.0             0.0             60.000000   \n",
       "105852             60.0             0.0             60.000000   \n",
       "105853             60.0             0.0             60.000000   \n",
       "105854             60.0             0.0             60.000000   \n",
       "105855             60.0             0.0             60.000000   \n",
       "105856             60.0             0.0             60.000000   \n",
       "105857             60.0             0.0             60.000000   \n",
       "105858             60.0             0.0             60.000000   \n",
       "105859             60.0             0.0             60.000000   \n",
       "105860             60.0             0.0             60.000000   \n",
       "105861             60.0             0.0             60.000000   \n",
       "105862             60.0             0.0             60.000000   \n",
       "105863             60.0             0.0             60.000000   \n",
       "105864             60.0             0.0             60.000000   \n",
       "105865             60.0             0.0             60.000000   \n",
       "105866             60.0             0.0             60.000000   \n",
       "105867             60.0             0.0             60.000000   \n",
       "105868             60.0             0.0             60.000000   \n",
       "105869             60.0             0.0             60.000000   \n",
       "105870             60.0             0.0             60.000000   \n",
       "105871             60.0             0.0             60.000000   \n",
       "105872             60.0             0.0             60.000000   \n",
       "105873             60.0             0.0             60.000000   \n",
       "\n",
       "        HpHp_L0.01_radius  HpHp_L0.01_covariance  HpHp_L0.01_pcc  \n",
       "0            0.000000e+00                    0.0             0.0  \n",
       "1            0.000000e+00                    0.0             0.0  \n",
       "2            0.000000e+00                    0.0             0.0  \n",
       "3            0.000000e+00                    0.0             0.0  \n",
       "4            3.637979e-12                    0.0             0.0  \n",
       "5            0.000000e+00                    0.0             0.0  \n",
       "6            0.000000e+00                    0.0             0.0  \n",
       "7            0.000000e+00                    0.0             0.0  \n",
       "8            0.000000e+00                    0.0             0.0  \n",
       "9            0.000000e+00                    0.0             0.0  \n",
       "10           0.000000e+00                    0.0             0.0  \n",
       "11           0.000000e+00                    0.0             0.0  \n",
       "12           0.000000e+00                    0.0             0.0  \n",
       "13           0.000000e+00                    0.0             0.0  \n",
       "14           0.000000e+00                    0.0             0.0  \n",
       "15           0.000000e+00                    0.0             0.0  \n",
       "16           0.000000e+00                    0.0             0.0  \n",
       "17           0.000000e+00                    0.0             0.0  \n",
       "18           0.000000e+00                    0.0             0.0  \n",
       "19           0.000000e+00                    0.0             0.0  \n",
       "20           0.000000e+00                    0.0             0.0  \n",
       "21           0.000000e+00                    0.0             0.0  \n",
       "22           0.000000e+00                    0.0             0.0  \n",
       "23           0.000000e+00                    0.0             0.0  \n",
       "24           0.000000e+00                    0.0             0.0  \n",
       "25           0.000000e+00                    0.0             0.0  \n",
       "26           0.000000e+00                    0.0             0.0  \n",
       "27           0.000000e+00                    0.0             0.0  \n",
       "28           0.000000e+00                    0.0             0.0  \n",
       "29           0.000000e+00                    0.0             0.0  \n",
       "...                   ...                    ...             ...  \n",
       "105844       0.000000e+00                    0.0             0.0  \n",
       "105845       0.000000e+00                    0.0             0.0  \n",
       "105846       0.000000e+00                    0.0             0.0  \n",
       "105847       0.000000e+00                    0.0             0.0  \n",
       "105848       0.000000e+00                    0.0             0.0  \n",
       "105849       0.000000e+00                    0.0             0.0  \n",
       "105850       0.000000e+00                    0.0             0.0  \n",
       "105851       0.000000e+00                    0.0             0.0  \n",
       "105852       0.000000e+00                    0.0             0.0  \n",
       "105853       0.000000e+00                    0.0             0.0  \n",
       "105854       0.000000e+00                    0.0             0.0  \n",
       "105855       0.000000e+00                    0.0             0.0  \n",
       "105856       0.000000e+00                    0.0             0.0  \n",
       "105857       0.000000e+00                    0.0             0.0  \n",
       "105858       0.000000e+00                    0.0             0.0  \n",
       "105859       0.000000e+00                    0.0             0.0  \n",
       "105860       0.000000e+00                    0.0             0.0  \n",
       "105861       0.000000e+00                    0.0             0.0  \n",
       "105862       0.000000e+00                    0.0             0.0  \n",
       "105863       0.000000e+00                    0.0             0.0  \n",
       "105864       0.000000e+00                    0.0             0.0  \n",
       "105865       0.000000e+00                    0.0             0.0  \n",
       "105866       0.000000e+00                    0.0             0.0  \n",
       "105867       0.000000e+00                    0.0             0.0  \n",
       "105868       0.000000e+00                    0.0             0.0  \n",
       "105869       0.000000e+00                    0.0             0.0  \n",
       "105870       0.000000e+00                    0.0             0.0  \n",
       "105871       0.000000e+00                    0.0             0.0  \n",
       "105872       0.000000e+00                    0.0             0.0  \n",
       "105873       0.000000e+00                    0.0             0.0  \n",
       "\n",
       "[105874 rows x 115 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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