xDeepFM_by_lilv.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import some shit\n",
    "import pandas as pd\n",
    "from sklearn.metrics import log_loss, roc_auc_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder, MinMaxScaler\n",
    "from deepctr.models import xdeepfm\n",
    "from deepctr.inputs import SparseFeat, DenseFeat, get_fixlen_feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "       label    I1   I2     I3    I4        I5    I6    I7    I8    I9  I10  \\\n",
       "99995      0   1.0   60   37.0   0.0       1.0   0.0   4.0   0.0  23.0  1.0   \n",
       "99996      1   NaN    0   12.0   NaN  173121.0   NaN   0.0   3.0  10.0  NaN   \n",
       "99997      0  10.0    2    1.0  26.0     482.0  60.0  10.0  11.0  60.0  1.0   \n",
       "99998      0   NaN  390   43.0   4.0  345365.0   NaN   0.0   4.0   4.0  NaN   \n",
       "99999      0   0.0   -1  137.0  19.0    9504.0   NaN   0.0  22.0  22.0  0.0   \n",
       "\n",
       "       I11  I12   I13        C1        C2        C3        C4        C5  \\\n",
       "99995  3.0  NaN   0.0  68fd1e64  91381efc  eacb18f6  f00be896  25c83c98   \n",
       "99996  0.0  NaN   NaN  68fd1e64  f0cf0024  6f67f7e5  41274cd7  4cf72387   \n",
       "99997  1.0  0.0  59.0  8cf07265  c8687797  b063fe4e  4b972461  25c83c98   \n",
       "99998  0.0  NaN   4.0  0e78bd46  a796837e  dffca8ba  0fa0d423  25c83c98   \n",
       "99999  0.0  NaN  22.0  05db9164  38d50e09  dd17c91c  82a61820  25c83c98   \n",
       "\n",
       "             C6        C7        C8        C9       C10       C11       C12  \\\n",
       "99995  fe6b92e5  2489e185  985e3fcb  a73ee510  3b08e48b  4d1f7d97  d6b4fe71   \n",
       "99996  fbad5c96  9e5d3694  0b153874  7cc72ec2  be289b53  699034a0  623049e6   \n",
       "99997  7e0ccccf  176dc88e  d7c4a8f5  a73ee510  3b08e48b  d2b7c44b  8cdc4941   \n",
       "99998  fe6b92e5  bc324536  51d76abe  7cc72ec2  5cad6330  2bcfb78f  93bab460   \n",
       "99999  7e0ccccf  a088b320  5b392875  a73ee510  323dec10  6be5122d  75529ad8   \n",
       "\n",
       "            C13       C14       C15       C16       C17       C18       C19  \\\n",
       "99995  954029f8  1adce6ef  a0602981  2a08cb76  e5ba7672  38b82d9f  21ddcdc9   \n",
       "99996  a0edec24  1adce6ef  55dc357b  c92f3b61  e5ba7672  b04e4670  21ddcdc9   \n",
       "99997  68637c0d  b28479f6  dc96c4b0  3084c78b  07c540c4  a7e06874  21ddcdc9   \n",
       "99998  e6fc496d  cfef1c29  f0bf9094  6bb29970  e5ba7672  1cdbd1c5       NaN   \n",
       "99999  c8c105ca  07d13a8f  ee569ce2  5eea53aa  e5ba7672  582152eb  21ddcdc9   \n",
       "\n",
       "            C20       C21       C22       C23       C24       C25       C26  \n",
       "99995  b1252a9d  24e5131b       NaN  32c7478e  4fa16304  47907db5  72966777  \n",
       "99996  b1252a9d  60f6221e       NaN  32c7478e  43f13e8b  ea9a246c  731c3655  \n",
       "99997  a458ea53  514b7308       NaN  32c7478e  2fd70e1c  010f6491  ec26ad35  \n",
       "99998       NaN  d9d9202f       NaN  32c7478e  8fc66e78       NaN       NaN  \n",
       "99999  5840adea  0f78ab39  c9d4222a  32c7478e  cafb4e4d  001f3601  99f4f64c  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DEFAULT_HEADER = (\n",
    "    [\"label\"]\n",
    "    + ['I' + str(i) for i in range(1, 14)]\n",
    "    + ['C' + str(i) for i in range(1, 27)]\n",
    ")\n",
    "data = pd.read_csv('./data.txt', sep='\\t', header=None, names=DEFAULT_HEADER)\n",
    "pd.set_option('display.max_columns', None)\n",
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sparse_features = ['C' + str(i) for i in range(1, 27)]\n",
    "dense_features = ['I' + str(i) for i in range(1, 14)]\n",
    "target = ['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "      <th>2</th>\n",
       "      <td>287e684f</td>\n",
       "      <td>0a519c5c</td>\n",
       "      <td>02cf9876</td>\n",
       "      <td>c18be181</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>c78204a1</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>5f5e6091</td>\n",
       "      <td>8fe001f4</td>\n",
       "      <td>aa655a2f</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>6dc710ed</td>\n",
       "      <td>36103458</td>\n",
       "      <td>8efede7f</td>\n",
       "      <td>3412118d</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>e587c466</td>\n",
       "      <td>ad3062eb</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>3b183c5c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>2c16a946</td>\n",
       "      <td>a9a87e68</td>\n",
       "      <td>2e17d6f6</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>2e8a689b</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>efea433b</td>\n",
       "      <td>e51ddf94</td>\n",
       "      <td>a30567ca</td>\n",
       "      <td>3516f6e6</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>18231224</td>\n",
       "      <td>52b8680f</td>\n",
       "      <td>1e88c74f</td>\n",
       "      <td>74ef3502</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6b3a5ca6</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>9117a34a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8cf07265</td>\n",
       "      <td>ae46a29d</td>\n",
       "      <td>c81688bb</td>\n",
       "      <td>f922efad</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>13718bbd</td>\n",
       "      <td>ad9fa255</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>5282c137</td>\n",
       "      <td>e5d8af57</td>\n",
       "      <td>66a76a26</td>\n",
       "      <td>f06c53ac</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>8ff4b403</td>\n",
       "      <td>01adbab4</td>\n",
       "      <td>1e88c74f</td>\n",
       "      <td>26b3c7a7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>21c9516a</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>b34f3128</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>6c9c9cf3</td>\n",
       "      <td>2730ec9c</td>\n",
       "      <td>5400db8b</td>\n",
       "      <td>43b19349</td>\n",
       "      <td>6f6d9be8</td>\n",
       "      <td>53b5f978</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>91e8fc27</td>\n",
       "      <td>be45b877</td>\n",
       "      <td>9ff13f22</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>06969a20</td>\n",
       "      <td>9bc7fff5</td>\n",
       "      <td>776ce399</td>\n",
       "      <td>92555263</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>242bb710</td>\n",
       "      <td>8ec974f4</td>\n",
       "      <td>be7c41b4</td>\n",
       "      <td>72c78f11</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>439a44a4</td>\n",
       "      <td>ad4527a2</td>\n",
       "      <td>c02372d0</td>\n",
       "      <td>d34ebbaa</td>\n",
       "      <td>43b19349</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>4bc6ffea</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>a4609aab</td>\n",
       "      <td>14d63538</td>\n",
       "      <td>772a00d7</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>f9d1382e</td>\n",
       "      <td>b00d3dc9</td>\n",
       "      <td>776ce399</td>\n",
       "      <td>cdfa8259</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>20062612</td>\n",
       "      <td>-1</td>\n",
       "      <td>93bad2c0</td>\n",
       "      <td>1b256e61</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>2c16a946</td>\n",
       "      <td>503b9dbc</td>\n",
       "      <td>e4dbea90</td>\n",
       "      <td>f3474129</td>\n",
       "      <td>13718bbd</td>\n",
       "      <td>38eb9cf4</td>\n",
       "      <td>1f89b562</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>547c0ffe</td>\n",
       "      <td>bc8c9f21</td>\n",
       "      <td>60ab2f07</td>\n",
       "      <td>46f42a63</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>18231224</td>\n",
       "      <td>e6b6bdc7</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>74ef3502</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>5316a17f</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>9117a34a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>d833535f</td>\n",
       "      <td>d032c263</td>\n",
       "      <td>c18be181</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>d5b6acf2</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>2acdcf4e</td>\n",
       "      <td>086ac2d2</td>\n",
       "      <td>dfbb09fb</td>\n",
       "      <td>41a6ae00</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>e2502ec9</td>\n",
       "      <td>84898b2a</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>42a2edb9</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0014c32a</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>3b183c5c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>510b40a5</td>\n",
       "      <td>d03e7c24</td>\n",
       "      <td>eb1fd928</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>52283d1c</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>015ac893</td>\n",
       "      <td>e51ddf94</td>\n",
       "      <td>951fe4a9</td>\n",
       "      <td>3516f6e6</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>2ae4121c</td>\n",
       "      <td>8ec71479</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>70d0f5f9</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0e63fca0</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>0e8fe315</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>0468d672</td>\n",
       "      <td>7ae80d0f</td>\n",
       "      <td>80d8555a</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>04277bf9</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>7e2c5c15</td>\n",
       "      <td>cfc86806</td>\n",
       "      <td>91a1b611</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>58251aab</td>\n",
       "      <td>146a70fd</td>\n",
       "      <td>776ce399</td>\n",
       "      <td>0b331314</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>cbec39db</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>cedad179</td>\n",
       "      <td>ea9a246c</td>\n",
       "      <td>9a556cfc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>9b5fd12f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>-1</td>\n",
       "      <td>111121f4</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>ac9c2e8f</td>\n",
       "      <td>-1</td>\n",
       "      <td>6e2d6a15</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>796a1a2e</td>\n",
       "      <td>-1</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>8aaa5b67</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>241546e0</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>fa673455</td>\n",
       "      <td>6a14f9b9</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>1c86e0eb</td>\n",
       "      <td>1f89b562</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>e7ba2569</td>\n",
       "      <td>755e4a50</td>\n",
       "      <td>208d9687</td>\n",
       "      <td>5978055e</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>5182f694</td>\n",
       "      <td>f8b34416</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>e5f8f18f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>f3ddd519</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>b34f3128</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>be589b51</td>\n",
       "      <td>287130e0</td>\n",
       "      <td>cd7a7a22</td>\n",
       "      <td>fb7334df</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>6cdb3998</td>\n",
       "      <td>361384ce</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3ff10fb2</td>\n",
       "      <td>5874c9c9</td>\n",
       "      <td>976cbd4c</td>\n",
       "      <td>740c210d</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>310d155b</td>\n",
       "      <td>07eb8110</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>891589e7</td>\n",
       "      <td>18259a83</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>a0ab60ca</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>a052b1ed</td>\n",
       "      <td>9b3e8820</td>\n",
       "      <td>8967c0d2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5a9ed9b0</td>\n",
       "      <td>80e26c9b</td>\n",
       "      <td>97144401</td>\n",
       "      <td>5dbf0cc5</td>\n",
       "      <td>0942e0a7</td>\n",
       "      <td>13718bbd</td>\n",
       "      <td>9ce6136d</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>2106e595</td>\n",
       "      <td>b5bb9d63</td>\n",
       "      <td>04f55317</td>\n",
       "      <td>ab04d8fe</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>0ad47a49</td>\n",
       "      <td>2bd32e5c</td>\n",
       "      <td>3486227d</td>\n",
       "      <td>12195b22</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>fa131867</td>\n",
       "      <td>-1</td>\n",
       "      <td>dbb486d7</td>\n",
       "      <td>8ecc176a</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>c43c3f58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>bc6e3dc1</td>\n",
       "      <td>67799c69</td>\n",
       "      <td>d00d0f35</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>ca4fd8f8</td>\n",
       "      <td>64523cfa</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>a0060bca</td>\n",
       "      <td>b9f28c33</td>\n",
       "      <td>22d23aac</td>\n",
       "      <td>5aebfb83</td>\n",
       "      <td>d702713a</td>\n",
       "      <td>0f655650</td>\n",
       "      <td>776ce399</td>\n",
       "      <td>3a2028fd</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>b426bc93</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>2e0a0035</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>38d50e09</td>\n",
       "      <td>da603082</td>\n",
       "      <td>431a5096</td>\n",
       "      <td>43b19349</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>3f35b640</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>3d5fb018</td>\n",
       "      <td>6aaab577</td>\n",
       "      <td>94172618</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>ee569ce2</td>\n",
       "      <td>2f03ef40</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>582152eb</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>3b203ca1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>b21dc903</td>\n",
       "      <td>001f3601</td>\n",
       "      <td>aa5f0a15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>8cf07265</td>\n",
       "      <td>7cd19acc</td>\n",
       "      <td>77f2f2e5</td>\n",
       "      <td>d16679b9</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>8fb24933</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>0095a535</td>\n",
       "      <td>3617b5f5</td>\n",
       "      <td>9f32b866</td>\n",
       "      <td>428332cf</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>83ebd498</td>\n",
       "      <td>31ca40b6</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>d0e5eb07</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>dfcfc3fa</td>\n",
       "      <td>ad3062eb</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>aee52b6f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>f0cf0024</td>\n",
       "      <td>08b45d8b</td>\n",
       "      <td>cbb5af1b</td>\n",
       "      <td>384874ce</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>81bb0302</td>\n",
       "      <td>37e4aa92</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>175d6c71</td>\n",
       "      <td>b7094596</td>\n",
       "      <td>1c547463</td>\n",
       "      <td>1f9d2c38</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>55dc357b</td>\n",
       "      <td>0ca69655</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>b04e4670</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>f3caefdd</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>4c8e5aef</td>\n",
       "      <td>ea9a246c</td>\n",
       "      <td>9593bba9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3c9d8785</td>\n",
       "      <td>b0660259</td>\n",
       "      <td>3a960356</td>\n",
       "      <td>15c92ddb</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>13718bbd</td>\n",
       "      <td>00c46cd1</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>62cfc6bd</td>\n",
       "      <td>8cffe207</td>\n",
       "      <td>656e5413</td>\n",
       "      <td>ff5626de</td>\n",
       "      <td>ad1cc976</td>\n",
       "      <td>27b1230c</td>\n",
       "      <td>fa8d05aa</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>5edd90de</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>e12ce348</td>\n",
       "      <td>-1</td>\n",
       "      <td>c3dc6cef</td>\n",
       "      <td>49045073</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1464facd</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>223b0e16</td>\n",
       "      <td>ca55061c</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>6933dec1</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>860c302b</td>\n",
       "      <td>156f99ef</td>\n",
       "      <td>30735474</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>0e78291e</td>\n",
       "      <td>5fbf4a84</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>1999bae9</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>deb9605d</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>e448275f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>09e68b86</td>\n",
       "      <td>13b87f72</td>\n",
       "      <td>13a91973</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>cc5ed2f1</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>081c279a</td>\n",
       "      <td>d25f00b6</td>\n",
       "      <td>9f16a973</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>36721ddc</td>\n",
       "      <td>1746d357</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>5aed7436</td>\n",
       "      <td>a153cea2</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>dd37e0d1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>c70a58f2</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>af7ece63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>e88a1d4c</td>\n",
       "      <td>8eb9aec7</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>3fd38f3b</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>5162b19c</td>\n",
       "      <td>7c430b79</td>\n",
       "      <td>4ac05ba7</td>\n",
       "      <td>7f0d7407</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>d1128331</td>\n",
       "      <td>ce881087</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>5d93f8ab</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>57d0811b</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>1793a828</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>08d6d899</td>\n",
       "      <td>cf59444f</td>\n",
       "      <td>60d5f5a7</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>38850d41</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>6e7947ce</td>\n",
       "      <td>49aeb6a9</td>\n",
       "      <td>1d00cbc4</td>\n",
       "      <td>8f7e5dc7</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>41f10449</td>\n",
       "      <td>b93ac0ad</td>\n",
       "      <td>1e88c74f</td>\n",
       "      <td>698d1c68</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>bf8efd4c</td>\n",
       "      <td>-1</td>\n",
       "      <td>c7dc6720</td>\n",
       "      <td>f96a556f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5a9ed9b0</td>\n",
       "      <td>3df44d94</td>\n",
       "      <td>d032c263</td>\n",
       "      <td>c18be181</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>a0845add</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>967857d1</td>\n",
       "      <td>e469acef</td>\n",
       "      <td>dfbb09fb</td>\n",
       "      <td>849a0a56</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>72d05a1c</td>\n",
       "      <td>84898b2a</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>e7648a8f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0014c32a</td>\n",
       "      <td>c9d4222a</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>3b183c5c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5a9ed9b0</td>\n",
       "      <td>09e68b86</td>\n",
       "      <td>64094ddd</td>\n",
       "      <td>b0a4d1e3</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>b87f4a4a</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>2124a520</td>\n",
       "      <td>319687c9</td>\n",
       "      <td>b51dc799</td>\n",
       "      <td>62036f49</td>\n",
       "      <td>64c94865</td>\n",
       "      <td>91126f30</td>\n",
       "      <td>1a00d73c</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>5aed7436</td>\n",
       "      <td>aa0cf899</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>c30dce78</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>3fdb382b</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>49d68486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>8cf07265</td>\n",
       "      <td>942f9a8d</td>\n",
       "      <td>a8e40bcf</td>\n",
       "      <td>0365276a</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>3f4ec687</td>\n",
       "      <td>1f89b562</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>726f00fd</td>\n",
       "      <td>c4adf918</td>\n",
       "      <td>27c604a6</td>\n",
       "      <td>85dbe138</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>a8e962af</td>\n",
       "      <td>c449f783</td>\n",
       "      <td>27c07bd6</td>\n",
       "      <td>1f868fdd</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>7eee76d1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>9af06ad9</td>\n",
       "      <td>9d93af03</td>\n",
       "      <td>cdfe5ab7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>ee6e4611</td>\n",
       "      <td>30d9fc77</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>bf9d4f90</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>b7c4dad5</td>\n",
       "      <td>81cae03e</td>\n",
       "      <td>5332e3fb</td>\n",
       "      <td>d413ef3e</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>a6d97bf2</td>\n",
       "      <td>ec676ace</td>\n",
       "      <td>3486227d</td>\n",
       "      <td>02e8d897</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>b055c31b</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>ae2cd100</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>1287a654</td>\n",
       "      <td>5ed035c9</td>\n",
       "      <td>5b5365b2</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>6f6d9be8</td>\n",
       "      <td>1b1aa9ea</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>c3e69838</td>\n",
       "      <td>7a3651f5</td>\n",
       "      <td>df8b1dea</td>\n",
       "      <td>95bc260c</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>ced5be3a</td>\n",
       "      <td>4cc0abe4</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>df00d249</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>f520f961</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>27b60b01</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>90081f33</td>\n",
       "      <td>993f507e</td>\n",
       "      <td>14a74146</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>13718bbd</td>\n",
       "      <td>dc7659bd</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>03e48276</td>\n",
       "      <td>e51ddf94</td>\n",
       "      <td>18fe7085</td>\n",
       "      <td>3516f6e6</td>\n",
       "      <td>64c94865</td>\n",
       "      <td>98995c3b</td>\n",
       "      <td>8c48eb08</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>7181ccc8</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2ed6b316</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>abf08f1b</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99970</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>1612be27</td>\n",
       "      <td>7ae8338d</td>\n",
       "      <td>2b9be9e0</td>\n",
       "      <td>a9411994</td>\n",
       "      <td>3bf701e7</td>\n",
       "      <td>7195046d</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>d72f452e</td>\n",
       "      <td>4d8549da</td>\n",
       "      <td>7e6c78cd</td>\n",
       "      <td>51b97b8f</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>cbffe0e5</td>\n",
       "      <td>de573b7a</td>\n",
       "      <td>27c07bd6</td>\n",
       "      <td>ce500fd8</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>c97af6e9</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>6e828bd5</td>\n",
       "      <td>cb079c2d</td>\n",
       "      <td>1d5d3a57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>0b064033</td>\n",
       "      <td>fe6e7431</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>53b5f978</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>91e8fc27</td>\n",
       "      <td>aa03db5c</td>\n",
       "      <td>9ff13f22</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>681a3f32</td>\n",
       "      <td>6f5e1c59</td>\n",
       "      <td>776ce399</td>\n",
       "      <td>19ef42ad</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3c1adf80</td>\n",
       "      <td>c9d4222a</td>\n",
       "      <td>be7c41b4</td>\n",
       "      <td>7c25ac81</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>0468d672</td>\n",
       "      <td>adb580cc</td>\n",
       "      <td>da123b4d</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>b9e744cb</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>b8033ca9</td>\n",
       "      <td>02c27dec</td>\n",
       "      <td>0e2ac643</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>234191d3</td>\n",
       "      <td>9364d972</td>\n",
       "      <td>1e88c74f</td>\n",
       "      <td>9880032b</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>afa033f3</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>da45fa6c</td>\n",
       "      <td>9b3e8820</td>\n",
       "      <td>cfd96da1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>014e4174</td>\n",
       "      <td>f9b3ecf2</td>\n",
       "      <td>8d4208cd</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>0df4df10</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>acccca1c</td>\n",
       "      <td>4d8549da</td>\n",
       "      <td>b40ab935</td>\n",
       "      <td>51b97b8f</td>\n",
       "      <td>d2dfe871</td>\n",
       "      <td>9f44248d</td>\n",
       "      <td>0ddfa8cf</td>\n",
       "      <td>27c07bd6</td>\n",
       "      <td>c1b71324</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>d7515dfa</td>\n",
       "      <td>-1</td>\n",
       "      <td>55dd3565</td>\n",
       "      <td>8f8a745c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>be589b51</td>\n",
       "      <td>e9ac66c5</td>\n",
       "      <td>0be7fa43</td>\n",
       "      <td>3a1afbb1</td>\n",
       "      <td>43b19349</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>2c7bd1f3</td>\n",
       "      <td>062b5529</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>8228dde1</td>\n",
       "      <td>e51bf5bd</td>\n",
       "      <td>eee75c34</td>\n",
       "      <td>84620f02</td>\n",
       "      <td>32813e21</td>\n",
       "      <td>c5bbd8ea</td>\n",
       "      <td>ea63b3de</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>e85b49c7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4724e650</td>\n",
       "      <td>-1</td>\n",
       "      <td>c7dc6720</td>\n",
       "      <td>32dfe8b6</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>ef69887a</td>\n",
       "      <td>f5f31f7b</td>\n",
       "      <td>31fe3909</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>95f7bc50</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>fc3b595d</td>\n",
       "      <td>e7ce7f20</td>\n",
       "      <td>3d586620</td>\n",
       "      <td>f522015f</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>b98be2c0</td>\n",
       "      <td>4ef036a8</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>4bcc9449</td>\n",
       "      <td>3aae8792</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>e7a6c1d3</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>b673ce39</td>\n",
       "      <td>9d93af03</td>\n",
       "      <td>944904ce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>09e68b86</td>\n",
       "      <td>028e93ee</td>\n",
       "      <td>bec03ba8</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>f1ff45d6</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>9a1250bd</td>\n",
       "      <td>acc758fc</td>\n",
       "      <td>cd1781ed</td>\n",
       "      <td>9bbdb8bd</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>52baadf5</td>\n",
       "      <td>9955ca6c</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>5aed7436</td>\n",
       "      <td>712d530c</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>2a4d0a6a</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>3fdb382b</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>49d68486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>39af2607</td>\n",
       "      <td>09e68b86</td>\n",
       "      <td>f96643a0</td>\n",
       "      <td>cad054d1</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>d385ea68</td>\n",
       "      <td>c8ddd494</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>7940fc2a</td>\n",
       "      <td>56434057</td>\n",
       "      <td>00e20e7b</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>36721ddc</td>\n",
       "      <td>7deb15a2</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>5aed7436</td>\n",
       "      <td>2b558521</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>1a42892d</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>a9d9c151</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>3a97b421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>287130e0</td>\n",
       "      <td>596f5639</td>\n",
       "      <td>df31d3c2</td>\n",
       "      <td>43b19349</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>a4ca1fb6</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>78cab4c1</td>\n",
       "      <td>4a31f431</td>\n",
       "      <td>dc68f76f</td>\n",
       "      <td>740c210d</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>10040656</td>\n",
       "      <td>5a519ae1</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>891589e7</td>\n",
       "      <td>2b558521</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>036b399d</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>3fdb382b</td>\n",
       "      <td>cb079c2d</td>\n",
       "      <td>49d68486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>6ca3af46</td>\n",
       "      <td>58e67aaf</td>\n",
       "      <td>79c84135</td>\n",
       "      <td>8599e2a2</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>b00f5963</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>d3f2758d</td>\n",
       "      <td>b91c2548</td>\n",
       "      <td>4f230359</td>\n",
       "      <td>a03da696</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>10935a85</td>\n",
       "      <td>7b31c46c</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>c21c3e4c</td>\n",
       "      <td>55dd3565</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>08254b44</td>\n",
       "      <td>-1</td>\n",
       "      <td>423fab69</td>\n",
       "      <td>3fdb382b</td>\n",
       "      <td>9b3e8820</td>\n",
       "      <td>49d68486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>d8837905</td>\n",
       "      <td>6a14f9b9</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>86e5b4b0</td>\n",
       "      <td>062b5529</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>28404bee</td>\n",
       "      <td>a337e392</td>\n",
       "      <td>3af886ff</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>aef6344d</td>\n",
       "      <td>f8b34416</td>\n",
       "      <td>2005abd1</td>\n",
       "      <td>c9ac134a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>f3ddd519</td>\n",
       "      <td>ad3062eb</td>\n",
       "      <td>55dd3565</td>\n",
       "      <td>b34f3128</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>28e55712</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>38b21600</td>\n",
       "      <td>6a1f8942</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>cc5ed2f1</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>081c279a</td>\n",
       "      <td>453766d0</td>\n",
       "      <td>9f16a973</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>b82bd4cb</td>\n",
       "      <td>702ba2db</td>\n",
       "      <td>d4bb7bd8</td>\n",
       "      <td>2004290a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>c0343692</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>1d4c15eb</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>80e26c9b</td>\n",
       "      <td>74e1a23a</td>\n",
       "      <td>9a6888fb</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>52f754a9</td>\n",
       "      <td>66f29b89</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>b6900243</td>\n",
       "      <td>2f917555</td>\n",
       "      <td>fb8fab62</td>\n",
       "      <td>ebf437b6</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>4c1df281</td>\n",
       "      <td>c6b1e1b2</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>f54016b9</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>99c09e97</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>335a6a1e</td>\n",
       "      <td>e8b83407</td>\n",
       "      <td>8d8eb391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>38a947a1</td>\n",
       "      <td>d4636800</td>\n",
       "      <td>29f9a9e6</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>afa309bd</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>f717eda0</td>\n",
       "      <td>77212bd7</td>\n",
       "      <td>5f15d820</td>\n",
       "      <td>7203f04e</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>b9c9993c</td>\n",
       "      <td>553d3322</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>14012d9c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>444c24bf</td>\n",
       "      <td>-1</td>\n",
       "      <td>423fab69</td>\n",
       "      <td>6df5380a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>95e2d337</td>\n",
       "      <td>d641655a</td>\n",
       "      <td>03beb628</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>8f572b5e</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>84462a5b</td>\n",
       "      <td>434d6c13</td>\n",
       "      <td>7056e139</td>\n",
       "      <td>7301027a</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>4e505ea3</td>\n",
       "      <td>cf30877d</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>7b06fafe</td>\n",
       "      <td>9437f62f</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>c354fe57</td>\n",
       "      <td>c0061c6d</td>\n",
       "      <td>c7dc6720</td>\n",
       "      <td>81c565f1</td>\n",
       "      <td>2bf691b1</td>\n",
       "      <td>0c1bbe81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>3f0d3f28</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>928efe34</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>fa7d0797</td>\n",
       "      <td>938fe91f</td>\n",
       "      <td>-1</td>\n",
       "      <td>f948ca5d</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>14108df6</td>\n",
       "      <td>-1</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>88416823</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>8e465f4d</td>\n",
       "      <td>f0af42b3</td>\n",
       "      <td>b95e4218</td>\n",
       "      <td>f281d2a7</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>809e67f4</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>a4b832ae</td>\n",
       "      <td>cfd9d2a6</td>\n",
       "      <td>f8967374</td>\n",
       "      <td>d1e37101</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>8d1e25de</td>\n",
       "      <td>c1eaff2e</td>\n",
       "      <td>1e88c74f</td>\n",
       "      <td>f2becb37</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>c985290f</td>\n",
       "      <td>-1</td>\n",
       "      <td>be7c41b4</td>\n",
       "      <td>83a9835a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>19c5f803</td>\n",
       "      <td>942f9a8d</td>\n",
       "      <td>d3a3a988</td>\n",
       "      <td>460d721a</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>49b74ebc</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>726f00fd</td>\n",
       "      <td>c4adf918</td>\n",
       "      <td>e02477e7</td>\n",
       "      <td>85dbe138</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>a8e962af</td>\n",
       "      <td>0105b67e</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>1f868fdd</td>\n",
       "      <td>a18beb4f</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>624bb6b7</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>b3672cb6</td>\n",
       "      <td>001f3601</td>\n",
       "      <td>416b9252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>f8c8e8f8</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>3bf701e7</td>\n",
       "      <td>315e4292</td>\n",
       "      <td>37e4aa92</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>a7b2c086</td>\n",
       "      <td>8e46b8f3</td>\n",
       "      <td>-1</td>\n",
       "      <td>f6292965</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>d4696a42</td>\n",
       "      <td>-1</td>\n",
       "      <td>27c07bd6</td>\n",
       "      <td>d2f0bce2</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>-1</td>\n",
       "      <td>f55c04b6</td>\n",
       "      <td>56be3401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>241546e0</td>\n",
       "      <td>c41a84c8</td>\n",
       "      <td>7153a1f2</td>\n",
       "      <td>759c4a2e</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>d9a747fe</td>\n",
       "      <td>37e4aa92</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>ec79b2d8</td>\n",
       "      <td>17586bd8</td>\n",
       "      <td>a648ca66</td>\n",
       "      <td>4c9ff09f</td>\n",
       "      <td>64c94865</td>\n",
       "      <td>a772a8e2</td>\n",
       "      <td>9f56eb2f</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>2b46823a</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4b4716a2</td>\n",
       "      <td>-1</td>\n",
       "      <td>3a171ecb</td>\n",
       "      <td>590b856f</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>8cf07265</td>\n",
       "      <td>08d6d899</td>\n",
       "      <td>9143c832</td>\n",
       "      <td>f56b7dd5</td>\n",
       "      <td>384874ce</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>e702f4b9</td>\n",
       "      <td>37e4aa92</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>c69c38d4</td>\n",
       "      <td>2bcfb78f</td>\n",
       "      <td>ae1bb660</td>\n",
       "      <td>e6fc496d</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>bffbd637</td>\n",
       "      <td>bad5ee18</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>bbf70d82</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0429f84b</td>\n",
       "      <td>-1</td>\n",
       "      <td>bcdee96c</td>\n",
       "      <td>c0d61a5c</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>9a89b36c</td>\n",
       "      <td>287130e0</td>\n",
       "      <td>fba5f98b</td>\n",
       "      <td>fa03b78f</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>4813a129</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>556d5fe3</td>\n",
       "      <td>e3baf8d4</td>\n",
       "      <td>0423ff45</td>\n",
       "      <td>bc1e82c6</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>10040656</td>\n",
       "      <td>2fa6a093</td>\n",
       "      <td>3486227d</td>\n",
       "      <td>891589e7</td>\n",
       "      <td>7e57d0f3</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>66a4872a</td>\n",
       "      <td>-1</td>\n",
       "      <td>c7dc6720</td>\n",
       "      <td>8d17c565</td>\n",
       "      <td>724b04da</td>\n",
       "      <td>36447d5d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>75ac2fe6</td>\n",
       "      <td>6887a43c</td>\n",
       "      <td>9b792af9</td>\n",
       "      <td>9c6d05a0</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>60d4eb86</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>392644bf</td>\n",
       "      <td>0ad37b4b</td>\n",
       "      <td>6532318c</td>\n",
       "      <td>f9d99d81</td>\n",
       "      <td>8ceecbc8</td>\n",
       "      <td>4e06592a</td>\n",
       "      <td>2c9d222f</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>8f0f692f</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>cc6a9262</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>a5862ce8</td>\n",
       "      <td>445bbe3b</td>\n",
       "      <td>c8816bd2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>e77e5e6e</td>\n",
       "      <td>12da0bba</td>\n",
       "      <td>620fad99</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>9fe79dba</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>9bc1a7c1</td>\n",
       "      <td>e4034ebf</td>\n",
       "      <td>af3d699c</td>\n",
       "      <td>ea089f5d</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>2c684cfd</td>\n",
       "      <td>be928393</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>449d6705</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>bacd3941</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>3fdb382b</td>\n",
       "      <td>001f3601</td>\n",
       "      <td>df5cbf86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>6887a43c</td>\n",
       "      <td>88f89572</td>\n",
       "      <td>f63c1df9</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>-1</td>\n",
       "      <td>f398f2de</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>ad599406</td>\n",
       "      <td>9842b911</td>\n",
       "      <td>40aca95d</td>\n",
       "      <td>6d15ad33</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>db12b98c</td>\n",
       "      <td>d6220aab</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>1e4afada</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>5a7f3ae0</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>9a1c7e3d</td>\n",
       "      <td>445bbe3b</td>\n",
       "      <td>d1312b91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>91381efc</td>\n",
       "      <td>eacb18f6</td>\n",
       "      <td>f00be896</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>2489e185</td>\n",
       "      <td>985e3fcb</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>4d1f7d97</td>\n",
       "      <td>d6b4fe71</td>\n",
       "      <td>954029f8</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>a0602981</td>\n",
       "      <td>2a08cb76</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>38b82d9f</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>24e5131b</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>4fa16304</td>\n",
       "      <td>47907db5</td>\n",
       "      <td>72966777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>68fd1e64</td>\n",
       "      <td>f0cf0024</td>\n",
       "      <td>6f67f7e5</td>\n",
       "      <td>41274cd7</td>\n",
       "      <td>4cf72387</td>\n",
       "      <td>fbad5c96</td>\n",
       "      <td>9e5d3694</td>\n",
       "      <td>0b153874</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>be289b53</td>\n",
       "      <td>699034a0</td>\n",
       "      <td>623049e6</td>\n",
       "      <td>a0edec24</td>\n",
       "      <td>1adce6ef</td>\n",
       "      <td>55dc357b</td>\n",
       "      <td>c92f3b61</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>b04e4670</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>b1252a9d</td>\n",
       "      <td>60f6221e</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>43f13e8b</td>\n",
       "      <td>ea9a246c</td>\n",
       "      <td>731c3655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>8cf07265</td>\n",
       "      <td>c8687797</td>\n",
       "      <td>b063fe4e</td>\n",
       "      <td>4b972461</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>176dc88e</td>\n",
       "      <td>d7c4a8f5</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>3b08e48b</td>\n",
       "      <td>d2b7c44b</td>\n",
       "      <td>8cdc4941</td>\n",
       "      <td>68637c0d</td>\n",
       "      <td>b28479f6</td>\n",
       "      <td>dc96c4b0</td>\n",
       "      <td>3084c78b</td>\n",
       "      <td>07c540c4</td>\n",
       "      <td>a7e06874</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>a458ea53</td>\n",
       "      <td>514b7308</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>2fd70e1c</td>\n",
       "      <td>010f6491</td>\n",
       "      <td>ec26ad35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>0e78bd46</td>\n",
       "      <td>a796837e</td>\n",
       "      <td>dffca8ba</td>\n",
       "      <td>0fa0d423</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>fe6b92e5</td>\n",
       "      <td>bc324536</td>\n",
       "      <td>51d76abe</td>\n",
       "      <td>7cc72ec2</td>\n",
       "      <td>5cad6330</td>\n",
       "      <td>2bcfb78f</td>\n",
       "      <td>93bab460</td>\n",
       "      <td>e6fc496d</td>\n",
       "      <td>cfef1c29</td>\n",
       "      <td>f0bf9094</td>\n",
       "      <td>6bb29970</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>1cdbd1c5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>d9d9202f</td>\n",
       "      <td>-1</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>8fc66e78</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>05db9164</td>\n",
       "      <td>38d50e09</td>\n",
       "      <td>dd17c91c</td>\n",
       "      <td>82a61820</td>\n",
       "      <td>25c83c98</td>\n",
       "      <td>7e0ccccf</td>\n",
       "      <td>a088b320</td>\n",
       "      <td>5b392875</td>\n",
       "      <td>a73ee510</td>\n",
       "      <td>323dec10</td>\n",
       "      <td>6be5122d</td>\n",
       "      <td>75529ad8</td>\n",
       "      <td>c8c105ca</td>\n",
       "      <td>07d13a8f</td>\n",
       "      <td>ee569ce2</td>\n",
       "      <td>5eea53aa</td>\n",
       "      <td>e5ba7672</td>\n",
       "      <td>582152eb</td>\n",
       "      <td>21ddcdc9</td>\n",
       "      <td>5840adea</td>\n",
       "      <td>0f78ab39</td>\n",
       "      <td>c9d4222a</td>\n",
       "      <td>32c7478e</td>\n",
       "      <td>cafb4e4d</td>\n",
       "      <td>001f3601</td>\n",
       "      <td>99f4f64c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             C1        C2        C3        C4        C5        C6        C7  \\\n",
       "0      68fd1e64  80e26c9b  fb936136  7b4723c4  25c83c98  7e0ccccf  de7995b8   \n",
       "1      68fd1e64  f0cf0024  6f67f7e5  41274cd7  25c83c98  fe6b92e5  922afcc0   \n",
       "2      287e684f  0a519c5c  02cf9876  c18be181  25c83c98  7e0ccccf  c78204a1   \n",
       "3      68fd1e64  2c16a946  a9a87e68  2e17d6f6  25c83c98  fe6b92e5  2e8a689b   \n",
       "4      8cf07265  ae46a29d  c81688bb  f922efad  25c83c98  13718bbd  ad9fa255   \n",
       "5      05db9164  6c9c9cf3  2730ec9c  5400db8b  43b19349  6f6d9be8  53b5f978   \n",
       "6      439a44a4  ad4527a2  c02372d0  d34ebbaa  43b19349  fe6b92e5  4bc6ffea   \n",
       "7      68fd1e64  2c16a946  503b9dbc  e4dbea90  f3474129  13718bbd  38eb9cf4   \n",
       "8      05db9164  d833535f  d032c263  c18be181  25c83c98  7e0ccccf  d5b6acf2   \n",
       "9      05db9164  510b40a5  d03e7c24  eb1fd928  25c83c98        -1  52283d1c   \n",
       "10     05db9164  0468d672  7ae80d0f  80d8555a  25c83c98  7e0ccccf  04277bf9   \n",
       "11     05db9164  9b5fd12f        -1        -1  4cf72387        -1  111121f4   \n",
       "12     241546e0  38a947a1  fa673455  6a14f9b9  25c83c98  fe6b92e5  1c86e0eb   \n",
       "13     be589b51  287130e0  cd7a7a22  fb7334df  25c83c98        -1  6cdb3998   \n",
       "14     5a9ed9b0  80e26c9b  97144401  5dbf0cc5  0942e0a7  13718bbd  9ce6136d   \n",
       "15     05db9164  bc6e3dc1  67799c69  d00d0f35  4cf72387  7e0ccccf  ca4fd8f8   \n",
       "16     68fd1e64  38d50e09  da603082  431a5096  43b19349  7e0ccccf  3f35b640   \n",
       "17     8cf07265  7cd19acc  77f2f2e5  d16679b9  4cf72387  fbad5c96  8fb24933   \n",
       "18     05db9164  f0cf0024  08b45d8b  cbb5af1b  384874ce  fbad5c96  81bb0302   \n",
       "19     3c9d8785  b0660259  3a960356  15c92ddb  4cf72387  13718bbd  00c46cd1   \n",
       "20     1464facd  38a947a1  223b0e16  ca55061c  25c83c98  7e0ccccf  6933dec1   \n",
       "21     05db9164  09e68b86  13b87f72  13a91973  25c83c98  7e0ccccf  cc5ed2f1   \n",
       "22     05db9164  38a947a1  e88a1d4c  8eb9aec7  25c83c98  fbad5c96  3fd38f3b   \n",
       "23     05db9164  08d6d899  cf59444f  60d5f5a7  25c83c98  7e0ccccf  38850d41   \n",
       "24     5a9ed9b0  3df44d94  d032c263  c18be181  25c83c98  7e0ccccf  a0845add   \n",
       "25     5a9ed9b0  09e68b86  64094ddd  b0a4d1e3  25c83c98        -1  b87f4a4a   \n",
       "26     8cf07265  942f9a8d  a8e40bcf  0365276a  25c83c98  7e0ccccf  3f4ec687   \n",
       "27     68fd1e64  38a947a1  ee6e4611  30d9fc77  4cf72387  7e0ccccf  bf9d4f90   \n",
       "28     68fd1e64  1287a654  5ed035c9  5b5365b2  4cf72387  6f6d9be8  1b1aa9ea   \n",
       "29     05db9164  90081f33  993f507e  14a74146  25c83c98  13718bbd  dc7659bd   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "99970  05db9164  1612be27  7ae8338d  2b9be9e0  a9411994  3bf701e7  7195046d   \n",
       "99971  68fd1e64  38a947a1  0b064033  fe6e7431  25c83c98  fe6b92e5  53b5f978   \n",
       "99972  68fd1e64  0468d672  adb580cc  da123b4d  4cf72387  7e0ccccf  b9e744cb   \n",
       "99973  68fd1e64  014e4174  f9b3ecf2  8d4208cd  25c83c98  7e0ccccf  0df4df10   \n",
       "99974  be589b51  e9ac66c5  0be7fa43  3a1afbb1  43b19349  7e0ccccf  2c7bd1f3   \n",
       "99975  05db9164  ef69887a  f5f31f7b  31fe3909  25c83c98        -1  95f7bc50   \n",
       "99976  68fd1e64  09e68b86  028e93ee  bec03ba8  25c83c98        -1  f1ff45d6   \n",
       "99977  39af2607  09e68b86  f96643a0  cad054d1  25c83c98        -1  d385ea68   \n",
       "99978  68fd1e64  287130e0  596f5639  df31d3c2  43b19349  7e0ccccf  a4ca1fb6   \n",
       "99979  6ca3af46  58e67aaf  79c84135  8599e2a2  25c83c98  fe6b92e5  b00f5963   \n",
       "99980  05db9164  38a947a1  d8837905  6a14f9b9  25c83c98  7e0ccccf  86e5b4b0   \n",
       "99981  28e55712  38a947a1  38b21600  6a1f8942  25c83c98  fbad5c96  cc5ed2f1   \n",
       "99982  05db9164  80e26c9b  74e1a23a  9a6888fb  25c83c98  fe6b92e5  52f754a9   \n",
       "99983  05db9164  38a947a1  d4636800  29f9a9e6  25c83c98  7e0ccccf  afa309bd   \n",
       "99984  05db9164  95e2d337  d641655a  03beb628  25c83c98  fbad5c96  8f572b5e   \n",
       "99985  68fd1e64  3f0d3f28        -1        -1  4cf72387  7e0ccccf  928efe34   \n",
       "99986  05db9164  8e465f4d  f0af42b3  b95e4218  f281d2a7  7e0ccccf  809e67f4   \n",
       "99987  19c5f803  942f9a8d  d3a3a988  460d721a  25c83c98  fe6b92e5  49b74ebc   \n",
       "99988  68fd1e64  f8c8e8f8        -1        -1  25c83c98  3bf701e7  315e4292   \n",
       "99989  241546e0  c41a84c8  7153a1f2  759c4a2e  25c83c98  7e0ccccf  d9a747fe   \n",
       "99990  8cf07265  08d6d899  9143c832  f56b7dd5  384874ce  7e0ccccf  e702f4b9   \n",
       "99991  9a89b36c  287130e0  fba5f98b  fa03b78f  25c83c98        -1  4813a129   \n",
       "99992  75ac2fe6  6887a43c  9b792af9  9c6d05a0  25c83c98  fe6b92e5  60d4eb86   \n",
       "99993  05db9164  e77e5e6e  12da0bba  620fad99  25c83c98  fe6b92e5  9fe79dba   \n",
       "99994  05db9164  6887a43c  88f89572  f63c1df9  25c83c98        -1  f398f2de   \n",
       "99995  68fd1e64  91381efc  eacb18f6  f00be896  25c83c98  fe6b92e5  2489e185   \n",
       "99996  68fd1e64  f0cf0024  6f67f7e5  41274cd7  4cf72387  fbad5c96  9e5d3694   \n",
       "99997  8cf07265  c8687797  b063fe4e  4b972461  25c83c98  7e0ccccf  176dc88e   \n",
       "99998  0e78bd46  a796837e  dffca8ba  0fa0d423  25c83c98  fe6b92e5  bc324536   \n",
       "99999  05db9164  38d50e09  dd17c91c  82a61820  25c83c98  7e0ccccf  a088b320   \n",
       "\n",
       "             C8        C9       C10       C11       C12       C13       C14  \\\n",
       "0      1f89b562  a73ee510  a8cd5504  b2cb9c98  37c9c164  2824a5f6  1adce6ef   \n",
       "1      0b153874  a73ee510  2b53e5fb  4f1b46f3  623049e6  d7020589  b28479f6   \n",
       "2      0b153874  a73ee510  3b08e48b  5f5e6091  8fe001f4  aa655a2f  07d13a8f   \n",
       "3      0b153874  a73ee510  efea433b  e51ddf94  a30567ca  3516f6e6  07d13a8f   \n",
       "4      0b153874  a73ee510  5282c137  e5d8af57  66a76a26  f06c53ac  1adce6ef   \n",
       "5      0b153874  a73ee510  3b08e48b  91e8fc27  be45b877  9ff13f22  07d13a8f   \n",
       "6      0b153874  a73ee510  3b08e48b  a4609aab  14d63538  772a00d7  07d13a8f   \n",
       "7      1f89b562  a73ee510  547c0ffe  bc8c9f21  60ab2f07  46f42a63  07d13a8f   \n",
       "8      0b153874  a73ee510  2acdcf4e  086ac2d2  dfbb09fb  41a6ae00  b28479f6   \n",
       "9      0b153874  a73ee510  015ac893  e51ddf94  951fe4a9  3516f6e6  07d13a8f   \n",
       "10     0b153874  7cc72ec2  3b08e48b  7e2c5c15  cfc86806  91a1b611  b28479f6   \n",
       "11     0b153874  a73ee510  3b08e48b  ac9c2e8f        -1  6e2d6a15  07d13a8f   \n",
       "12     1f89b562  a73ee510  e7ba2569  755e4a50  208d9687  5978055e  07d13a8f   \n",
       "13     361384ce  a73ee510  3ff10fb2  5874c9c9  976cbd4c  740c210d  1adce6ef   \n",
       "14     0b153874  a73ee510  2106e595  b5bb9d63  04f55317  ab04d8fe  1adce6ef   \n",
       "15     64523cfa  a73ee510  3b08e48b  a0060bca  b9f28c33  22d23aac  5aebfb83   \n",
       "16     0b153874  a73ee510  3b08e48b  3d5fb018  6aaab577  94172618  07d13a8f   \n",
       "17     0b153874  a73ee510  0095a535  3617b5f5  9f32b866  428332cf  b28479f6   \n",
       "18     37e4aa92  a73ee510  175d6c71  b7094596  1c547463  1f9d2c38  1adce6ef   \n",
       "19     0b153874  a73ee510  62cfc6bd  8cffe207  656e5413  ff5626de  ad1cc976   \n",
       "20     5b392875  a73ee510  3b08e48b  860c302b  156f99ef  30735474  1adce6ef   \n",
       "21     0b153874  a73ee510  3b08e48b  081c279a  d25f00b6  9f16a973  07d13a8f   \n",
       "22     5b392875  a73ee510  5162b19c  7c430b79  4ac05ba7  7f0d7407  b28479f6   \n",
       "23     0b153874  a73ee510  6e7947ce  49aeb6a9  1d00cbc4  8f7e5dc7  07d13a8f   \n",
       "24     0b153874  a73ee510  967857d1  e469acef  dfbb09fb  849a0a56  07d13a8f   \n",
       "25     0b153874  a73ee510  2124a520  319687c9  b51dc799  62036f49  64c94865   \n",
       "26     1f89b562  a73ee510  726f00fd  c4adf918  27c604a6  85dbe138  07d13a8f   \n",
       "27     0b153874  a73ee510  b7c4dad5  81cae03e  5332e3fb  d413ef3e  07d13a8f   \n",
       "28     0b153874  a73ee510  c3e69838  7a3651f5  df8b1dea  95bc260c  b28479f6   \n",
       "29     0b153874  a73ee510  03e48276  e51ddf94  18fe7085  3516f6e6  64c94865   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "99970  0b153874  a73ee510  d72f452e  4d8549da  7e6c78cd  51b97b8f  07d13a8f   \n",
       "99971  0b153874  a73ee510  3b08e48b  91e8fc27  aa03db5c  9ff13f22  07d13a8f   \n",
       "99972  0b153874  a73ee510  3b08e48b  b8033ca9  02c27dec  0e2ac643  b28479f6   \n",
       "99973  0b153874  a73ee510  acccca1c  4d8549da  b40ab935  51b97b8f  d2dfe871   \n",
       "99974  062b5529  a73ee510  8228dde1  e51bf5bd  eee75c34  84620f02  32813e21   \n",
       "99975  0b153874  a73ee510  fc3b595d  e7ce7f20  3d586620  f522015f  07d13a8f   \n",
       "99976  0b153874  a73ee510  9a1250bd  acc758fc  cd1781ed  9bbdb8bd  b28479f6   \n",
       "99977  c8ddd494  a73ee510  3b08e48b  7940fc2a  56434057  00e20e7b  07d13a8f   \n",
       "99978  5b392875  a73ee510  78cab4c1  4a31f431  dc68f76f  740c210d  07d13a8f   \n",
       "99979  5b392875  a73ee510  d3f2758d  b91c2548  4f230359  a03da696  07d13a8f   \n",
       "99980  062b5529  7cc72ec2  3b08e48b  28404bee  a337e392  3af886ff  07d13a8f   \n",
       "99981  0b153874  a73ee510  3b08e48b  081c279a  453766d0  9f16a973  b28479f6   \n",
       "99982  66f29b89  7cc72ec2  b6900243  2f917555  fb8fab62  ebf437b6  b28479f6   \n",
       "99983  5b392875  a73ee510  f717eda0  77212bd7  5f15d820  7203f04e  b28479f6   \n",
       "99984  0b153874  a73ee510  84462a5b  434d6c13  7056e139  7301027a  07d13a8f   \n",
       "99985  0b153874  a73ee510  fa7d0797  938fe91f        -1  f948ca5d  1adce6ef   \n",
       "99986  5b392875  a73ee510  a4b832ae  cfd9d2a6  f8967374  d1e37101  b28479f6   \n",
       "99987  0b153874  a73ee510  726f00fd  c4adf918  e02477e7  85dbe138  07d13a8f   \n",
       "99988  37e4aa92  a73ee510  a7b2c086  8e46b8f3        -1  f6292965  07d13a8f   \n",
       "99989  37e4aa92  7cc72ec2  ec79b2d8  17586bd8  a648ca66  4c9ff09f  64c94865   \n",
       "99990  37e4aa92  a73ee510  c69c38d4  2bcfb78f  ae1bb660  e6fc496d  b28479f6   \n",
       "99991  0b153874  a73ee510  556d5fe3  e3baf8d4  0423ff45  bc1e82c6  07d13a8f   \n",
       "99992  0b153874  a73ee510  392644bf  0ad37b4b  6532318c  f9d99d81  8ceecbc8   \n",
       "99993  0b153874  a73ee510  9bc1a7c1  e4034ebf  af3d699c  ea089f5d  1adce6ef   \n",
       "99994  0b153874  a73ee510  ad599406  9842b911  40aca95d  6d15ad33  07d13a8f   \n",
       "99995  985e3fcb  a73ee510  3b08e48b  4d1f7d97  d6b4fe71  954029f8  1adce6ef   \n",
       "99996  0b153874  7cc72ec2  be289b53  699034a0  623049e6  a0edec24  1adce6ef   \n",
       "99997  d7c4a8f5  a73ee510  3b08e48b  d2b7c44b  8cdc4941  68637c0d  b28479f6   \n",
       "99998  51d76abe  7cc72ec2  5cad6330  2bcfb78f  93bab460  e6fc496d  cfef1c29   \n",
       "99999  5b392875  a73ee510  323dec10  6be5122d  75529ad8  c8c105ca  07d13a8f   \n",
       "\n",
       "            C15       C16       C17       C18       C19       C20       C21  \\\n",
       "0      8ba8b39a  891b62e7  e5ba7672  f54016b9  21ddcdc9  b1252a9d  07b5194c   \n",
       "1      e6c5b5cd  c92f3b61  07c540c4  b04e4670  21ddcdc9  5840adea  60f6221e   \n",
       "2      6dc710ed  36103458  8efede7f  3412118d        -1        -1  e587c466   \n",
       "3      18231224  52b8680f  1e88c74f  74ef3502        -1        -1  6b3a5ca6   \n",
       "4      8ff4b403  01adbab4  1e88c74f  26b3c7a7        -1        -1  21c9516a   \n",
       "5      06969a20  9bc7fff5  776ce399  92555263        -1        -1  242bb710   \n",
       "6      f9d1382e  b00d3dc9  776ce399  cdfa8259        -1        -1  20062612   \n",
       "7      18231224  e6b6bdc7  e5ba7672  74ef3502        -1        -1  5316a17f   \n",
       "8      e2502ec9  84898b2a  e5ba7672  42a2edb9        -1        -1  0014c32a   \n",
       "9      2ae4121c  8ec71479  d4bb7bd8  70d0f5f9        -1        -1  0e63fca0   \n",
       "10     58251aab  146a70fd  776ce399  0b331314  21ddcdc9  5840adea  cbec39db   \n",
       "11     796a1a2e        -1  d4bb7bd8  8aaa5b67        -1        -1        -1   \n",
       "12     5182f694  f8b34416  e5ba7672  e5f8f18f        -1        -1  f3ddd519   \n",
       "13     310d155b  07eb8110  07c540c4  891589e7  18259a83  a458ea53  a0ab60ca   \n",
       "14     0ad47a49  2bd32e5c  3486227d  12195b22  21ddcdc9  b1252a9d  fa131867   \n",
       "15     d702713a  0f655650  776ce399  3a2028fd        -1        -1  b426bc93   \n",
       "16     ee569ce2  2f03ef40  d4bb7bd8  582152eb  21ddcdc9  b1252a9d  3b203ca1   \n",
       "17     83ebd498  31ca40b6  e5ba7672  d0e5eb07        -1        -1  dfcfc3fa   \n",
       "18     55dc357b  0ca69655  e5ba7672  b04e4670  21ddcdc9  b1252a9d  f3caefdd   \n",
       "19     27b1230c  fa8d05aa  e5ba7672  5edd90de        -1        -1  e12ce348   \n",
       "20     0e78291e  5fbf4a84  e5ba7672  1999bae9        -1        -1  deb9605d   \n",
       "21     36721ddc  1746d357  d4bb7bd8  5aed7436  a153cea2  a458ea53  dd37e0d1   \n",
       "22     d1128331  ce881087  07c540c4  5d93f8ab        -1        -1  57d0811b   \n",
       "23     41f10449  b93ac0ad  1e88c74f  698d1c68        -1        -1  bf8efd4c   \n",
       "24     72d05a1c  84898b2a  d4bb7bd8  e7648a8f        -1        -1  0014c32a   \n",
       "25     91126f30  1a00d73c  07c540c4  5aed7436  aa0cf899  a458ea53  c30dce78   \n",
       "26     a8e962af  c449f783  27c07bd6  1f868fdd  21ddcdc9  a458ea53  7eee76d1   \n",
       "27     a6d97bf2  ec676ace  3486227d  02e8d897        -1        -1  b055c31b   \n",
       "28     ced5be3a  4cc0abe4  e5ba7672  df00d249        -1        -1  f520f961   \n",
       "29     98995c3b  8c48eb08  e5ba7672  7181ccc8        -1        -1  2ed6b316   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "99970  cbffe0e5  de573b7a  27c07bd6  ce500fd8  21ddcdc9  5840adea  c97af6e9   \n",
       "99971  681a3f32  6f5e1c59  776ce399  19ef42ad        -1        -1  3c1adf80   \n",
       "99972  234191d3  9364d972  1e88c74f  9880032b  21ddcdc9  5840adea  afa033f3   \n",
       "99973  9f44248d  0ddfa8cf  27c07bd6  c1b71324        -1        -1  d7515dfa   \n",
       "99974  c5bbd8ea  ea63b3de  07c540c4  e85b49c7        -1        -1  4724e650   \n",
       "99975  b98be2c0  4ef036a8  e5ba7672  4bcc9449  3aae8792  b1252a9d  e7a6c1d3   \n",
       "99976  52baadf5  9955ca6c  e5ba7672  5aed7436  712d530c  b1252a9d  2a4d0a6a   \n",
       "99977  36721ddc  7deb15a2  e5ba7672  5aed7436  2b558521  b1252a9d  1a42892d   \n",
       "99978  10040656  5a519ae1  e5ba7672  891589e7  2b558521  b1252a9d  036b399d   \n",
       "99979  10935a85  7b31c46c  e5ba7672  c21c3e4c  55dd3565  a458ea53  08254b44   \n",
       "99980  aef6344d  f8b34416  2005abd1  c9ac134a        -1        -1  f3ddd519   \n",
       "99981  b82bd4cb  702ba2db  d4bb7bd8  2004290a        -1        -1  c0343692   \n",
       "99982  4c1df281  c6b1e1b2  e5ba7672  f54016b9  21ddcdc9  5840adea  99c09e97   \n",
       "99983  b9c9993c  553d3322  e5ba7672  14012d9c        -1        -1  444c24bf   \n",
       "99984  4e505ea3  cf30877d  e5ba7672  7b06fafe  9437f62f  a458ea53  c354fe57   \n",
       "99985  14108df6        -1  e5ba7672  88416823        -1        -1        -1   \n",
       "99986  8d1e25de  c1eaff2e  1e88c74f  f2becb37        -1        -1  c985290f   \n",
       "99987  a8e962af  0105b67e  e5ba7672  1f868fdd  a18beb4f  a458ea53  624bb6b7   \n",
       "99988  d4696a42        -1  27c07bd6  d2f0bce2  21ddcdc9  5840adea        -1   \n",
       "99989  a772a8e2  9f56eb2f  07c540c4  2b46823a        -1        -1  4b4716a2   \n",
       "99990  bffbd637  bad5ee18  07c540c4  bbf70d82        -1        -1  0429f84b   \n",
       "99991  10040656  2fa6a093  3486227d  891589e7  7e57d0f3  b1252a9d  66a4872a   \n",
       "99992  4e06592a  2c9d222f  e5ba7672  8f0f692f  21ddcdc9  b1252a9d  cc6a9262   \n",
       "99993  2c684cfd  be928393  e5ba7672  449d6705  21ddcdc9  5840adea  bacd3941   \n",
       "99994  db12b98c  d6220aab  e5ba7672  1e4afada  21ddcdc9  a458ea53  5a7f3ae0   \n",
       "99995  a0602981  2a08cb76  e5ba7672  38b82d9f  21ddcdc9  b1252a9d  24e5131b   \n",
       "99996  55dc357b  c92f3b61  e5ba7672  b04e4670  21ddcdc9  b1252a9d  60f6221e   \n",
       "99997  dc96c4b0  3084c78b  07c540c4  a7e06874  21ddcdc9  a458ea53  514b7308   \n",
       "99998  f0bf9094  6bb29970  e5ba7672  1cdbd1c5        -1        -1  d9d9202f   \n",
       "99999  ee569ce2  5eea53aa  e5ba7672  582152eb  21ddcdc9  5840adea  0f78ab39   \n",
       "\n",
       "            C22       C23       C24       C25       C26  \n",
       "0            -1  3a171ecb  c5c50484  e8b83407  9727dd16  \n",
       "1            -1  3a171ecb  43f13e8b  e8b83407  731c3655  \n",
       "2      ad3062eb  3a171ecb  3b183c5c        -1        -1  \n",
       "3            -1  3a171ecb  9117a34a        -1        -1  \n",
       "4            -1  32c7478e  b34f3128        -1        -1  \n",
       "5      8ec974f4  be7c41b4  72c78f11        -1        -1  \n",
       "6            -1  93bad2c0  1b256e61        -1        -1  \n",
       "7            -1  32c7478e  9117a34a        -1        -1  \n",
       "8            -1  32c7478e  3b183c5c        -1        -1  \n",
       "9            -1  32c7478e  0e8fe315        -1        -1  \n",
       "10           -1  3a171ecb  cedad179  ea9a246c  9a556cfc  \n",
       "11           -1  32c7478e        -1        -1        -1  \n",
       "12           -1  32c7478e  b34f3128        -1        -1  \n",
       "13           -1  32c7478e  a052b1ed  9b3e8820  8967c0d2  \n",
       "14           -1  dbb486d7  8ecc176a  e8b83407  c43c3f58  \n",
       "15           -1  3a171ecb  2e0a0035        -1        -1  \n",
       "16           -1  32c7478e  b21dc903  001f3601  aa5f0a15  \n",
       "17     ad3062eb  32c7478e  aee52b6f        -1        -1  \n",
       "18           -1  32c7478e  4c8e5aef  ea9a246c  9593bba9  \n",
       "19           -1  c3dc6cef  49045073        -1        -1  \n",
       "20           -1  32c7478e  e448275f        -1        -1  \n",
       "21           -1  32c7478e  c70a58f2  e8b83407  af7ece63  \n",
       "22           -1  3a171ecb  1793a828        -1        -1  \n",
       "23           -1  c7dc6720  f96a556f        -1        -1  \n",
       "24     c9d4222a  3a171ecb  3b183c5c        -1        -1  \n",
       "25           -1  32c7478e  3fdb382b  e8b83407  49d68486  \n",
       "26           -1  32c7478e  9af06ad9  9d93af03  cdfe5ab7  \n",
       "27           -1  3a171ecb  ae2cd100        -1        -1  \n",
       "28           -1  32c7478e  27b60b01        -1        -1  \n",
       "29           -1  3a171ecb  abf08f1b        -1        -1  \n",
       "...         ...       ...       ...       ...       ...  \n",
       "99970        -1  3a171ecb  6e828bd5  cb079c2d  1d5d3a57  \n",
       "99971  c9d4222a  be7c41b4  7c25ac81        -1        -1  \n",
       "99972        -1  3a171ecb  da45fa6c  9b3e8820  cfd96da1  \n",
       "99973        -1  55dd3565  8f8a745c        -1        -1  \n",
       "99974        -1  c7dc6720  32dfe8b6        -1        -1  \n",
       "99975        -1  32c7478e  b673ce39  9d93af03  944904ce  \n",
       "99976        -1  32c7478e  3fdb382b  e8b83407  49d68486  \n",
       "99977        -1  32c7478e  a9d9c151  e8b83407  3a97b421  \n",
       "99978        -1  32c7478e  3fdb382b  cb079c2d  49d68486  \n",
       "99979        -1  423fab69  3fdb382b  9b3e8820  49d68486  \n",
       "99980  ad3062eb  55dd3565  b34f3128        -1        -1  \n",
       "99981        -1  3a171ecb  1d4c15eb        -1        -1  \n",
       "99982        -1  3a171ecb  335a6a1e  e8b83407  8d8eb391  \n",
       "99983        -1  423fab69  6df5380a        -1        -1  \n",
       "99984  c0061c6d  c7dc6720  81c565f1  2bf691b1  0c1bbe81  \n",
       "99985        -1  32c7478e        -1        -1        -1  \n",
       "99986        -1  be7c41b4  83a9835a        -1        -1  \n",
       "99987        -1  32c7478e  b3672cb6  001f3601  416b9252  \n",
       "99988        -1  32c7478e        -1  f55c04b6  56be3401  \n",
       "99989        -1  3a171ecb  590b856f        -1        -1  \n",
       "99990        -1  bcdee96c  c0d61a5c        -1        -1  \n",
       "99991        -1  c7dc6720  8d17c565  724b04da  36447d5d  \n",
       "99992        -1  32c7478e  a5862ce8  445bbe3b  c8816bd2  \n",
       "99993        -1  32c7478e  3fdb382b  001f3601  df5cbf86  \n",
       "99994        -1  32c7478e  9a1c7e3d  445bbe3b  d1312b91  \n",
       "99995        -1  32c7478e  4fa16304  47907db5  72966777  \n",
       "99996        -1  32c7478e  43f13e8b  ea9a246c  731c3655  \n",
       "99997        -1  32c7478e  2fd70e1c  010f6491  ec26ad35  \n",
       "99998        -1  32c7478e  8fc66e78        -1        -1  \n",
       "99999  c9d4222a  32c7478e  cafb4e4d  001f3601  99f4f64c  \n",
       "\n",
       "[100000 rows x 26 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[sparse_features] = data[sparse_features].fillna('-1')\n",
    "data[dense_features] = data[dense_features].fillna(0)\n",
    "data[sparse_features]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>C6</th>\n",
       "      <th>C7</th>\n",
       "      <th>C8</th>\n",
       "      <th>C9</th>\n",
       "      <th>C10</th>\n",
       "      <th>C11</th>\n",
       "      <th>C12</th>\n",
       "      <th>C13</th>\n",
       "      <th>C14</th>\n",
       "      <th>C15</th>\n",
       "      <th>C16</th>\n",
       "      <th>C17</th>\n",
       "      <th>C18</th>\n",
       "      <th>C19</th>\n",
       "      <th>C20</th>\n",
       "      <th>C21</th>\n",
       "      <th>C22</th>\n",
       "      <th>C23</th>\n",
       "      <th>C24</th>\n",
       "      <th>C25</th>\n",
       "      <th>C26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.937383e-04</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.001703</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.014296</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>229</td>\n",
       "      <td>250</td>\n",
       "      <td>43140</td>\n",
       "      <td>12137</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>6591</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>7231</td>\n",
       "      <td>2691</td>\n",
       "      <td>8957</td>\n",
       "      <td>424</td>\n",
       "      <td>4</td>\n",
       "      <td>2809</td>\n",
       "      <td>18686</td>\n",
       "      <td>9</td>\n",
       "      <td>2422</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>1163</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9570</td>\n",
       "      <td>41</td>\n",
       "      <td>5604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000671</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>5.858271e-05</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>229</td>\n",
       "      <td>471</td>\n",
       "      <td>19101</td>\n",
       "      <td>6423</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4407</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1804</td>\n",
       "      <td>1162</td>\n",
       "      <td>15920</td>\n",
       "      <td>2355</td>\n",
       "      <td>17</td>\n",
       "      <td>4700</td>\n",
       "      <td>27298</td>\n",
       "      <td>0</td>\n",
       "      <td>1727</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>14512</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3233</td>\n",
       "      <td>41</td>\n",
       "      <td>4215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.033573</td>\n",
       "      <td>4.405190e-04</td>\n",
       "      <td>0.005463</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.019351</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.028846</td>\n",
       "      <td>0.006085</td>\n",
       "      <td>0.006862</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>489</td>\n",
       "      <td>19188</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>5941</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>1396</td>\n",
       "      <td>23282</td>\n",
       "      <td>1874</td>\n",
       "      <td>2</td>\n",
       "      <td>2235</td>\n",
       "      <td>7353</td>\n",
       "      <td>6</td>\n",
       "      <td>510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34644</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2818</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.522503e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>87</td>\n",
       "      <td>29109</td>\n",
       "      <td>4556</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>1449</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>10355</td>\n",
       "      <td>3420</td>\n",
       "      <td>26353</td>\n",
       "      <td>586</td>\n",
       "      <td>2</td>\n",
       "      <td>482</td>\n",
       "      <td>11287</td>\n",
       "      <td>1</td>\n",
       "      <td>1170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15997</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6971</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0.005396</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.148681e-06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300</td>\n",
       "      <td>348</td>\n",
       "      <td>34237</td>\n",
       "      <td>24514</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>5210</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3530</td>\n",
       "      <td>3430</td>\n",
       "      <td>16684</td>\n",
       "      <td>2632</td>\n",
       "      <td>4</td>\n",
       "      <td>2891</td>\n",
       "      <td>237</td>\n",
       "      <td>1</td>\n",
       "      <td>390</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5101</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8663</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.365340e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>210</td>\n",
       "      <td>6756</td>\n",
       "      <td>8339</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>2588</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2190</td>\n",
       "      <td>30745</td>\n",
       "      <td>1755</td>\n",
       "      <td>2</td>\n",
       "      <td>129</td>\n",
       "      <td>21169</td>\n",
       "      <td>5</td>\n",
       "      <td>1445</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5459</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>5503</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.819510e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000158</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>135</td>\n",
       "      <td>344</td>\n",
       "      <td>32875</td>\n",
       "      <td>20816</td>\n",
       "      <td>51</td>\n",
       "      <td>11</td>\n",
       "      <td>2342</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2486</td>\n",
       "      <td>3275</td>\n",
       "      <td>1316</td>\n",
       "      <td>2</td>\n",
       "      <td>5111</td>\n",
       "      <td>23922</td>\n",
       "      <td>5</td>\n",
       "      <td>2032</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4823</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1260</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>87</td>\n",
       "      <td>13772</td>\n",
       "      <td>22531</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>1770</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>3596</td>\n",
       "      <td>2827</td>\n",
       "      <td>15682</td>\n",
       "      <td>782</td>\n",
       "      <td>2</td>\n",
       "      <td>482</td>\n",
       "      <td>31227</td>\n",
       "      <td>9</td>\n",
       "      <td>1170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12399</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6971</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002483</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.019185</td>\n",
       "      <td>1.091821e-02</td>\n",
       "      <td>0.015285</td>\n",
       "      <td>0.003179</td>\n",
       "      <td>0.006628</td>\n",
       "      <td>0.011137</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001220</td>\n",
       "      <td>8</td>\n",
       "      <td>428</td>\n",
       "      <td>35651</td>\n",
       "      <td>19188</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>6352</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1773</td>\n",
       "      <td>117</td>\n",
       "      <td>36115</td>\n",
       "      <td>726</td>\n",
       "      <td>17</td>\n",
       "      <td>4593</td>\n",
       "      <td>18076</td>\n",
       "      <td>9</td>\n",
       "      <td>662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2818</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001997</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>1.937652e-02</td>\n",
       "      <td>0.001289</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>8</td>\n",
       "      <td>160</td>\n",
       "      <td>35657</td>\n",
       "      <td>23159</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>2534</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>3420</td>\n",
       "      <td>24080</td>\n",
       "      <td>586</td>\n",
       "      <td>2</td>\n",
       "      <td>889</td>\n",
       "      <td>19456</td>\n",
       "      <td>8</td>\n",
       "      <td>1136</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2169</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>681</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.009644</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.260530e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001069</td>\n",
       "      <td>0.005134</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>21123</td>\n",
       "      <td>12686</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>135</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2505</td>\n",
       "      <td>1923</td>\n",
       "      <td>33536</td>\n",
       "      <td>1596</td>\n",
       "      <td>17</td>\n",
       "      <td>1811</td>\n",
       "      <td>2812</td>\n",
       "      <td>5</td>\n",
       "      <td>102</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>30763</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9959</td>\n",
       "      <td>43</td>\n",
       "      <td>5716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000432</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.014388</td>\n",
       "      <td>2.417973e-04</td>\n",
       "      <td>0.006691</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.001497</td>\n",
       "      <td>0.008451</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>8</td>\n",
       "      <td>305</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>542</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2594</td>\n",
       "      <td>0</td>\n",
       "      <td>1236</td>\n",
       "      <td>2</td>\n",
       "      <td>2461</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1376</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.414086e-04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001930</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63</td>\n",
       "      <td>113</td>\n",
       "      <td>42958</td>\n",
       "      <td>10459</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>895</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>9988</td>\n",
       "      <td>1769</td>\n",
       "      <td>5202</td>\n",
       "      <td>1000</td>\n",
       "      <td>2</td>\n",
       "      <td>1676</td>\n",
       "      <td>33677</td>\n",
       "      <td>9</td>\n",
       "      <td>2286</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36829</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8663</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000168</td>\n",
       "      <td>0.011990</td>\n",
       "      <td>5.893880e-03</td>\n",
       "      <td>0.002087</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>390</td>\n",
       "      <td>78</td>\n",
       "      <td>35161</td>\n",
       "      <td>24733</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>3345</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>2718</td>\n",
       "      <td>1306</td>\n",
       "      <td>24448</td>\n",
       "      <td>1287</td>\n",
       "      <td>4</td>\n",
       "      <td>1015</td>\n",
       "      <td>1095</td>\n",
       "      <td>0</td>\n",
       "      <td>1363</td>\n",
       "      <td>102</td>\n",
       "      <td>2</td>\n",
       "      <td>24130</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7719</td>\n",
       "      <td>30</td>\n",
       "      <td>5070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002861</td>\n",
       "      <td>0.001282</td>\n",
       "      <td>0.009592</td>\n",
       "      <td>2.086578e-03</td>\n",
       "      <td>0.001596</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>192</td>\n",
       "      <td>250</td>\n",
       "      <td>25914</td>\n",
       "      <td>9279</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4717</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1369</td>\n",
       "      <td>2728</td>\n",
       "      <td>766</td>\n",
       "      <td>1881</td>\n",
       "      <td>4</td>\n",
       "      <td>204</td>\n",
       "      <td>6007</td>\n",
       "      <td>4</td>\n",
       "      <td>174</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>37743</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>6866</td>\n",
       "      <td>41</td>\n",
       "      <td>7274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.043165</td>\n",
       "      <td>1.163326e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.103151</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003050</td>\n",
       "      <td>8</td>\n",
       "      <td>374</td>\n",
       "      <td>17703</td>\n",
       "      <td>20526</td>\n",
       "      <td>59</td>\n",
       "      <td>5</td>\n",
       "      <td>6007</td>\n",
       "      <td>97</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2424</td>\n",
       "      <td>30043</td>\n",
       "      <td>368</td>\n",
       "      <td>8</td>\n",
       "      <td>4359</td>\n",
       "      <td>2125</td>\n",
       "      <td>5</td>\n",
       "      <td>573</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27120</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2184</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.053390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>6.030573e-05</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000158</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>229</td>\n",
       "      <td>115</td>\n",
       "      <td>37403</td>\n",
       "      <td>6626</td>\n",
       "      <td>51</td>\n",
       "      <td>5</td>\n",
       "      <td>1960</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>895</td>\n",
       "      <td>17336</td>\n",
       "      <td>1625</td>\n",
       "      <td>2</td>\n",
       "      <td>4857</td>\n",
       "      <td>6457</td>\n",
       "      <td>8</td>\n",
       "      <td>882</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>8872</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8602</td>\n",
       "      <td>1</td>\n",
       "      <td>6310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.532326e-03</td>\n",
       "      <td>0.034193</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.001069</td>\n",
       "      <td>0.009715</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>300</td>\n",
       "      <td>244</td>\n",
       "      <td>20608</td>\n",
       "      <td>20653</td>\n",
       "      <td>59</td>\n",
       "      <td>10</td>\n",
       "      <td>4335</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>798</td>\n",
       "      <td>25746</td>\n",
       "      <td>737</td>\n",
       "      <td>17</td>\n",
       "      <td>2668</td>\n",
       "      <td>6821</td>\n",
       "      <td>9</td>\n",
       "      <td>2058</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33786</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>8425</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001404</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>1.180844e-03</td>\n",
       "      <td>0.000737</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.006556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>8</td>\n",
       "      <td>471</td>\n",
       "      <td>1502</td>\n",
       "      <td>20139</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>3940</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>991</td>\n",
       "      <td>2745</td>\n",
       "      <td>4492</td>\n",
       "      <td>341</td>\n",
       "      <td>4</td>\n",
       "      <td>1766</td>\n",
       "      <td>1748</td>\n",
       "      <td>9</td>\n",
       "      <td>1727</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>36815</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3662</td>\n",
       "      <td>43</td>\n",
       "      <td>5541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0.012590</td>\n",
       "      <td>0.005614</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007194</td>\n",
       "      <td>4.479854e-04</td>\n",
       "      <td>0.000921</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>0.003207</td>\n",
       "      <td>0.001185</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000457</td>\n",
       "      <td>118</td>\n",
       "      <td>351</td>\n",
       "      <td>10037</td>\n",
       "      <td>2154</td>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4250</td>\n",
       "      <td>2128</td>\n",
       "      <td>16487</td>\n",
       "      <td>2791</td>\n",
       "      <td>16</td>\n",
       "      <td>819</td>\n",
       "      <td>33924</td>\n",
       "      <td>9</td>\n",
       "      <td>947</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33985</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>3483</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002645</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.675204e-03</td>\n",
       "      <td>0.002333</td>\n",
       "      <td>0.002157</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.011295</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.096154</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>23</td>\n",
       "      <td>113</td>\n",
       "      <td>5882</td>\n",
       "      <td>19989</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>3251</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2021</td>\n",
       "      <td>3361</td>\n",
       "      <td>525</td>\n",
       "      <td>4</td>\n",
       "      <td>278</td>\n",
       "      <td>13114</td>\n",
       "      <td>9</td>\n",
       "      <td>259</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33625</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10931</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.001221</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.061381e-03</td>\n",
       "      <td>0.017618</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.003633</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>3436</td>\n",
       "      <td>1955</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>6059</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>113</td>\n",
       "      <td>33918</td>\n",
       "      <td>1744</td>\n",
       "      <td>2</td>\n",
       "      <td>1120</td>\n",
       "      <td>3193</td>\n",
       "      <td>8</td>\n",
       "      <td>911</td>\n",
       "      <td>821</td>\n",
       "      <td>2</td>\n",
       "      <td>33386</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9629</td>\n",
       "      <td>41</td>\n",
       "      <td>6485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.014388</td>\n",
       "      <td>4.096195e-03</td>\n",
       "      <td>0.010497</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000474</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>8</td>\n",
       "      <td>113</td>\n",
       "      <td>39902</td>\n",
       "      <td>14082</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>1980</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>3479</td>\n",
       "      <td>1889</td>\n",
       "      <td>12053</td>\n",
       "      <td>1392</td>\n",
       "      <td>17</td>\n",
       "      <td>4220</td>\n",
       "      <td>28042</td>\n",
       "      <td>0</td>\n",
       "      <td>937</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13123</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.000137</td>\n",
       "      <td>0.040767</td>\n",
       "      <td>6.762283e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004918</td>\n",
       "      <td>0.010110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002592</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>35496</td>\n",
       "      <td>9570</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>1758</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4741</td>\n",
       "      <td>1075</td>\n",
       "      <td>4610</td>\n",
       "      <td>1573</td>\n",
       "      <td>2</td>\n",
       "      <td>1361</td>\n",
       "      <td>25134</td>\n",
       "      <td>1</td>\n",
       "      <td>1061</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28871</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>12016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.555167e-03</td>\n",
       "      <td>0.005157</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.005773</td>\n",
       "      <td>0.005608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>192</td>\n",
       "      <td>125</td>\n",
       "      <td>35651</td>\n",
       "      <td>19188</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>4827</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>6436</td>\n",
       "      <td>3405</td>\n",
       "      <td>36115</td>\n",
       "      <td>1451</td>\n",
       "      <td>2</td>\n",
       "      <td>2322</td>\n",
       "      <td>18076</td>\n",
       "      <td>8</td>\n",
       "      <td>2301</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2818</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.000244</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.402966e-03</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>192</td>\n",
       "      <td>21</td>\n",
       "      <td>17115</td>\n",
       "      <td>17470</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>5535</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1373</td>\n",
       "      <td>736</td>\n",
       "      <td>29283</td>\n",
       "      <td>1116</td>\n",
       "      <td>9</td>\n",
       "      <td>2924</td>\n",
       "      <td>3529</td>\n",
       "      <td>0</td>\n",
       "      <td>911</td>\n",
       "      <td>877</td>\n",
       "      <td>2</td>\n",
       "      <td>29427</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3041</td>\n",
       "      <td>41</td>\n",
       "      <td>2681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.038369</td>\n",
       "      <td>8.890788e-04</td>\n",
       "      <td>0.005709</td>\n",
       "      <td>0.004769</td>\n",
       "      <td>0.006842</td>\n",
       "      <td>0.072032</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.144231</td>\n",
       "      <td>0.002028</td>\n",
       "      <td>0.002440</td>\n",
       "      <td>300</td>\n",
       "      <td>289</td>\n",
       "      <td>28979</td>\n",
       "      <td>336</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>1965</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>4908</td>\n",
       "      <td>2957</td>\n",
       "      <td>6384</td>\n",
       "      <td>1465</td>\n",
       "      <td>2</td>\n",
       "      <td>3402</td>\n",
       "      <td>26634</td>\n",
       "      <td>3</td>\n",
       "      <td>328</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>19025</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7444</td>\n",
       "      <td>31</td>\n",
       "      <td>7640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001188</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>4.128358e-03</td>\n",
       "      <td>0.010436</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000641</td>\n",
       "      <td>0.001896</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>229</td>\n",
       "      <td>113</td>\n",
       "      <td>40911</td>\n",
       "      <td>4829</td>\n",
       "      <td>59</td>\n",
       "      <td>5</td>\n",
       "      <td>5737</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7890</td>\n",
       "      <td>1967</td>\n",
       "      <td>13445</td>\n",
       "      <td>2324</td>\n",
       "      <td>2</td>\n",
       "      <td>3349</td>\n",
       "      <td>32040</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26518</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004319</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.035971</td>\n",
       "      <td>2.475981e-03</td>\n",
       "      <td>0.005218</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.003849</td>\n",
       "      <td>0.018166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002287</td>\n",
       "      <td>229</td>\n",
       "      <td>40</td>\n",
       "      <td>16255</td>\n",
       "      <td>9058</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "      <td>849</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>8406</td>\n",
       "      <td>1852</td>\n",
       "      <td>36086</td>\n",
       "      <td>1649</td>\n",
       "      <td>17</td>\n",
       "      <td>4178</td>\n",
       "      <td>10441</td>\n",
       "      <td>9</td>\n",
       "      <td>2212</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37023</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1884</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0.005396</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.031175</td>\n",
       "      <td>1.286522e-04</td>\n",
       "      <td>0.001719</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.007483</td>\n",
       "      <td>0.002133</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001982</td>\n",
       "      <td>8</td>\n",
       "      <td>282</td>\n",
       "      <td>26293</td>\n",
       "      <td>2036</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>6533</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>157</td>\n",
       "      <td>3420</td>\n",
       "      <td>3917</td>\n",
       "      <td>586</td>\n",
       "      <td>9</td>\n",
       "      <td>3071</td>\n",
       "      <td>19136</td>\n",
       "      <td>9</td>\n",
       "      <td>1145</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7115</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8267</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99970</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.179107e-03</td>\n",
       "      <td>0.004788</td>\n",
       "      <td>0.001590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004739</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "      <td>21124</td>\n",
       "      <td>4297</td>\n",
       "      <td>98</td>\n",
       "      <td>2</td>\n",
       "      <td>3472</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>9274</td>\n",
       "      <td>1135</td>\n",
       "      <td>20426</td>\n",
       "      <td>915</td>\n",
       "      <td>2</td>\n",
       "      <td>4123</td>\n",
       "      <td>30112</td>\n",
       "      <td>3</td>\n",
       "      <td>2037</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>30410</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5306</td>\n",
       "      <td>36</td>\n",
       "      <td>1049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.345066</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.756834e-05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>113</td>\n",
       "      <td>1912</td>\n",
       "      <td>25022</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>2588</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2190</td>\n",
       "      <td>27537</td>\n",
       "      <td>1755</td>\n",
       "      <td>2</td>\n",
       "      <td>2119</td>\n",
       "      <td>15215</td>\n",
       "      <td>5</td>\n",
       "      <td>263</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9015</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>5967</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000809</td>\n",
       "      <td>0.103118</td>\n",
       "      <td>4.135250e-05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009194</td>\n",
       "      <td>0.003396</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006557</td>\n",
       "      <td>229</td>\n",
       "      <td>8</td>\n",
       "      <td>29826</td>\n",
       "      <td>21474</td>\n",
       "      <td>59</td>\n",
       "      <td>5</td>\n",
       "      <td>5571</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>2762</td>\n",
       "      <td>415</td>\n",
       "      <td>168</td>\n",
       "      <td>17</td>\n",
       "      <td>719</td>\n",
       "      <td>20097</td>\n",
       "      <td>1</td>\n",
       "      <td>1506</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>26415</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>10493</td>\n",
       "      <td>30</td>\n",
       "      <td>7710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>0</td>\n",
       "      <td>0.019784</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.271796e-04</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.021120</td>\n",
       "      <td>0.002993</td>\n",
       "      <td>0.016112</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.067308</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>1</td>\n",
       "      <td>42817</td>\n",
       "      <td>13948</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>448</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7398</td>\n",
       "      <td>1135</td>\n",
       "      <td>29110</td>\n",
       "      <td>915</td>\n",
       "      <td>20</td>\n",
       "      <td>3212</td>\n",
       "      <td>1912</td>\n",
       "      <td>3</td>\n",
       "      <td>1904</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32494</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003077</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>1.531191e-02</td>\n",
       "      <td>0.005893</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.007582</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>390</td>\n",
       "      <td>459</td>\n",
       "      <td>2064</td>\n",
       "      <td>5754</td>\n",
       "      <td>51</td>\n",
       "      <td>5</td>\n",
       "      <td>1373</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5594</td>\n",
       "      <td>3419</td>\n",
       "      <td>38577</td>\n",
       "      <td>1449</td>\n",
       "      <td>7</td>\n",
       "      <td>3995</td>\n",
       "      <td>31751</td>\n",
       "      <td>0</td>\n",
       "      <td>2315</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10659</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2412</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>1</td>\n",
       "      <td>0.010791</td>\n",
       "      <td>0.004751</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.019185</td>\n",
       "      <td>5.743403e-07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001135</td>\n",
       "      <td>0.001283</td>\n",
       "      <td>0.003712</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.028846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>469</td>\n",
       "      <td>42156</td>\n",
       "      <td>4928</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>4504</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>10860</td>\n",
       "      <td>3457</td>\n",
       "      <td>9841</td>\n",
       "      <td>2676</td>\n",
       "      <td>2</td>\n",
       "      <td>3757</td>\n",
       "      <td>10756</td>\n",
       "      <td>9</td>\n",
       "      <td>776</td>\n",
       "      <td>275</td>\n",
       "      <td>3</td>\n",
       "      <td>34989</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8823</td>\n",
       "      <td>31</td>\n",
       "      <td>5494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>0</td>\n",
       "      <td>0.012590</td>\n",
       "      <td>0.003077</td>\n",
       "      <td>0.000198</td>\n",
       "      <td>0.016787</td>\n",
       "      <td>2.067625e-05</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>0.001710</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>229</td>\n",
       "      <td>21</td>\n",
       "      <td>440</td>\n",
       "      <td>18897</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>7196</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>6585</td>\n",
       "      <td>2596</td>\n",
       "      <td>33104</td>\n",
       "      <td>1709</td>\n",
       "      <td>17</td>\n",
       "      <td>1696</td>\n",
       "      <td>20867</td>\n",
       "      <td>9</td>\n",
       "      <td>911</td>\n",
       "      <td>567</td>\n",
       "      <td>3</td>\n",
       "      <td>6391</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3041</td>\n",
       "      <td>41</td>\n",
       "      <td>2681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029907</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>5.096696e-03</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.002839</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.002290</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>113</td>\n",
       "      <td>21</td>\n",
       "      <td>42757</td>\n",
       "      <td>20052</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>6266</td>\n",
       "      <td>194</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>1842</td>\n",
       "      <td>13955</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>1120</td>\n",
       "      <td>17173</td>\n",
       "      <td>9</td>\n",
       "      <td>911</td>\n",
       "      <td>194</td>\n",
       "      <td>3</td>\n",
       "      <td>3891</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8169</td>\n",
       "      <td>41</td>\n",
       "      <td>2107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>1</td>\n",
       "      <td>0.008993</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000885</td>\n",
       "      <td>0.031175</td>\n",
       "      <td>1.148681e-06</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.000568</td>\n",
       "      <td>0.003849</td>\n",
       "      <td>0.001027</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000915</td>\n",
       "      <td>229</td>\n",
       "      <td>78</td>\n",
       "      <td>15302</td>\n",
       "      <td>21988</td>\n",
       "      <td>51</td>\n",
       "      <td>5</td>\n",
       "      <td>4962</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>5169</td>\n",
       "      <td>1083</td>\n",
       "      <td>35587</td>\n",
       "      <td>1287</td>\n",
       "      <td>2</td>\n",
       "      <td>310</td>\n",
       "      <td>12361</td>\n",
       "      <td>9</td>\n",
       "      <td>1363</td>\n",
       "      <td>194</td>\n",
       "      <td>3</td>\n",
       "      <td>540</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3041</td>\n",
       "      <td>36</td>\n",
       "      <td>2681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.438649e-03</td>\n",
       "      <td>0.001228</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.001069</td>\n",
       "      <td>0.008688</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>235</td>\n",
       "      <td>180</td>\n",
       "      <td>20929</td>\n",
       "      <td>13162</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>5286</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>9129</td>\n",
       "      <td>2781</td>\n",
       "      <td>12761</td>\n",
       "      <td>1758</td>\n",
       "      <td>2</td>\n",
       "      <td>329</td>\n",
       "      <td>16780</td>\n",
       "      <td>9</td>\n",
       "      <td>1908</td>\n",
       "      <td>416</td>\n",
       "      <td>2</td>\n",
       "      <td>1236</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3041</td>\n",
       "      <td>30</td>\n",
       "      <td>2681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.049881</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000641</td>\n",
       "      <td>0.002212</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>8</td>\n",
       "      <td>113</td>\n",
       "      <td>37101</td>\n",
       "      <td>10459</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>4096</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2505</td>\n",
       "      <td>593</td>\n",
       "      <td>26385</td>\n",
       "      <td>656</td>\n",
       "      <td>2</td>\n",
       "      <td>3537</td>\n",
       "      <td>33677</td>\n",
       "      <td>2</td>\n",
       "      <td>1980</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36829</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>8663</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>0</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.497733e-04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001930</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.018166</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.096154</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76</td>\n",
       "      <td>113</td>\n",
       "      <td>9687</td>\n",
       "      <td>10465</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>6059</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>113</td>\n",
       "      <td>11179</td>\n",
       "      <td>1744</td>\n",
       "      <td>17</td>\n",
       "      <td>3732</td>\n",
       "      <td>15309</td>\n",
       "      <td>8</td>\n",
       "      <td>334</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28972</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1380</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>2.657358e-02</td>\n",
       "      <td>0.096931</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001283</td>\n",
       "      <td>0.010900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>8</td>\n",
       "      <td>250</td>\n",
       "      <td>20039</td>\n",
       "      <td>15215</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>2565</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>7839</td>\n",
       "      <td>714</td>\n",
       "      <td>40586</td>\n",
       "      <td>2590</td>\n",
       "      <td>17</td>\n",
       "      <td>1567</td>\n",
       "      <td>26977</td>\n",
       "      <td>9</td>\n",
       "      <td>2422</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>23074</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2444</td>\n",
       "      <td>41</td>\n",
       "      <td>5233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>0</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>2.975083e-04</td>\n",
       "      <td>0.000737</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.007898</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>8</td>\n",
       "      <td>113</td>\n",
       "      <td>36395</td>\n",
       "      <td>4133</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>5272</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>10661</td>\n",
       "      <td>1808</td>\n",
       "      <td>15412</td>\n",
       "      <td>1266</td>\n",
       "      <td>17</td>\n",
       "      <td>3759</td>\n",
       "      <td>11655</td>\n",
       "      <td>9</td>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10244</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5275</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000702</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.031175</td>\n",
       "      <td>1.045299e-03</td>\n",
       "      <td>0.004972</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>0.002993</td>\n",
       "      <td>0.005292</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002135</td>\n",
       "      <td>8</td>\n",
       "      <td>291</td>\n",
       "      <td>36707</td>\n",
       "      <td>374</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>4324</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5674</td>\n",
       "      <td>972</td>\n",
       "      <td>18191</td>\n",
       "      <td>1274</td>\n",
       "      <td>2</td>\n",
       "      <td>1614</td>\n",
       "      <td>28145</td>\n",
       "      <td>9</td>\n",
       "      <td>1228</td>\n",
       "      <td>761</td>\n",
       "      <td>2</td>\n",
       "      <td>29460</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>6252</td>\n",
       "      <td>6</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016681</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>1.833294e-03</td>\n",
       "      <td>0.003990</td>\n",
       "      <td>0.001930</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.007740</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>229</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>5</td>\n",
       "      <td>4413</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>10800</td>\n",
       "      <td>2209</td>\n",
       "      <td>0</td>\n",
       "      <td>2734</td>\n",
       "      <td>4</td>\n",
       "      <td>408</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1351</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000748</td>\n",
       "      <td>0.014388</td>\n",
       "      <td>6.951241e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010263</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004575</td>\n",
       "      <td>8</td>\n",
       "      <td>277</td>\n",
       "      <td>41271</td>\n",
       "      <td>18333</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3911</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>7063</td>\n",
       "      <td>3116</td>\n",
       "      <td>40059</td>\n",
       "      <td>2294</td>\n",
       "      <td>17</td>\n",
       "      <td>2840</td>\n",
       "      <td>26294</td>\n",
       "      <td>1</td>\n",
       "      <td>2404</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30421</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>6333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000778</td>\n",
       "      <td>0.059952</td>\n",
       "      <td>2.660344e-03</td>\n",
       "      <td>0.003622</td>\n",
       "      <td>0.003179</td>\n",
       "      <td>0.005345</td>\n",
       "      <td>0.004660</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003812</td>\n",
       "      <td>39</td>\n",
       "      <td>289</td>\n",
       "      <td>36277</td>\n",
       "      <td>6907</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>2279</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4908</td>\n",
       "      <td>2957</td>\n",
       "      <td>36176</td>\n",
       "      <td>1465</td>\n",
       "      <td>2</td>\n",
       "      <td>3402</td>\n",
       "      <td>139</td>\n",
       "      <td>9</td>\n",
       "      <td>328</td>\n",
       "      <td>822</td>\n",
       "      <td>2</td>\n",
       "      <td>14712</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8669</td>\n",
       "      <td>1</td>\n",
       "      <td>2361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>0</td>\n",
       "      <td>0.003597</td>\n",
       "      <td>0.000864</td>\n",
       "      <td>0.001831</td>\n",
       "      <td>0.069544</td>\n",
       "      <td>8.615105e-06</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.001476</td>\n",
       "      <td>0.006414</td>\n",
       "      <td>0.025985</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004422</td>\n",
       "      <td>229</td>\n",
       "      <td>487</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>1531</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>7183</td>\n",
       "      <td>2146</td>\n",
       "      <td>0</td>\n",
       "      <td>2697</td>\n",
       "      <td>2</td>\n",
       "      <td>4310</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2084</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>3123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>3.174953e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001283</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>63</td>\n",
       "      <td>395</td>\n",
       "      <td>19439</td>\n",
       "      <td>11587</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>6452</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>10198</td>\n",
       "      <td>327</td>\n",
       "      <td>26923</td>\n",
       "      <td>849</td>\n",
       "      <td>9</td>\n",
       "      <td>3361</td>\n",
       "      <td>21631</td>\n",
       "      <td>0</td>\n",
       "      <td>440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11280</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4268</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>1</td>\n",
       "      <td>0.005396</td>\n",
       "      <td>0.006208</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.007194</td>\n",
       "      <td>5.743403e-07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.003207</td>\n",
       "      <td>0.001264</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300</td>\n",
       "      <td>17</td>\n",
       "      <td>24942</td>\n",
       "      <td>24172</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>6861</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>8533</td>\n",
       "      <td>648</td>\n",
       "      <td>28208</td>\n",
       "      <td>2531</td>\n",
       "      <td>17</td>\n",
       "      <td>3898</td>\n",
       "      <td>25384</td>\n",
       "      <td>0</td>\n",
       "      <td>1841</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>648</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.001068</td>\n",
       "      <td>0.011990</td>\n",
       "      <td>2.143438e-03</td>\n",
       "      <td>0.008471</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.001924</td>\n",
       "      <td>0.002606</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000762</td>\n",
       "      <td>327</td>\n",
       "      <td>78</td>\n",
       "      <td>43158</td>\n",
       "      <td>24611</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>2231</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3634</td>\n",
       "      <td>3396</td>\n",
       "      <td>639</td>\n",
       "      <td>2060</td>\n",
       "      <td>2</td>\n",
       "      <td>310</td>\n",
       "      <td>6551</td>\n",
       "      <td>4</td>\n",
       "      <td>1363</td>\n",
       "      <td>651</td>\n",
       "      <td>3</td>\n",
       "      <td>15364</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>6787</td>\n",
       "      <td>22</td>\n",
       "      <td>1961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.810895e-03</td>\n",
       "      <td>0.004052</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.000641</td>\n",
       "      <td>0.011216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>250</td>\n",
       "      <td>204</td>\n",
       "      <td>26690</td>\n",
       "      <td>15424</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>2984</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2415</td>\n",
       "      <td>157</td>\n",
       "      <td>16446</td>\n",
       "      <td>2740</td>\n",
       "      <td>12</td>\n",
       "      <td>1606</td>\n",
       "      <td>6120</td>\n",
       "      <td>9</td>\n",
       "      <td>1407</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>30835</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7946</td>\n",
       "      <td>10</td>\n",
       "      <td>7425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>0</td>\n",
       "      <td>0.025180</td>\n",
       "      <td>0.001242</td>\n",
       "      <td>0.000595</td>\n",
       "      <td>0.035971</td>\n",
       "      <td>4.841689e-04</td>\n",
       "      <td>0.005832</td>\n",
       "      <td>0.001590</td>\n",
       "      <td>0.007270</td>\n",
       "      <td>0.003633</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005489</td>\n",
       "      <td>8</td>\n",
       "      <td>458</td>\n",
       "      <td>3296</td>\n",
       "      <td>9694</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>4811</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>6654</td>\n",
       "      <td>3401</td>\n",
       "      <td>28383</td>\n",
       "      <td>2561</td>\n",
       "      <td>4</td>\n",
       "      <td>914</td>\n",
       "      <td>25865</td>\n",
       "      <td>9</td>\n",
       "      <td>688</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>28150</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3041</td>\n",
       "      <td>1</td>\n",
       "      <td>8311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.004796</td>\n",
       "      <td>1.425513e-03</td>\n",
       "      <td>0.003192</td>\n",
       "      <td>0.000568</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>0.015165</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019231</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>8</td>\n",
       "      <td>204</td>\n",
       "      <td>23463</td>\n",
       "      <td>24250</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>7245</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7421</td>\n",
       "      <td>2288</td>\n",
       "      <td>10426</td>\n",
       "      <td>1225</td>\n",
       "      <td>2</td>\n",
       "      <td>4444</td>\n",
       "      <td>29043</td>\n",
       "      <td>9</td>\n",
       "      <td>314</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>13508</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7412</td>\n",
       "      <td>10</td>\n",
       "      <td>7762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>0</td>\n",
       "      <td>0.001799</td>\n",
       "      <td>0.003347</td>\n",
       "      <td>0.000565</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.743403e-07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000454</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001817</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.028846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>283</td>\n",
       "      <td>40291</td>\n",
       "      <td>23670</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>1113</td>\n",
       "      <td>143</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>1130</td>\n",
       "      <td>34676</td>\n",
       "      <td>1640</td>\n",
       "      <td>4</td>\n",
       "      <td>3223</td>\n",
       "      <td>5720</td>\n",
       "      <td>9</td>\n",
       "      <td>560</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>5553</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3818</td>\n",
       "      <td>12</td>\n",
       "      <td>4183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.943037e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000641</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>229</td>\n",
       "      <td>471</td>\n",
       "      <td>19101</td>\n",
       "      <td>6423</td>\n",
       "      <td>59</td>\n",
       "      <td>10</td>\n",
       "      <td>4762</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>8180</td>\n",
       "      <td>1582</td>\n",
       "      <td>15920</td>\n",
       "      <td>1768</td>\n",
       "      <td>4</td>\n",
       "      <td>1766</td>\n",
       "      <td>27298</td>\n",
       "      <td>9</td>\n",
       "      <td>1727</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>14512</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3233</td>\n",
       "      <td>43</td>\n",
       "      <td>4215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>0</td>\n",
       "      <td>0.017986</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.062350</td>\n",
       "      <td>2.768320e-04</td>\n",
       "      <td>0.003683</td>\n",
       "      <td>0.001135</td>\n",
       "      <td>0.002352</td>\n",
       "      <td>0.004739</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.009615</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.008997</td>\n",
       "      <td>300</td>\n",
       "      <td>405</td>\n",
       "      <td>30268</td>\n",
       "      <td>7466</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>726</td>\n",
       "      <td>210</td>\n",
       "      <td>2</td>\n",
       "      <td>2505</td>\n",
       "      <td>3161</td>\n",
       "      <td>22761</td>\n",
       "      <td>1189</td>\n",
       "      <td>17</td>\n",
       "      <td>4473</td>\n",
       "      <td>6659</td>\n",
       "      <td>0</td>\n",
       "      <td>1648</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>12138</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2271</td>\n",
       "      <td>2</td>\n",
       "      <td>8780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021162</td>\n",
       "      <td>0.000656</td>\n",
       "      <td>0.009592</td>\n",
       "      <td>1.983570e-01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000610</td>\n",
       "      <td>17</td>\n",
       "      <td>330</td>\n",
       "      <td>38421</td>\n",
       "      <td>1518</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>5637</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>3951</td>\n",
       "      <td>648</td>\n",
       "      <td>23871</td>\n",
       "      <td>2531</td>\n",
       "      <td>19</td>\n",
       "      <td>4905</td>\n",
       "      <td>14717</td>\n",
       "      <td>9</td>\n",
       "      <td>302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32886</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6918</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>0.002090</td>\n",
       "      <td>0.045564</td>\n",
       "      <td>5.458530e-03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004704</td>\n",
       "      <td>0.001738</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003355</td>\n",
       "      <td>8</td>\n",
       "      <td>115</td>\n",
       "      <td>37895</td>\n",
       "      <td>12867</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>4828</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>2113</td>\n",
       "      <td>1617</td>\n",
       "      <td>18978</td>\n",
       "      <td>2201</td>\n",
       "      <td>2</td>\n",
       "      <td>4857</td>\n",
       "      <td>13005</td>\n",
       "      <td>9</td>\n",
       "      <td>882</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>2322</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>9792</td>\n",
       "      <td>1</td>\n",
       "      <td>5699</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       label        I1        I2        I3        I4            I5        I6  \\\n",
       "0          0  0.001799  0.000162  0.000076  0.000000  7.937383e-04  0.000246   \n",
       "1          0  0.003597  0.000108  0.000671  0.002398  5.858271e-05  0.000491   \n",
       "2          0  0.003597  0.000108  0.000015  0.033573  4.405190e-04  0.005463   \n",
       "3          0  0.000000  0.048316  0.000000  0.000000  2.522503e-03  0.000000   \n",
       "4          0  0.005396  0.000054  0.000000  0.000000  1.148681e-06  0.000000   \n",
       "5          0  0.000000  0.000054  0.000000  0.000000  7.365340e-03  0.000000   \n",
       "6          0  0.000000  0.000162  0.000031  0.000000  1.819510e-03  0.000000   \n",
       "7          1  0.001799  0.000324  0.000031  0.000000  0.000000e+00  0.000000   \n",
       "8          0  0.000000  0.002483  0.000061  0.019185  1.091821e-02  0.015285   \n",
       "9          0  0.000000  0.001997  0.000000  0.002398  1.937652e-02  0.001289   \n",
       "10         0  0.000000  0.000216  0.009644  0.000000  3.260530e-02  0.000000   \n",
       "11         0  0.000000  0.000432  0.000092  0.014388  2.417973e-04  0.006691   \n",
       "12         1  0.000000  0.000054  0.000000  0.000000  8.414086e-04  0.000000   \n",
       "13         1  0.000000  0.000216  0.000168  0.011990  5.893880e-03  0.002087   \n",
       "14         0  0.000000  0.002861  0.001282  0.009592  2.086578e-03  0.001596   \n",
       "15         0  0.000000  0.000216  0.000015  0.043165  1.163326e-02  0.000000   \n",
       "16         1  0.001799  0.053390  0.000000  0.004796  6.030573e-05  0.000123   \n",
       "17         0  0.000000  0.000162  0.000000  0.000000  9.532326e-03  0.034193   \n",
       "18         0  0.000000  0.001404  0.000061  0.004796  1.180844e-03  0.000737   \n",
       "19         0  0.012590  0.005614  0.000000  0.007194  4.479854e-04  0.000921   \n",
       "20         1  0.000000  0.002645  0.000000  0.000000  3.675204e-03  0.002333   \n",
       "21         0  0.000000  0.000162  0.001221  0.000000  1.061381e-03  0.017618   \n",
       "22         0  0.000000  0.000108  0.000214  0.014388  4.096195e-03  0.010497   \n",
       "23         0  0.000000  0.000594  0.000137  0.040767  6.762283e-03  0.000000   \n",
       "24         0  0.000000  0.000162  0.000031  0.000000  3.555167e-03  0.005157   \n",
       "25         0  0.000000  0.000324  0.000244  0.000000  3.402966e-03  0.000123   \n",
       "26         1  0.000000  0.000162  0.000305  0.038369  8.890788e-04  0.005709   \n",
       "27         1  0.000000  0.001188  0.000031  0.004796  4.128358e-03  0.010436   \n",
       "28         1  0.000000  0.004319  0.000031  0.035971  2.475981e-03  0.005218   \n",
       "29         1  0.005396  0.000108  0.000061  0.031175  1.286522e-04  0.001719   \n",
       "...      ...       ...       ...       ...       ...           ...       ...   \n",
       "99970      0  0.000000  0.000270  0.000000  0.000000  9.179107e-03  0.004788   \n",
       "99971      0  0.000000  0.345066  0.000000  0.000000  2.756834e-05  0.000000   \n",
       "99972      0  0.000000  0.000162  0.000809  0.103118  4.135250e-05  0.000000   \n",
       "99973      0  0.019784  0.000270  0.000000  0.000000  6.271796e-04  0.000123   \n",
       "99974      0  0.000000  0.003077  0.000031  0.004796  1.531191e-02  0.005893   \n",
       "99975      1  0.010791  0.004751  0.000046  0.019185  5.743403e-07  0.000000   \n",
       "99976      0  0.012590  0.003077  0.000198  0.016787  2.067625e-05  0.000123   \n",
       "99977      0  0.000000  0.029907  0.000015  0.002398  5.096696e-03  0.001780   \n",
       "99978      1  0.008993  0.000162  0.000885  0.031175  1.148681e-06  0.000368   \n",
       "99979      0  0.000000  0.000054  0.000000  0.000000  2.438649e-03  0.001228   \n",
       "99980      0  0.000000  0.049881  0.000015  0.002398  0.000000e+00  0.000000   \n",
       "99981      0  0.001799  0.000054  0.000000  0.000000  3.497733e-04  0.000000   \n",
       "99982      0  0.000000  0.000108  0.000107  0.002398  2.657358e-02  0.096931   \n",
       "99983      0  0.003597  0.000162  0.000031  0.004796  2.975083e-04  0.000737   \n",
       "99984      0  0.000000  0.000702  0.000504  0.031175  1.045299e-03  0.004972   \n",
       "99985      0  0.000000  0.016681  0.000000  0.002398  1.833294e-03  0.003990   \n",
       "99986      0  0.000000  0.000108  0.000748  0.014388  6.951241e-03  0.000000   \n",
       "99987      1  0.000000  0.000108  0.000778  0.059952  2.660344e-03  0.003622   \n",
       "99988      0  0.003597  0.000864  0.001831  0.069544  8.615105e-06  0.001780   \n",
       "99989      0  0.000000  0.000216  0.000046  0.004796  3.174953e-02  0.000000   \n",
       "99990      1  0.005396  0.006208  0.000015  0.007194  5.743403e-07  0.000000   \n",
       "99991      0  0.000000  0.000108  0.001068  0.011990  2.143438e-03  0.008471   \n",
       "99992      0  0.000000  0.000108  0.000015  0.000000  1.810895e-03  0.004052   \n",
       "99993      0  0.025180  0.001242  0.000595  0.035971  4.841689e-04  0.005832   \n",
       "99994      0  0.000000  0.000162  0.000122  0.004796  1.425513e-03  0.003192   \n",
       "99995      0  0.001799  0.003347  0.000565  0.000000  5.743403e-07  0.000000   \n",
       "99996      1  0.000000  0.000108  0.000183  0.000000  9.943037e-02  0.000000   \n",
       "99997      0  0.017986  0.000216  0.000015  0.062350  2.768320e-04  0.003683   \n",
       "99998      0  0.000000  0.021162  0.000656  0.009592  1.983570e-01  0.000000   \n",
       "99999      0  0.000000  0.000054  0.002090  0.045564  5.458530e-03  0.000000   \n",
       "\n",
       "             I7        I8        I9       I10       I11       I12       I13  \\\n",
       "0      0.001703  0.000428  0.014296  0.166667  0.019231  0.000000  0.000305   \n",
       "1      0.000227  0.000428  0.000316  0.166667  0.009615  0.000000  0.000610   \n",
       "2      0.000454  0.000428  0.019351  0.166667  0.028846  0.006085  0.006862   \n",
       "3      0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "4      0.000341  0.000000  0.000000  0.166667  0.009615  0.000000  0.000000   \n",
       "5      0.000000  0.000000  0.000474  0.000000  0.000000  0.000000  0.000000   \n",
       "6      0.000000  0.000214  0.000158  0.000000  0.000000  0.000000  0.000000   \n",
       "7      0.000114  0.000000  0.000000  0.166667  0.009615  0.000000  0.000000   \n",
       "8      0.003179  0.006628  0.011137  0.000000  0.009615  0.000000  0.001220   \n",
       "9      0.000114  0.000428  0.000237  0.000000  0.009615  0.000000  0.000152   \n",
       "10     0.000000  0.001069  0.005134  0.000000  0.000000  0.000000  0.000305   \n",
       "11     0.000114  0.001497  0.008451  0.000000  0.009615  0.000000  0.000915   \n",
       "12     0.001930  0.000000  0.000316  0.000000  0.038462  0.000000  0.000000   \n",
       "13     0.000227  0.000855  0.000395  0.000000  0.009615  0.000000  0.000762   \n",
       "14     0.000114  0.000855  0.000632  0.000000  0.009615  0.000000  0.000610   \n",
       "15     0.000000  0.000214  0.103151  0.000000  0.000000  0.000000  0.003050   \n",
       "16     0.000114  0.000428  0.000158  0.166667  0.009615  0.000000  0.000305   \n",
       "17     0.000341  0.001069  0.009715  0.000000  0.009615  0.000000  0.000152   \n",
       "18     0.000681  0.002138  0.006556  0.000000  0.009615  0.000000  0.000305   \n",
       "19     0.000795  0.003207  0.001185  0.166667  0.009615  0.000000  0.000457   \n",
       "20     0.002157  0.002138  0.011295  0.000000  0.096154  0.000000  0.000915   \n",
       "21     0.000114  0.000855  0.003633  0.000000  0.009615  0.000000  0.000610   \n",
       "22     0.000227  0.000428  0.000474  0.000000  0.009615  0.000000  0.000915   \n",
       "23     0.000000  0.004918  0.010110  0.000000  0.000000  0.000000  0.002592   \n",
       "24     0.000114  0.005773  0.005608  0.000000  0.009615  0.000000  0.000000   \n",
       "25     0.000227  0.000000  0.000000  0.000000  0.009615  0.000000  0.000000   \n",
       "26     0.004769  0.006842  0.072032  0.000000  0.144231  0.002028  0.002440   \n",
       "27     0.000227  0.000641  0.001896  0.000000  0.019231  0.000000  0.000305   \n",
       "28     0.000454  0.003849  0.018166  0.000000  0.028846  0.000000  0.002287   \n",
       "29     0.000341  0.007483  0.002133  0.166667  0.009615  0.000000  0.001982   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "99970  0.001590  0.000000  0.004739  0.000000  0.000000  0.000000  0.000000   \n",
       "99971  0.000000  0.000428  0.000395  0.000000  0.000000  0.000000  0.000000   \n",
       "99972  0.000000  0.009194  0.003396  0.000000  0.000000  0.000000  0.006557   \n",
       "99973  0.021120  0.002993  0.016112  0.166667  0.067308  0.000000  0.000000   \n",
       "99974  0.000227  0.000428  0.007582  0.000000  0.009615  0.000000  0.000305   \n",
       "99975  0.001135  0.001283  0.003712  0.333333  0.028846  0.000000  0.000000   \n",
       "99976  0.000795  0.001710  0.000632  0.333333  0.019231  0.000000  0.000305   \n",
       "99977  0.002839  0.000214  0.002290  0.000000  0.009615  0.000000  0.000152   \n",
       "99978  0.000568  0.003849  0.001027  0.166667  0.009615  0.000000  0.000915   \n",
       "99979  0.000681  0.001069  0.008688  0.000000  0.019231  0.000000  0.000000   \n",
       "99980  0.000000  0.000641  0.002212  0.000000  0.000000  0.000000  0.000152   \n",
       "99981  0.001930  0.000428  0.018166  0.166667  0.096154  0.000000  0.000000   \n",
       "99982  0.000000  0.001283  0.010900  0.000000  0.000000  0.000000  0.000305   \n",
       "99983  0.000454  0.000855  0.007898  0.166667  0.019231  0.000000  0.000305   \n",
       "99984  0.000114  0.002993  0.005292  0.000000  0.009615  0.000000  0.002135   \n",
       "99985  0.001930  0.002138  0.007740  0.000000  0.028846  0.000000  0.000152   \n",
       "99986  0.000000  0.010263  0.000000  0.000000  0.000000  0.000000  0.004575   \n",
       "99987  0.003179  0.005345  0.004660  0.000000  0.009615  0.000000  0.003812   \n",
       "99988  0.001476  0.006414  0.025985  0.166667  0.019231  0.000000  0.004422   \n",
       "99989  0.000000  0.001283  0.000000  0.000000  0.000000  0.000000  0.000305   \n",
       "99990  0.000341  0.003207  0.001264  0.333333  0.019231  0.000000  0.000000   \n",
       "99991  0.000681  0.001924  0.002606  0.000000  0.019231  0.000000  0.000762   \n",
       "99992  0.000341  0.000641  0.011216  0.000000  0.009615  0.000000  0.000000   \n",
       "99993  0.001590  0.007270  0.003633  0.166667  0.009615  0.000000  0.005489   \n",
       "99994  0.000568  0.002138  0.015165  0.000000  0.019231  0.000000  0.000305   \n",
       "99995  0.000454  0.000000  0.001817  0.166667  0.028846  0.000000  0.000000   \n",
       "99996  0.000000  0.000641  0.000790  0.000000  0.000000  0.000000  0.000000   \n",
       "99997  0.001135  0.002352  0.004739  0.166667  0.009615  0.000000  0.008997   \n",
       "99998  0.000000  0.000855  0.000316  0.000000  0.000000  0.000000  0.000610   \n",
       "99999  0.000000  0.004704  0.001738  0.000000  0.000000  0.000000  0.003355   \n",
       "\n",
       "        C1   C2     C3     C4   C5  C6    C7   C8  C9    C10   C11    C12  \\\n",
       "0      229  250  43140  12137   23   5  6591   27   2   7231  2691   8957   \n",
       "1      229  471  19101   6423   23  11  4407    8   2   1804  1162  15920   \n",
       "2       74   22    489  19188   23   5  5941    8   2   2505  1396  23282   \n",
       "3      229   87  29109   4556   23  11  1449    8   2  10355  3420  26353   \n",
       "4      300  348  34237  24514   23   1  5210    8   2   3530  3430  16684   \n",
       "5        8  210   6756   8339   51   4  2588    8   2   2505  2190  30745   \n",
       "6      135  344  32875  20816   51  11  2342    8   2   2505  2486   3275   \n",
       "7      229   87  13772  22531  137   1  1770   27   2   3596  2827  15682   \n",
       "8        8  428  35651  19188   23   5  6352    8   2   1773   117  36115   \n",
       "9        8  160  35657  23159   23   0  2534    8   2     62  3420  24080   \n",
       "10       8    8  21123  12686   23   5   135    8   0   2505  1923  33536   \n",
       "11       8  305      0      0   59   0   542    8   2   2505  2594      0   \n",
       "12      63  113  42958  10459   23  11   895   27   2   9988  1769   5202   \n",
       "13     390   78  35161  24733   23   0  3345   46   2   2718  1306  24448   \n",
       "14     192  250  25914   9279    8   1  4717    8   2   1369  2728    766   \n",
       "15       8  374  17703  20526   59   5  6007   97   2   2505  2424  30043   \n",
       "16     229  115  37403   6626   51   5  1960    8   2   2505   895  17336   \n",
       "17     300  244  20608  20653   59  10  4335    8   2     29   798  25746   \n",
       "18       8  471   1502  20139   41  10  3940   48   2    991  2745   4492   \n",
       "19     118  351  10037   2154   59   1    22    8   2   4250  2128  16487   \n",
       "20      23  113   5882  19989   23   5  3251   86   2   2505  2021   3361   \n",
       "21       8   21   3436   1955   23   5  6059    8   2   2505   113  33918   \n",
       "22       8  113  39902  14082   23  10  1980   86   2   3479  1889  12053   \n",
       "23       8   17  35496   9570   23   5  1758    8   2   4741  1075   4610   \n",
       "24     192  125  35651  19188   23   5  4827    8   2   6436  3405  36115   \n",
       "25     192   21  17115  17470   23   0  5535    8   2   1373   736  29283   \n",
       "26     300  289  28979    336   23   5  1965   27   2   4908  2957   6384   \n",
       "27     229  113  40911   4829   59   5  5737    8   2   7890  1967  13445   \n",
       "28     229   40  16255   9058   59   4   849    8   2   8406  1852  36086   \n",
       "29       8  282  26293   2036   23   1  6533    8   2    157  3420   3917   \n",
       "...    ...  ...    ...    ...  ...  ..   ...  ...  ..    ...   ...    ...   \n",
       "99970    8   49  21124   4297   98   2  3472    8   2   9274  1135  20426   \n",
       "99971  229  113   1912  25022   23  11  2588    8   2   2505  2190  27537   \n",
       "99972  229    8  29826  21474   59   5  5571    8   2   2505  2762    415   \n",
       "99973  229    1  42817  13948   23   5   448    8   2   7398  1135  29110   \n",
       "99974  390  459   2064   5754   51   5  1373    2   2   5594  3419  38577   \n",
       "99975    8  469  42156   4928   23   0  4504    8   2  10860  3457   9841   \n",
       "99976  229   21    440  18897   23   0  7196    8   2   6585  2596  33104   \n",
       "99977  113   21  42757  20052   23   0  6266  194   2   2505  1842  13955   \n",
       "99978  229   78  15302  21988   51   5  4962   86   2   5169  1083  35587   \n",
       "99979  235  180  20929  13162   23  11  5286   86   2   9129  2781  12761   \n",
       "99980    8  113  37101  10459   23   5  4096    2   0   2505   593  26385   \n",
       "99981   76  113   9687  10465   23  10  6059    8   2   2505   113  11179   \n",
       "99982    8  250  20039  15215   23  11  2565  101   0   7839   714  40586   \n",
       "99983    8  113  36395   4133   23   5  5272   86   2  10661  1808  15412   \n",
       "99984    8  291  36707    374   23  10  4324    8   2   5674   972  18191   \n",
       "99985  229  129      0      0   59   5  4413    8   2  10800  2209      0   \n",
       "99986    8  277  41271  18333  136   5  3911   86   2   7063  3116  40059   \n",
       "99987   39  289  36277   6907   23  11  2279    8   2   4908  2957  36176   \n",
       "99988  229  487      0      0   23   2  1531   48   2   7183  2146      0   \n",
       "99989   63  395  19439  11587   23   5  6452   48   0  10198   327  26923   \n",
       "99990  300   17  24942  24172   41   5  6861   48   2   8533   648  28208   \n",
       "99991  327   78  43158  24611   23   0  2231    8   2   3634  3396    639   \n",
       "99992  250  204  26690  15424   23  11  2984    8   2   2415   157  16446   \n",
       "99993    8  458   3296   9694   23  11  4811    8   2   6654  3401  28383   \n",
       "99994    8  204  23463  24250   23   0  7245    8   2   7421  2288  10426   \n",
       "99995  229  283  40291  23670   23  11  1113  143   2   2505  1130  34676   \n",
       "99996  229  471  19101   6423   59  10  4762    8   0   8180  1582  15920   \n",
       "99997  300  405  30268   7466   23   5   726  210   2   2505  3161  22761   \n",
       "99998   17  330  38421   1518   23  11  5637   75   0   3951   648  23871   \n",
       "99999    8  115  37895  12867   23   5  4828   86   2   2113  1617  18978   \n",
       "\n",
       "        C13  C14   C15    C16  C17   C18  C19  C20    C21  C22  C23    C24  \\\n",
       "0       424    4  2809  18686    9  2422  150    3   1163    0    2   9570   \n",
       "1      2355   17  4700  27298    0  1727  150    1  14512    0    2   3233   \n",
       "2      1874    2  2235   7353    6   510    0    0  34644    6    2   2818   \n",
       "3       586    2   482  11287    1  1170    0    0  15997    0    2   6971   \n",
       "4      2632    4  2891    237    1   390    0    0   5101    0    1   8663   \n",
       "5      1755    2   129  21169    5  1445    0    0   5459    5   10   5503   \n",
       "6      1316    2  5111  23922    5  2032    0    0   4823    0    7   1260   \n",
       "7       782    2   482  31227    9  1170    0    0  12399    0    1   6971   \n",
       "8       726   17  4593  18076    9   662    0    0     17    0    1   2818   \n",
       "9       586    2   889  19456    8  1136    0    0   2169    0    1    681   \n",
       "10     1596   17  1811   2812    5   102  150    1  30763    0    2   9959   \n",
       "11     1236    2  2461      0    8  1376    0    0      0    0    1      0   \n",
       "12     1000    2  1676  33677    9  2286    0    0  36829    0    1   8663   \n",
       "13     1287    4  1015   1095    0  1363  102    2  24130    0    1   7719   \n",
       "14     1881    4   204   6007    4   174  150    3  37743    0   13   6866   \n",
       "15      368    8  4359   2125    5   573    0    0  27120    0    2   2184   \n",
       "16     1625    2  4857   6457    8   882  150    3   8872    0    1   8602   \n",
       "17      737   17  2668   6821    9  2058    0    0  33786    6    1   8425   \n",
       "18      341    4  1766   1748    9  1727  150    3  36815    0    1   3662   \n",
       "19     2791   16   819  33924    9   947    0    0  33985    0   11   3483   \n",
       "20      525    4   278  13114    9   259    0    0  33625    0    1  10931   \n",
       "21     1744    2  1120   3193    8   911  821    2  33386    0    1   9629   \n",
       "22     1392   17  4220  28042    0   937    0    0  13123    0    2   1100   \n",
       "23     1573    2  1361  25134    1  1061    0    0  28871    0   12  12016   \n",
       "24     1451    2  2322  18076    8  2301    0    0     17    8    2   2818   \n",
       "25     1116    9  2924   3529    0   911  877    2  29427    0    1   3041   \n",
       "26     1465    2  3402  26634    3   328  150    2  19025    0    1   7444   \n",
       "27     2324    2  3349  32040    4    25    0    0  26518    0    2   8388   \n",
       "28     1649   17  4178  10441    9  2212    0    0  37023    0    1   1884   \n",
       "29      586    9  3071  19136    9  1145    0    0   7115    0    2   8267   \n",
       "...     ...  ...   ...    ...  ...   ...  ...  ...    ...  ...  ...    ...   \n",
       "99970   915    2  4123  30112    3  2037  150    1  30410    0    2   5306   \n",
       "99971  1755    2  2119  15215    5   263    0    0   9015    8   10   5967   \n",
       "99972   168   17   719  20097    1  1506  150    1  26415    0    2  10493   \n",
       "99973   915   20  3212   1912    3  1904    0    0  32494    0    4   6907   \n",
       "99974  1449    7  3995  31751    0  2315    0    0  10659    0   12   2412   \n",
       "99975  2676    2  3757  10756    9   776  275    3  34989    0    1   8823   \n",
       "99976  1709   17  1696  20867    9   911  567    3   6391    0    1   3041   \n",
       "99977    13    2  1120  17173    9   911  194    3   3891    0    1   8169   \n",
       "99978  1287    2   310  12361    9  1363  194    3    540    0    1   3041   \n",
       "99979  1758    2   329  16780    9  1908  416    2   1236    0    3   3041   \n",
       "99980   656    2  3537  33677    2  1980    0    0  36829    6    4   8663   \n",
       "99981  1744   17  3732  15309    8   334    0    0  28972    0    2   1380   \n",
       "99982  2590   17  1567  26977    9  2422  150    1  23074    0    2   2444   \n",
       "99983  1266   17  3759  11655    9   199    0    0  10244    0    3   5275   \n",
       "99984  1274    2  1614  28145    9  1228  761    2  29460    7   12   6252   \n",
       "99985  2734    4   408      0    9  1351    0    0      0    0    1      0   \n",
       "99986  2294   17  2840  26294    1  2404    0    0  30421    0   10   6333   \n",
       "99987  1465    2  3402    139    9   328  822    2  14712    0    1   8669   \n",
       "99988  2697    2  4310      0    3  2084  150    1      0    0    1      0   \n",
       "99989   849    9  3361  21631    0   440    0    0  11280    0    2   4268   \n",
       "99990  2531   17  3898  25384    0  1841    0    0    648    0    9   9342   \n",
       "99991  2060    2   310   6551    4  1363  651    3  15364    0   12   6787   \n",
       "99992  2740   12  1606   6120    9  1407  150    3  30835    0    1   7946   \n",
       "99993  2561    4   914  25865    9   688  150    1  28150    0    1   3041   \n",
       "99994  1225    2  4444  29043    9   314  150    2  13508    0    1   7412   \n",
       "99995  1640    4  3223   5720    9   560  150    3   5553    0    1   3818   \n",
       "99996  1768    4  1766  27298    9  1727  150    3  14512    0    1   3233   \n",
       "99997  1189   17  4473   6659    0  1648  150    2  12138    0    1   2271   \n",
       "99998  2531   19  4905  14717    9   302    0    0  32886    0    1   6918   \n",
       "99999  2201    2  4857  13005    9   882  150    1   2322    8    1   9792   \n",
       "\n",
       "       C25   C26  \n",
       "0       41  5604  \n",
       "1       41  4215  \n",
       "2        0     0  \n",
       "3        0     0  \n",
       "4        0     0  \n",
       "5        0     0  \n",
       "6        0     0  \n",
       "7        0     0  \n",
       "8        0     0  \n",
       "9        0     0  \n",
       "10      43  5716  \n",
       "11       0     0  \n",
       "12       0     0  \n",
       "13      30  5070  \n",
       "14      41  7274  \n",
       "15       0     0  \n",
       "16       1  6310  \n",
       "17       0     0  \n",
       "18      43  5541  \n",
       "19       0     0  \n",
       "20       0     0  \n",
       "21      41  6485  \n",
       "22       0     0  \n",
       "23       0     0  \n",
       "24       0     0  \n",
       "25      41  2681  \n",
       "26      31  7640  \n",
       "27       0     0  \n",
       "28       0     0  \n",
       "29       0     0  \n",
       "...    ...   ...  \n",
       "99970   36  1049  \n",
       "99971    0     0  \n",
       "99972   30  7710  \n",
       "99973    0     0  \n",
       "99974    0     0  \n",
       "99975   31  5494  \n",
       "99976   41  2681  \n",
       "99977   41  2107  \n",
       "99978   36  2681  \n",
       "99979   30  2681  \n",
       "99980    0     0  \n",
       "99981    0     0  \n",
       "99982   41  5233  \n",
       "99983    0     0  \n",
       "99984    6   419  \n",
       "99985    0     0  \n",
       "99986    0     0  \n",
       "99987    1  2361  \n",
       "99988   46  3123  \n",
       "99989    0     0  \n",
       "99990    0     0  \n",
       "99991   22  1961  \n",
       "99992   10  7425  \n",
       "99993    1  8311  \n",
       "99994   10  7762  \n",
       "99995   12  4183  \n",
       "99996   43  4215  \n",
       "99997    2  8780  \n",
       "99998    0     0  \n",
       "99999    1  5699  \n",
       "\n",
       "[100000 rows x 40 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Label encoding for sparse features & Transformation for dense features\n",
    "for feat in sparse_features:\n",
    "    lbe = LabelEncoder()\n",
    "    data[feat] = lbe.fit_transform(data[feat])\n",
    "mms = MinMaxScaler(feature_range=(0,1))\n",
    "data[dense_features] = mms.fit_transform(data[dense_features])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'I1', 'I2', 'I3', 'I4', 'I5', 'I6', 'I7', 'I8', 'I9', 'I10', 'I11', 'I12', 'I13']\n"
     ]
    }
   ],
   "source": [
    "# Count unique features for each sparse field & record dense feature field name\n",
    "fixlen_feature_columns = [SparseFeat(feat, data[feat].nunique()) for feat in sparse_features] + [DenseFeat(feat, 1) for feat in dense_features]\n",
    "dnn_feature_columns = fixlen_feature_columns\n",
    "linear_feature_columns = fixlen_feature_columns\n",
    "fixlen_feature_names = get_fixlen_feature_names(linear_feature_columns + dnn_feature_columns)\n",
    "print(fixlen_feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate input data for model\n",
    "train, test = train_test_split(data, test_size=0.2)\n",
    "train_model_input = [train[name] for name in fixlen_feature_names]\n",
    "test_model_input = [test[name] for name in fixlen_feature_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 64000 samples, validate on 16000 samples\n",
      "Epoch 1/1\n",
      "64000/64000 [==============================] - 119s 2ms/step - loss: 0.4712 - binary_crossentropy: 0.4686 - val_loss: 0.4651 - val_binary_crossentropy: 0.4593\n",
      "test LogLoss 0.4546\n",
      "test AUC 0.7631\n"
     ]
    }
   ],
   "source": [
    " # Define Model,train,predict and evaluate\n",
    "    model = xdeepfm.xDeepFM(linear_feature_columns, dnn_feature_columns)\n",
    "    model.compile(\"adam\", \"binary_crossentropy\",\n",
    "                  metrics=['binary_crossentropy'], )\n",
    "\n",
    "    history = model.fit(train_model_input, train[target].values,\n",
    "                        batch_size=64, epochs=1, verbose=1, validation_split=0.2, )\n",
    "    pred_ans = model.predict(test_model_input, batch_size=128)\n",
    "#     print(model.summary())\n",
    "    print(\"test LogLoss\", round(log_loss(test[target].values, pred_ans), 4))\n",
    "    print(\"test AUC\", round(roc_auc_score(test[target].values, pred_ans), 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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