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| a | b/Random/Random 1.ipynb | ||
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| 1 | { |
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| 2 | "cells": [ |
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| 3 | { |
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| 4 | "cell_type": "code", |
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| 5 | "execution_count": 1, |
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| 6 | "metadata": {}, |
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| 7 | "outputs": [], |
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| 8 | "source": [ |
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| 9 | "import pandas as pd" |
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| 10 | ] |
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| 11 | }, |
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| 12 | { |
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| 13 | "cell_type": "code", |
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| 14 | "execution_count": 2, |
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| 15 | "metadata": {}, |
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| 16 | "outputs": [ |
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| 17 | { |
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| 18 | "name": "stdout", |
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| 19 | "output_type": "stream", |
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| 20 | "text": [ |
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| 21 | "CPU times: user 44.7 s, sys: 6.46 s, total: 51.1 s\n", |
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| 22 | "Wall time: 51.1 s\n" |
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| 23 | ] |
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| 24 | }, |
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| 25 | { |
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| 26 | "data": { |
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| 27 | "text/html": [ |
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| 28 | "<div>\n", |
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| 29 | "<style scoped>\n", |
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| 30 | " .dataframe tbody tr th:only-of-type {\n", |
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| 31 | " vertical-align: middle;\n", |
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| 32 | " }\n", |
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| 33 | "\n", |
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| 34 | " .dataframe tbody tr th {\n", |
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| 35 | " vertical-align: top;\n", |
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| 36 | " }\n", |
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| 37 | "\n", |
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| 38 | " .dataframe thead th {\n", |
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| 39 | " text-align: right;\n", |
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| 40 | " }\n", |
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| 41 | "</style>\n", |
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| 42 | "<table border=\"1\" class=\"dataframe\">\n", |
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| 43 | " <thead>\n", |
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| 44 | " <tr style=\"text-align: right;\">\n", |
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| 45 | " <th></th>\n", |
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| 46 | " <th>target</th>\n", |
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| 47 | " <th>subject</th>\n", |
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| 48 | " <th>chest_ACC_x</th>\n", |
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| 49 | " <th>chest_ACC_y</th>\n", |
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| 50 | " <th>chest_ACC_z</th>\n", |
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| 51 | " <th>chest_ECG</th>\n", |
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| 52 | " <th>chest_EMG</th>\n", |
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| 53 | " <th>chest_EDA</th>\n", |
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| 54 | " <th>chest_Temp</th>\n", |
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| 55 | " <th>chest_Resp</th>\n", |
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| 56 | " </tr>\n", |
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| 57 | " </thead>\n", |
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| 58 | " <tbody>\n", |
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| 59 | " <tr>\n", |
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| 60 | " <th>0</th>\n", |
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| 61 | " <td>1</td>\n", |
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| 62 | " <td>6</td>\n", |
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| 63 | " <td>0.6280</td>\n", |
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| 64 | " <td>-0.0082</td>\n", |
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| 65 | " <td>-0.7272</td>\n", |
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| 66 | " <td>0.016937</td>\n", |
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| 67 | " <td>0.134720</td>\n", |
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| 68 | " <td>9.645462</td>\n", |
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| 69 | " <td>33.432587</td>\n", |
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| 70 | " <td>4.010010</td>\n", |
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| 71 | " </tr>\n", |
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| 72 | " <tr>\n", |
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| 73 | " <th>1</th>\n", |
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| 74 | " <td>1</td>\n", |
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| 75 | " <td>6</td>\n", |
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| 76 | " <td>0.6276</td>\n", |
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| 77 | " <td>-0.0056</td>\n", |
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| 78 | " <td>-0.7262</td>\n", |
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| 79 | " <td>0.017853</td>\n", |
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| 80 | " <td>0.216248</td>\n", |
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| 81 | " <td>9.645462</td>\n", |
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| 82 | " <td>33.459747</td>\n", |
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| 83 | " <td>4.039001</td>\n", |
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| 84 | " </tr>\n", |
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| 85 | " <tr>\n", |
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| 86 | " <th>2</th>\n", |
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| 87 | " <td>1</td>\n", |
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| 88 | " <td>6</td>\n", |
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| 89 | " <td>0.6270</td>\n", |
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| 90 | " <td>-0.0054</td>\n", |
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| 91 | " <td>-0.7200</td>\n", |
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| 92 | " <td>0.016525</td>\n", |
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| 93 | " <td>0.142136</td>\n", |
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| 94 | " <td>9.646606</td>\n", |
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| 95 | " <td>33.452240</td>\n", |
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| 96 | " <td>3.993225</td>\n", |
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| 97 | " </tr>\n", |
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| 98 | " <tr>\n", |
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| 99 | " <th>3</th>\n", |
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| 100 | " <td>1</td>\n", |
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| 101 | " <td>6</td>\n", |
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| 102 | " <td>0.6266</td>\n", |
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| 103 | " <td>-0.0070</td>\n", |
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| 104 | " <td>-0.7174</td>\n", |
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| 105 | " <td>0.012863</td>\n", |
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| 106 | " <td>0.033371</td>\n", |
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| 107 | " <td>9.646225</td>\n", |
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| 108 | " <td>33.453735</td>\n", |
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| 109 | " <td>4.002380</td>\n", |
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| 110 | " </tr>\n", |
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| 111 | " <tr>\n", |
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| 112 | " <th>4</th>\n", |
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| 113 | " <td>1</td>\n", |
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| 114 | " <td>6</td>\n", |
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| 115 | " <td>0.6242</td>\n", |
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| 116 | " <td>-0.0078</td>\n", |
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| 117 | " <td>-0.7202</td>\n", |
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| 118 | " <td>0.007278</td>\n", |
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| 119 | " <td>-0.024994</td>\n", |
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| 120 | " <td>9.646988</td>\n", |
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| 121 | " <td>33.426544</td>\n", |
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| 122 | " <td>3.996277</td>\n", |
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| 123 | " </tr>\n", |
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| 124 | " <tr>\n", |
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| 125 | " <th>5</th>\n", |
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| 126 | " <td>1</td>\n", |
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| 127 | " <td>6</td>\n", |
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| 128 | " <td>0.6238</td>\n", |
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| 129 | " <td>-0.0072</td>\n", |
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| 130 | " <td>-0.7206</td>\n", |
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| 131 | " <td>-0.007416</td>\n", |
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| 132 | " <td>-0.050766</td>\n", |
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| 133 | " <td>9.645462</td>\n", |
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| 134 | " <td>33.447693</td>\n", |
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| 135 | " <td>3.977966</td>\n", |
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| 136 | " </tr>\n", |
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| 137 | " <tr>\n", |
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| 138 | " <th>6</th>\n", |
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| 139 | " <td>1</td>\n", |
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| 140 | " <td>6</td>\n", |
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| 141 | " <td>0.6242</td>\n", |
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| 142 | " <td>-0.0090</td>\n", |
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| 143 | " <td>-0.7194</td>\n", |
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| 144 | " <td>-0.025040</td>\n", |
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| 145 | " <td>-0.017715</td>\n", |
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| 146 | " <td>9.647369</td>\n", |
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| 147 | " <td>33.444672</td>\n", |
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| 148 | " <td>3.956604</td>\n", |
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| 149 | " </tr>\n", |
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| 150 | " <tr>\n", |
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| 151 | " <th>7</th>\n", |
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| 152 | " <td>1</td>\n", |
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| 153 | " <td>6</td>\n", |
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| 154 | " <td>0.6232</td>\n", |
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| 155 | " <td>-0.0074</td>\n", |
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| 156 | " <td>-0.7182</td>\n", |
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| 157 | " <td>-0.039093</td>\n", |
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| 158 | " <td>0.011215</td>\n", |
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| 159 | " <td>9.648132</td>\n", |
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| 160 | " <td>33.467316</td>\n", |
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| 161 | " <td>3.953552</td>\n", |
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| 162 | " </tr>\n", |
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| 163 | " <tr>\n", |
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| 164 | " <th>8</th>\n", |
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| 165 | " <td>1</td>\n", |
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| 166 | " <td>6</td>\n", |
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| 167 | " <td>0.6218</td>\n", |
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| 168 | " <td>-0.0114</td>\n", |
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| 169 | " <td>-0.7166</td>\n", |
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| 170 | " <td>-0.045410</td>\n", |
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| 171 | " <td>-0.011032</td>\n", |
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| 172 | " <td>9.646988</td>\n", |
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| 173 | " <td>33.453735</td>\n", |
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| 174 | " <td>3.929138</td>\n", |
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| 175 | " </tr>\n", |
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| 176 | " <tr>\n", |
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| 177 | " <th>9</th>\n", |
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| 178 | " <td>1</td>\n", |
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| 179 | " <td>6</td>\n", |
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| 180 | " <td>0.6162</td>\n", |
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| 181 | " <td>-0.0130</td>\n", |
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| 182 | " <td>-0.7158</td>\n", |
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| 183 | " <td>-0.040237</td>\n", |
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| 184 | " <td>-0.049576</td>\n", |
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| 185 | " <td>9.646225</td>\n", |
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| 186 | " <td>33.437103</td>\n", |
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| 187 | " <td>3.932190</td>\n", |
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| 188 | " </tr>\n", |
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| 189 | " <tr>\n", |
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| 190 | " <th>10</th>\n", |
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| 191 | " <td>1</td>\n", |
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| 192 | " <td>6</td>\n", |
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| 193 | " <td>0.6158</td>\n", |
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| 194 | " <td>-0.0158</td>\n", |
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| 195 | " <td>-0.7138</td>\n", |
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| 196 | " <td>-0.024490</td>\n", |
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| 197 | " <td>-0.069260</td>\n", |
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| 198 | " <td>9.645081</td>\n", |
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| 199 | " <td>33.447693</td>\n", |
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| 200 | " <td>3.904724</td>\n", |
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| 201 | " </tr>\n", |
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| 202 | " <tr>\n", |
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| 203 | " <th>11</th>\n", |
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| 204 | " <td>1</td>\n", |
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| 205 | " <td>6</td>\n", |
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| 206 | " <td>0.6140</td>\n", |
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| 207 | " <td>-0.0156</td>\n", |
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| 208 | " <td>-0.7128</td>\n", |
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| 209 | " <td>-0.012909</td>\n", |
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| 210 | " <td>-0.053513</td>\n", |
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| 211 | " <td>9.644699</td>\n", |
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| 212 | " <td>33.447693</td>\n", |
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| 213 | " <td>3.892517</td>\n", |
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| 214 | " </tr>\n", |
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| 215 | " <tr>\n", |
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| 216 | " <th>12</th>\n", |
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| 217 | " <td>1</td>\n", |
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| 218 | " <td>6</td>\n", |
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| 219 | " <td>0.6090</td>\n", |
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| 220 | " <td>-0.0142</td>\n", |
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| 221 | " <td>-0.7138</td>\n", |
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| 222 | " <td>-0.009293</td>\n", |
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| 223 | " <td>-0.049026</td>\n", |
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| 224 | " <td>9.643936</td>\n", |
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| 225 | " <td>33.447693</td>\n", |
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| 226 | " <td>3.883362</td>\n", |
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| 227 | " </tr>\n", |
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| 228 | " <tr>\n", |
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| 229 | " <th>13</th>\n", |
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| 230 | " <td>1</td>\n", |
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| 231 | " <td>6</td>\n", |
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| 232 | " <td>0.6082</td>\n", |
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| 233 | " <td>-0.0166</td>\n", |
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| 234 | " <td>-0.7090</td>\n", |
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| 235 | " <td>-0.008194</td>\n", |
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| 236 | " <td>-0.016800</td>\n", |
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| 237 | " <td>9.645844</td>\n", |
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| 238 | " <td>33.414459</td>\n", |
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| 239 | " <td>3.906250</td>\n", |
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| 240 | " </tr>\n", |
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| 241 | " <tr>\n", |
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| 242 | " <th>14</th>\n", |
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| 243 | " <td>1</td>\n", |
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| 244 | " <td>6</td>\n", |
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| 245 | " <td>0.6058</td>\n", |
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| 246 | " <td>-0.0184</td>\n", |
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| 247 | " <td>-0.7082</td>\n", |
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| 248 | " <td>-0.008606</td>\n", |
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| 249 | " <td>0.059189</td>\n", |
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| 250 | " <td>9.644318</td>\n", |
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| 251 | " <td>33.411469</td>\n", |
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| 252 | " <td>3.712463</td>\n", |
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| 253 | " </tr>\n", |
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| 254 | " <tr>\n", |
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| 255 | " <th>15</th>\n", |
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| 256 | " <td>1</td>\n", |
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| 257 | " <td>6</td>\n", |
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| 258 | " <td>0.6040</td>\n", |
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| 259 | " <td>-0.0218</td>\n", |
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| 260 | " <td>-0.7048</td>\n", |
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| 261 | " <td>-0.003250</td>\n", |
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| 262 | " <td>0.077133</td>\n", |
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| 263 | " <td>9.643936</td>\n", |
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| 264 | " <td>33.465851</td>\n", |
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| 265 | " <td>3.254700</td>\n", |
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| 266 | " </tr>\n", |
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| 267 | " <tr>\n", |
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| 268 | " <th>16</th>\n", |
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| 269 | " <td>1</td>\n", |
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| 270 | " <td>6</td>\n", |
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| 271 | " <td>0.6040</td>\n", |
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| 272 | " <td>-0.0238</td>\n", |
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| 273 | " <td>-0.7128</td>\n", |
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| 274 | " <td>0.000916</td>\n", |
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| 275 | " <td>0.010071</td>\n", |
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| 276 | " <td>9.643173</td>\n", |
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| 277 | " <td>33.450684</td>\n", |
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| 278 | " <td>3.834534</td>\n", |
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| 279 | " </tr>\n", |
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| 280 | " <tr>\n", |
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| 281 | " <th>17</th>\n", |
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| 282 | " <td>1</td>\n", |
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| 283 | " <td>6</td>\n", |
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| 284 | " <td>0.6038</td>\n", |
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| 285 | " <td>-0.0254</td>\n", |
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| 286 | " <td>-0.7160</td>\n", |
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| 287 | " <td>0.003433</td>\n", |
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| 288 | " <td>0.006821</td>\n", |
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| 289 | " <td>9.643173</td>\n", |
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| 290 | " <td>33.435608</td>\n", |
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| 291 | " <td>3.840637</td>\n", |
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| 292 | " </tr>\n", |
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| 293 | " <tr>\n", |
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| 294 | " <th>18</th>\n", |
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| 295 | " <td>1</td>\n", |
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| 296 | " <td>6</td>\n", |
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| 297 | " <td>0.6018</td>\n", |
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| 298 | " <td>-0.0286</td>\n", |
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| 299 | " <td>-0.7110</td>\n", |
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| 300 | " <td>-0.003067</td>\n", |
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| 301 | " <td>-0.011856</td>\n", |
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| 302 | " <td>9.643936</td>\n", |
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| 303 | " <td>33.508148</td>\n", |
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| 304 | " <td>3.851318</td>\n", |
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| 305 | " </tr>\n", |
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| 306 | " <tr>\n", |
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| 307 | " <th>19</th>\n", |
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| 308 | " <td>1</td>\n", |
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| 309 | " <td>6</td>\n", |
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| 310 | " <td>0.5994</td>\n", |
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| 311 | " <td>-0.0290</td>\n", |
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| 312 | " <td>-0.7126</td>\n", |
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| 313 | " <td>-0.015884</td>\n", |
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| 314 | " <td>-0.044632</td>\n", |
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| 315 | " <td>9.643936</td>\n", |
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| 316 | " <td>33.438599</td>\n", |
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| 317 | " <td>3.837585</td>\n", |
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| 318 | " </tr>\n", |
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| 319 | " <tr>\n", |
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| 320 | " <th>20</th>\n", |
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| 321 | " <td>1</td>\n", |
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| 322 | " <td>6</td>\n", |
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| 323 | " <td>0.5978</td>\n", |
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| 324 | " <td>-0.0326</td>\n", |
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| 325 | " <td>-0.7080</td>\n", |
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| 326 | " <td>-0.030899</td>\n", |
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| 327 | " <td>0.076950</td>\n", |
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| 328 | " <td>9.644699</td>\n", |
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| 329 | " <td>33.462799</td>\n", |
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| 330 | " <td>3.788757</td>\n", |
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| 331 | " </tr>\n", |
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| 332 | " <tr>\n", |
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| 333 | " <th>21</th>\n", |
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| 334 | " <td>1</td>\n", |
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| 335 | " <td>6</td>\n", |
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| 336 | " <td>0.5982</td>\n", |
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| 337 | " <td>-0.0358</td>\n", |
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| 338 | " <td>-0.7064</td>\n", |
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| 339 | " <td>-0.035339</td>\n", |
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| 340 | " <td>0.133026</td>\n", |
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| 341 | " <td>9.643173</td>\n", |
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| 342 | " <td>33.444672</td>\n", |
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| 343 | " <td>3.782654</td>\n", |
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| 344 | " </tr>\n", |
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| 345 | " <tr>\n", |
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| 346 | " <th>22</th>\n", |
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| 347 | " <td>1</td>\n", |
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| 348 | " <td>6</td>\n", |
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| 349 | " <td>0.5950</td>\n", |
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| 350 | " <td>-0.0328</td>\n", |
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| 351 | " <td>-0.7106</td>\n", |
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| 352 | " <td>-0.034470</td>\n", |
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| 353 | " <td>0.051956</td>\n", |
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| 354 | " <td>9.645462</td>\n", |
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| 355 | " <td>33.459747</td>\n", |
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| 356 | " <td>3.778076</td>\n", |
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| 357 | " </tr>\n", |
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| 358 | " <tr>\n", |
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| 359 | " <th>23</th>\n", |
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| 360 | " <td>1</td>\n", |
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| 361 | " <td>6</td>\n", |
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| 362 | " <td>0.5948</td>\n", |
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| 363 | " <td>-0.0350</td>\n", |
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| 364 | " <td>-0.7102</td>\n", |
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| 365 | " <td>-0.034332</td>\n", |
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| 366 | " <td>-0.047836</td>\n", |
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| 367 | " <td>9.643936</td>\n", |
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| 368 | " <td>33.438599</td>\n", |
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| 369 | " <td>3.761292</td>\n", |
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| 370 | " </tr>\n", |
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| 371 | " <tr>\n", |
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| 372 | " <th>24</th>\n", |
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| 373 | " <td>1</td>\n", |
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| 374 | " <td>6</td>\n", |
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| 375 | " <td>0.5912</td>\n", |
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| 376 | " <td>-0.0352</td>\n", |
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| 377 | " <td>-0.7046</td>\n", |
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| 378 | " <td>-0.033737</td>\n", |
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| 379 | " <td>-0.207779</td>\n", |
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| 380 | " <td>9.643936</td>\n", |
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| 381 | " <td>33.441620</td>\n", |
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| 382 | " <td>3.762817</td>\n", |
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| 383 | " </tr>\n", |
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| 384 | " <tr>\n", |
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| 385 | " <th>25</th>\n", |
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| 386 | " <td>1</td>\n", |
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| 387 | " <td>6</td>\n", |
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| 388 | " <td>0.5922</td>\n", |
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| 389 | " <td>-0.0370</td>\n", |
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| 390 | " <td>-0.7056</td>\n", |
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| 391 | " <td>-0.024765</td>\n", |
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| 392 | " <td>-0.344147</td>\n", |
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| 393 | " <td>9.643173</td>\n", |
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| 394 | " <td>33.440155</td>\n", |
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| 395 | " <td>3.746033</td>\n", |
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| 396 | " </tr>\n", |
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| 397 | " <tr>\n", |
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| 398 | " <th>26</th>\n", |
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| 399 | " <td>1</td>\n", |
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| 400 | " <td>6</td>\n", |
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| 401 | " <td>0.5928</td>\n", |
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| 402 | " <td>-0.0410</td>\n", |
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| 403 | " <td>-0.7054</td>\n", |
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| 404 | " <td>-0.021149</td>\n", |
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| 405 | " <td>-0.347305</td>\n", |
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| 406 | " <td>9.643936</td>\n", |
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| 407 | " <td>33.536865</td>\n", |
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| 408 | " <td>3.778076</td>\n", |
||
| 409 | " </tr>\n", |
||
| 410 | " <tr>\n", |
||
| 411 | " <th>27</th>\n", |
||
| 412 | " <td>1</td>\n", |
||
| 413 | " <td>6</td>\n", |
||
| 414 | " <td>0.5914</td>\n", |
||
| 415 | " <td>-0.0406</td>\n", |
||
| 416 | " <td>-0.7032</td>\n", |
||
| 417 | " <td>-0.026413</td>\n", |
||
| 418 | " <td>-0.049118</td>\n", |
||
| 419 | " <td>9.643173</td>\n", |
||
| 420 | " <td>33.450684</td>\n", |
||
| 421 | " <td>3.648376</td>\n", |
||
| 422 | " </tr>\n", |
||
| 423 | " <tr>\n", |
||
| 424 | " <th>28</th>\n", |
||
| 425 | " <td>1</td>\n", |
||
| 426 | " <td>6</td>\n", |
||
| 427 | " <td>0.5890</td>\n", |
||
| 428 | " <td>-0.0418</td>\n", |
||
| 429 | " <td>-0.7054</td>\n", |
||
| 430 | " <td>-0.032547</td>\n", |
||
| 431 | " <td>0.199448</td>\n", |
||
| 432 | " <td>9.643173</td>\n", |
||
| 433 | " <td>33.455261</td>\n", |
||
| 434 | " <td>3.285217</td>\n", |
||
| 435 | " </tr>\n", |
||
| 436 | " <tr>\n", |
||
| 437 | " <th>29</th>\n", |
||
| 438 | " <td>1</td>\n", |
||
| 439 | " <td>6</td>\n", |
||
| 440 | " <td>0.5886</td>\n", |
||
| 441 | " <td>-0.0466</td>\n", |
||
| 442 | " <td>-0.7026</td>\n", |
||
| 443 | " <td>-0.032593</td>\n", |
||
| 444 | " <td>0.287384</td>\n", |
||
| 445 | " <td>9.643173</td>\n", |
||
| 446 | " <td>33.476379</td>\n", |
||
| 447 | " <td>3.697205</td>\n", |
||
| 448 | " </tr>\n", |
||
| 449 | " <tr>\n", |
||
| 450 | " <th>...</th>\n", |
||
| 451 | " <td>...</td>\n", |
||
| 452 | " <td>...</td>\n", |
||
| 453 | " <td>...</td>\n", |
||
| 454 | " <td>...</td>\n", |
||
| 455 | " <td>...</td>\n", |
||
| 456 | " <td>...</td>\n", |
||
| 457 | " <td>...</td>\n", |
||
| 458 | " <td>...</td>\n", |
||
| 459 | " <td>...</td>\n", |
||
| 460 | " <td>...</td>\n", |
||
| 461 | " </tr>\n", |
||
| 462 | " <tr>\n", |
||
| 463 | " <th>31470573</th>\n", |
||
| 464 | " <td>4</td>\n", |
||
| 465 | " <td>7</td>\n", |
||
| 466 | " <td>0.8482</td>\n", |
||
| 467 | " <td>-0.0274</td>\n", |
||
| 468 | " <td>-0.3788</td>\n", |
||
| 469 | " <td>-0.144699</td>\n", |
||
| 470 | " <td>0.013138</td>\n", |
||
| 471 | " <td>12.242508</td>\n", |
||
| 472 | " <td>34.706207</td>\n", |
||
| 473 | " <td>2.009583</td>\n", |
||
| 474 | " </tr>\n", |
||
| 475 | " <tr>\n", |
||
| 476 | " <th>31470574</th>\n", |
||
| 477 | " <td>4</td>\n", |
||
| 478 | " <td>7</td>\n", |
||
| 479 | " <td>0.8474</td>\n", |
||
| 480 | " <td>-0.0254</td>\n", |
||
| 481 | " <td>-0.3698</td>\n", |
||
| 482 | " <td>-0.141861</td>\n", |
||
| 483 | " <td>0.009384</td>\n", |
||
| 484 | " <td>12.242508</td>\n", |
||
| 485 | " <td>34.724670</td>\n", |
||
| 486 | " <td>2.021790</td>\n", |
||
| 487 | " </tr>\n", |
||
| 488 | " <tr>\n", |
||
| 489 | " <th>31470575</th>\n", |
||
| 490 | " <td>4</td>\n", |
||
| 491 | " <td>7</td>\n", |
||
| 492 | " <td>0.8510</td>\n", |
||
| 493 | " <td>-0.0262</td>\n", |
||
| 494 | " <td>-0.3596</td>\n", |
||
| 495 | " <td>-0.138016</td>\n", |
||
| 496 | " <td>-0.006271</td>\n", |
||
| 497 | " <td>12.242508</td>\n", |
||
| 498 | " <td>34.713867</td>\n", |
||
| 499 | " <td>2.024841</td>\n", |
||
| 500 | " </tr>\n", |
||
| 501 | " <tr>\n", |
||
| 502 | " <th>31470576</th>\n", |
||
| 503 | " <td>4</td>\n", |
||
| 504 | " <td>7</td>\n", |
||
| 505 | " <td>0.8486</td>\n", |
||
| 506 | " <td>-0.0258</td>\n", |
||
| 507 | " <td>-0.3560</td>\n", |
||
| 508 | " <td>-0.133072</td>\n", |
||
| 509 | " <td>-0.015427</td>\n", |
||
| 510 | " <td>12.234879</td>\n", |
||
| 511 | " <td>34.727722</td>\n", |
||
| 512 | " <td>2.037048</td>\n", |
||
| 513 | " </tr>\n", |
||
| 514 | " <tr>\n", |
||
| 515 | " <th>31470577</th>\n", |
||
| 516 | " <td>4</td>\n", |
||
| 517 | " <td>7</td>\n", |
||
| 518 | " <td>0.8466</td>\n", |
||
| 519 | " <td>-0.0228</td>\n", |
||
| 520 | " <td>-0.3560</td>\n", |
||
| 521 | " <td>-0.128677</td>\n", |
||
| 522 | " <td>-0.011902</td>\n", |
||
| 523 | " <td>12.240982</td>\n", |
||
| 524 | " <td>34.724670</td>\n", |
||
| 525 | " <td>2.064514</td>\n", |
||
| 526 | " </tr>\n", |
||
| 527 | " <tr>\n", |
||
| 528 | " <th>31470578</th>\n", |
||
| 529 | " <td>4</td>\n", |
||
| 530 | " <td>7</td>\n", |
||
| 531 | " <td>0.8446</td>\n", |
||
| 532 | " <td>-0.0236</td>\n", |
||
| 533 | " <td>-0.3570</td>\n", |
||
| 534 | " <td>-0.125977</td>\n", |
||
| 535 | " <td>-0.004166</td>\n", |
||
| 536 | " <td>12.241745</td>\n", |
||
| 537 | " <td>34.720032</td>\n", |
||
| 538 | " <td>2.061462</td>\n", |
||
| 539 | " </tr>\n", |
||
| 540 | " <tr>\n", |
||
| 541 | " <th>31470579</th>\n", |
||
| 542 | " <td>4</td>\n", |
||
| 543 | " <td>7</td>\n", |
||
| 544 | " <td>0.8442</td>\n", |
||
| 545 | " <td>-0.0238</td>\n", |
||
| 546 | " <td>-0.3682</td>\n", |
||
| 547 | " <td>-0.124329</td>\n", |
||
| 548 | " <td>-0.016617</td>\n", |
||
| 549 | " <td>12.240982</td>\n", |
||
| 550 | " <td>34.726166</td>\n", |
||
| 551 | " <td>1.881409</td>\n", |
||
| 552 | " </tr>\n", |
||
| 553 | " <tr>\n", |
||
| 554 | " <th>31470580</th>\n", |
||
| 555 | " <td>4</td>\n", |
||
| 556 | " <td>7</td>\n", |
||
| 557 | " <td>0.8414</td>\n", |
||
| 558 | " <td>-0.0262</td>\n", |
||
| 559 | " <td>-0.3758</td>\n", |
||
| 560 | " <td>-0.124283</td>\n", |
||
| 561 | " <td>-0.015244</td>\n", |
||
| 562 | " <td>12.240219</td>\n", |
||
| 563 | " <td>34.681610</td>\n", |
||
| 564 | " <td>2.018738</td>\n", |
||
| 565 | " </tr>\n", |
||
| 566 | " <tr>\n", |
||
| 567 | " <th>31470581</th>\n", |
||
| 568 | " <td>4</td>\n", |
||
| 569 | " <td>7</td>\n", |
||
| 570 | " <td>0.8382</td>\n", |
||
| 571 | " <td>-0.0254</td>\n", |
||
| 572 | " <td>-0.3814</td>\n", |
||
| 573 | " <td>-0.123230</td>\n", |
||
| 574 | " <td>-0.018082</td>\n", |
||
| 575 | " <td>12.242508</td>\n", |
||
| 576 | " <td>34.744629</td>\n", |
||
| 577 | " <td>2.021790</td>\n", |
||
| 578 | " </tr>\n", |
||
| 579 | " <tr>\n", |
||
| 580 | " <th>31470582</th>\n", |
||
| 581 | " <td>4</td>\n", |
||
| 582 | " <td>7</td>\n", |
||
| 583 | " <td>0.8402</td>\n", |
||
| 584 | " <td>-0.0242</td>\n", |
||
| 585 | " <td>-0.3906</td>\n", |
||
| 586 | " <td>-0.120667</td>\n", |
||
| 587 | " <td>-0.016068</td>\n", |
||
| 588 | " <td>12.240219</td>\n", |
||
| 589 | " <td>34.712341</td>\n", |
||
| 590 | " <td>2.030945</td>\n", |
||
| 591 | " </tr>\n", |
||
| 592 | " <tr>\n", |
||
| 593 | " <th>31470583</th>\n", |
||
| 594 | " <td>4</td>\n", |
||
| 595 | " <td>7</td>\n", |
||
| 596 | " <td>0.8350</td>\n", |
||
| 597 | " <td>-0.0222</td>\n", |
||
| 598 | " <td>-0.3960</td>\n", |
||
| 599 | " <td>-0.117691</td>\n", |
||
| 600 | " <td>-0.010529</td>\n", |
||
| 601 | " <td>12.240982</td>\n", |
||
| 602 | " <td>34.726166</td>\n", |
||
| 603 | " <td>2.052307</td>\n", |
||
| 604 | " </tr>\n", |
||
| 605 | " <tr>\n", |
||
| 606 | " <th>31470584</th>\n", |
||
| 607 | " <td>4</td>\n", |
||
| 608 | " <td>7</td>\n", |
||
| 609 | " <td>0.8358</td>\n", |
||
| 610 | " <td>-0.0258</td>\n", |
||
| 611 | " <td>-0.4038</td>\n", |
||
| 612 | " <td>-0.115677</td>\n", |
||
| 613 | " <td>-0.001602</td>\n", |
||
| 614 | " <td>12.234879</td>\n", |
||
| 615 | " <td>34.712341</td>\n", |
||
| 616 | " <td>2.056885</td>\n", |
||
| 617 | " </tr>\n", |
||
| 618 | " <tr>\n", |
||
| 619 | " <th>31470585</th>\n", |
||
| 620 | " <td>4</td>\n", |
||
| 621 | " <td>7</td>\n", |
||
| 622 | " <td>0.8356</td>\n", |
||
| 623 | " <td>-0.0264</td>\n", |
||
| 624 | " <td>-0.4118</td>\n", |
||
| 625 | " <td>-0.112198</td>\n", |
||
| 626 | " <td>0.006363</td>\n", |
||
| 627 | " <td>12.240982</td>\n", |
||
| 628 | " <td>34.715424</td>\n", |
||
| 629 | " <td>2.061462</td>\n", |
||
| 630 | " </tr>\n", |
||
| 631 | " <tr>\n", |
||
| 632 | " <th>31470586</th>\n", |
||
| 633 | " <td>4</td>\n", |
||
| 634 | " <td>7</td>\n", |
||
| 635 | " <td>0.8354</td>\n", |
||
| 636 | " <td>-0.0264</td>\n", |
||
| 637 | " <td>-0.4130</td>\n", |
||
| 638 | " <td>-0.109451</td>\n", |
||
| 639 | " <td>0.003479</td>\n", |
||
| 640 | " <td>12.245178</td>\n", |
||
| 641 | " <td>34.720032</td>\n", |
||
| 642 | " <td>2.043152</td>\n", |
||
| 643 | " </tr>\n", |
||
| 644 | " <tr>\n", |
||
| 645 | " <th>31470587</th>\n", |
||
| 646 | " <td>4</td>\n", |
||
| 647 | " <td>7</td>\n", |
||
| 648 | " <td>0.8354</td>\n", |
||
| 649 | " <td>-0.0264</td>\n", |
||
| 650 | " <td>-0.4126</td>\n", |
||
| 651 | " <td>-0.108765</td>\n", |
||
| 652 | " <td>-0.010071</td>\n", |
||
| 653 | " <td>12.239838</td>\n", |
||
| 654 | " <td>34.733856</td>\n", |
||
| 655 | " <td>2.037048</td>\n", |
||
| 656 | " </tr>\n", |
||
| 657 | " <tr>\n", |
||
| 658 | " <th>31470588</th>\n", |
||
| 659 | " <td>4</td>\n", |
||
| 660 | " <td>7</td>\n", |
||
| 661 | " <td>0.8370</td>\n", |
||
| 662 | " <td>-0.0274</td>\n", |
||
| 663 | " <td>-0.4066</td>\n", |
||
| 664 | " <td>-0.105377</td>\n", |
||
| 665 | " <td>0.000961</td>\n", |
||
| 666 | " <td>12.238693</td>\n", |
||
| 667 | " <td>34.727722</td>\n", |
||
| 668 | " <td>2.024841</td>\n", |
||
| 669 | " </tr>\n", |
||
| 670 | " <tr>\n", |
||
| 671 | " <th>31470589</th>\n", |
||
| 672 | " <td>4</td>\n", |
||
| 673 | " <td>7</td>\n", |
||
| 674 | " <td>0.8376</td>\n", |
||
| 675 | " <td>-0.0290</td>\n", |
||
| 676 | " <td>-0.4014</td>\n", |
||
| 677 | " <td>-0.101120</td>\n", |
||
| 678 | " <td>-0.006729</td>\n", |
||
| 679 | " <td>12.239456</td>\n", |
||
| 680 | " <td>34.740021</td>\n", |
||
| 681 | " <td>2.024841</td>\n", |
||
| 682 | " </tr>\n", |
||
| 683 | " <tr>\n", |
||
| 684 | " <th>31470590</th>\n", |
||
| 685 | " <td>4</td>\n", |
||
| 686 | " <td>7</td>\n", |
||
| 687 | " <td>0.8396</td>\n", |
||
| 688 | " <td>-0.0302</td>\n", |
||
| 689 | " <td>-0.3942</td>\n", |
||
| 690 | " <td>-0.097366</td>\n", |
||
| 691 | " <td>-0.005447</td>\n", |
||
| 692 | " <td>12.240219</td>\n", |
||
| 693 | " <td>34.727722</td>\n", |
||
| 694 | " <td>2.032471</td>\n", |
||
| 695 | " </tr>\n", |
||
| 696 | " <tr>\n", |
||
| 697 | " <th>31470591</th>\n", |
||
| 698 | " <td>4</td>\n", |
||
| 699 | " <td>7</td>\n", |
||
| 700 | " <td>0.8390</td>\n", |
||
| 701 | " <td>-0.0294</td>\n", |
||
| 702 | " <td>-0.3864</td>\n", |
||
| 703 | " <td>-0.092834</td>\n", |
||
| 704 | " <td>-0.005081</td>\n", |
||
| 705 | " <td>12.234879</td>\n", |
||
| 706 | " <td>34.740021</td>\n", |
||
| 707 | " <td>2.027893</td>\n", |
||
| 708 | " </tr>\n", |
||
| 709 | " <tr>\n", |
||
| 710 | " <th>31470592</th>\n", |
||
| 711 | " <td>4</td>\n", |
||
| 712 | " <td>7</td>\n", |
||
| 713 | " <td>0.8398</td>\n", |
||
| 714 | " <td>-0.0290</td>\n", |
||
| 715 | " <td>-0.3806</td>\n", |
||
| 716 | " <td>-0.088943</td>\n", |
||
| 717 | " <td>-0.005173</td>\n", |
||
| 718 | " <td>12.239075</td>\n", |
||
| 719 | " <td>34.710846</td>\n", |
||
| 720 | " <td>2.040100</td>\n", |
||
| 721 | " </tr>\n", |
||
| 722 | " <tr>\n", |
||
| 723 | " <th>31470593</th>\n", |
||
| 724 | " <td>4</td>\n", |
||
| 725 | " <td>7</td>\n", |
||
| 726 | " <td>0.8382</td>\n", |
||
| 727 | " <td>-0.0302</td>\n", |
||
| 728 | " <td>-0.3766</td>\n", |
||
| 729 | " <td>-0.087753</td>\n", |
||
| 730 | " <td>-0.002792</td>\n", |
||
| 731 | " <td>12.239456</td>\n", |
||
| 732 | " <td>34.727722</td>\n", |
||
| 733 | " <td>2.037048</td>\n", |
||
| 734 | " </tr>\n", |
||
| 735 | " <tr>\n", |
||
| 736 | " <th>31470594</th>\n", |
||
| 737 | " <td>4</td>\n", |
||
| 738 | " <td>7</td>\n", |
||
| 739 | " <td>0.8414</td>\n", |
||
| 740 | " <td>-0.0328</td>\n", |
||
| 741 | " <td>-0.3720</td>\n", |
||
| 742 | " <td>-0.088760</td>\n", |
||
| 743 | " <td>-0.006638</td>\n", |
||
| 744 | " <td>12.239456</td>\n", |
||
| 745 | " <td>34.723114</td>\n", |
||
| 746 | " <td>2.041626</td>\n", |
||
| 747 | " </tr>\n", |
||
| 748 | " <tr>\n", |
||
| 749 | " <th>31470595</th>\n", |
||
| 750 | " <td>4</td>\n", |
||
| 751 | " <td>7</td>\n", |
||
| 752 | " <td>0.8440</td>\n", |
||
| 753 | " <td>-0.0330</td>\n", |
||
| 754 | " <td>-0.3710</td>\n", |
||
| 755 | " <td>-0.085098</td>\n", |
||
| 756 | " <td>0.008514</td>\n", |
||
| 757 | " <td>12.239456</td>\n", |
||
| 758 | " <td>34.712341</td>\n", |
||
| 759 | " <td>1.889038</td>\n", |
||
| 760 | " </tr>\n", |
||
| 761 | " <tr>\n", |
||
| 762 | " <th>31470596</th>\n", |
||
| 763 | " <td>4</td>\n", |
||
| 764 | " <td>7</td>\n", |
||
| 765 | " <td>0.8452</td>\n", |
||
| 766 | " <td>-0.0322</td>\n", |
||
| 767 | " <td>-0.3674</td>\n", |
||
| 768 | " <td>-0.082809</td>\n", |
||
| 769 | " <td>0.006775</td>\n", |
||
| 770 | " <td>12.237930</td>\n", |
||
| 771 | " <td>34.663177</td>\n", |
||
| 772 | " <td>2.073669</td>\n", |
||
| 773 | " </tr>\n", |
||
| 774 | " <tr>\n", |
||
| 775 | " <th>31470597</th>\n", |
||
| 776 | " <td>4</td>\n", |
||
| 777 | " <td>7</td>\n", |
||
| 778 | " <td>0.8446</td>\n", |
||
| 779 | " <td>-0.0328</td>\n", |
||
| 780 | " <td>-0.3608</td>\n", |
||
| 781 | " <td>-0.079971</td>\n", |
||
| 782 | " <td>0.000778</td>\n", |
||
| 783 | " <td>12.240219</td>\n", |
||
| 784 | " <td>34.732361</td>\n", |
||
| 785 | " <td>2.082825</td>\n", |
||
| 786 | " </tr>\n", |
||
| 787 | " <tr>\n", |
||
| 788 | " <th>31470598</th>\n", |
||
| 789 | " <td>4</td>\n", |
||
| 790 | " <td>7</td>\n", |
||
| 791 | " <td>0.8442</td>\n", |
||
| 792 | " <td>-0.0344</td>\n", |
||
| 793 | " <td>-0.3638</td>\n", |
||
| 794 | " <td>-0.076309</td>\n", |
||
| 795 | " <td>-0.001511</td>\n", |
||
| 796 | " <td>12.240219</td>\n", |
||
| 797 | " <td>34.724670</td>\n", |
||
| 798 | " <td>2.073669</td>\n", |
||
| 799 | " </tr>\n", |
||
| 800 | " <tr>\n", |
||
| 801 | " <th>31470599</th>\n", |
||
| 802 | " <td>4</td>\n", |
||
| 803 | " <td>7</td>\n", |
||
| 804 | " <td>0.8434</td>\n", |
||
| 805 | " <td>-0.0330</td>\n", |
||
| 806 | " <td>-0.3634</td>\n", |
||
| 807 | " <td>-0.074844</td>\n", |
||
| 808 | " <td>-0.006271</td>\n", |
||
| 809 | " <td>12.240219</td>\n", |
||
| 810 | " <td>34.716980</td>\n", |
||
| 811 | " <td>2.082825</td>\n", |
||
| 812 | " </tr>\n", |
||
| 813 | " <tr>\n", |
||
| 814 | " <th>31470600</th>\n", |
||
| 815 | " <td>4</td>\n", |
||
| 816 | " <td>7</td>\n", |
||
| 817 | " <td>0.8462</td>\n", |
||
| 818 | " <td>-0.0348</td>\n", |
||
| 819 | " <td>-0.3650</td>\n", |
||
| 820 | " <td>-0.073013</td>\n", |
||
| 821 | " <td>-0.006638</td>\n", |
||
| 822 | " <td>12.233353</td>\n", |
||
| 823 | " <td>34.715424</td>\n", |
||
| 824 | " <td>2.079773</td>\n", |
||
| 825 | " </tr>\n", |
||
| 826 | " <tr>\n", |
||
| 827 | " <th>31470601</th>\n", |
||
| 828 | " <td>4</td>\n", |
||
| 829 | " <td>7</td>\n", |
||
| 830 | " <td>0.8446</td>\n", |
||
| 831 | " <td>-0.0360</td>\n", |
||
| 832 | " <td>-0.3652</td>\n", |
||
| 833 | " <td>-0.071136</td>\n", |
||
| 834 | " <td>-0.001694</td>\n", |
||
| 835 | " <td>12.239075</td>\n", |
||
| 836 | " <td>34.724670</td>\n", |
||
| 837 | " <td>2.079773</td>\n", |
||
| 838 | " </tr>\n", |
||
| 839 | " <tr>\n", |
||
| 840 | " <th>31470602</th>\n", |
||
| 841 | " <td>4</td>\n", |
||
| 842 | " <td>7</td>\n", |
||
| 843 | " <td>0.8472</td>\n", |
||
| 844 | " <td>-0.0358</td>\n", |
||
| 845 | " <td>-0.3654</td>\n", |
||
| 846 | " <td>-0.067154</td>\n", |
||
| 847 | " <td>0.000778</td>\n", |
||
| 848 | " <td>12.236786</td>\n", |
||
| 849 | " <td>34.726166</td>\n", |
||
| 850 | " <td>2.076721</td>\n", |
||
| 851 | " </tr>\n", |
||
| 852 | " </tbody>\n", |
||
| 853 | "</table>\n", |
||
| 854 | "<p>31470603 rows × 10 columns</p>\n", |
||
| 855 | "</div>" |
||
| 856 | ], |
||
| 857 | "text/plain": [ |
||
| 858 | " target subject chest_ACC_x chest_ACC_y chest_ACC_z chest_ECG \\\n", |
||
| 859 | "0 1 6 0.6280 -0.0082 -0.7272 0.016937 \n", |
||
| 860 | "1 1 6 0.6276 -0.0056 -0.7262 0.017853 \n", |
||
| 861 | "2 1 6 0.6270 -0.0054 -0.7200 0.016525 \n", |
||
| 862 | "3 1 6 0.6266 -0.0070 -0.7174 0.012863 \n", |
||
| 863 | "4 1 6 0.6242 -0.0078 -0.7202 0.007278 \n", |
||
| 864 | "... ... ... ... ... ... ... \n", |
||
| 865 | "31470598 4 7 0.8442 -0.0344 -0.3638 -0.076309 \n", |
||
| 866 | "31470599 4 7 0.8434 -0.0330 -0.3634 -0.074844 \n", |
||
| 867 | "31470600 4 7 0.8462 -0.0348 -0.3650 -0.073013 \n", |
||
| 868 | "31470601 4 7 0.8446 -0.0360 -0.3652 -0.071136 \n", |
||
| 869 | "31470602 4 7 0.8472 -0.0358 -0.3654 -0.067154 \n", |
||
| 870 | "\n", |
||
| 871 | " chest_EMG chest_EDA chest_Temp chest_Resp \n", |
||
| 872 | "0 0.134720 9.645462 33.432587 4.010010 \n", |
||
| 873 | "1 0.216248 9.645462 33.459747 4.039001 \n", |
||
| 874 | "2 0.142136 9.646606 33.452240 3.993225 \n", |
||
| 875 | "3 0.033371 9.646225 33.453735 4.002380 \n", |
||
| 876 | "4 -0.024994 9.646988 33.426544 3.996277 \n", |
||
| 877 | "... ... ... ... ... \n", |
||
| 878 | "31470598 -0.001511 12.240219 34.724670 2.073669 \n", |
||
| 879 | "31470599 -0.006271 12.240219 34.716980 2.082825 \n", |
||
| 880 | "31470600 -0.006638 12.233353 34.715424 2.079773 \n", |
||
| 881 | "31470601 -0.001694 12.239075 34.724670 2.079773 \n", |
||
| 882 | "31470602 0.000778 12.236786 34.726166 2.076721 \n", |
||
| 883 | "\n", |
||
| 884 | "[31470603 rows x 10 columns]" |
||
| 885 | ] |
||
| 886 | }, |
||
| 887 | "execution_count": 2, |
||
| 888 | "metadata": {}, |
||
| 889 | "output_type": "execute_result" |
||
| 890 | } |
||
| 891 | ], |
||
| 892 | "source": [ |
||
| 893 | "%%time\n", |
||
| 894 | "df = pd.read_csv(\"master_data.csv\")\n", |
||
| 895 | "df" |
||
| 896 | ] |
||
| 897 | }, |
||
| 898 | { |
||
| 899 | "cell_type": "code", |
||
| 900 | "execution_count": 3, |
||
| 901 | "metadata": {}, |
||
| 902 | "outputs": [], |
||
| 903 | "source": [ |
||
| 904 | "df = df[df['target']>0]" |
||
| 905 | ] |
||
| 906 | }, |
||
| 907 | { |
||
| 908 | "cell_type": "code", |
||
| 909 | "execution_count": 4, |
||
| 910 | "metadata": { |
||
| 911 | "scrolled": true |
||
| 912 | }, |
||
| 913 | "outputs": [ |
||
| 914 | { |
||
| 915 | "data": { |
||
| 916 | "text/html": [ |
||
| 917 | "<div>\n", |
||
| 918 | "<style scoped>\n", |
||
| 919 | " .dataframe tbody tr th:only-of-type {\n", |
||
| 920 | " vertical-align: middle;\n", |
||
| 921 | " }\n", |
||
| 922 | "\n", |
||
| 923 | " .dataframe tbody tr th {\n", |
||
| 924 | " vertical-align: top;\n", |
||
| 925 | " }\n", |
||
| 926 | "\n", |
||
| 927 | " .dataframe thead th {\n", |
||
| 928 | " text-align: right;\n", |
||
| 929 | " }\n", |
||
| 930 | "</style>\n", |
||
| 931 | "<table border=\"1\" class=\"dataframe\">\n", |
||
| 932 | " <thead>\n", |
||
| 933 | " <tr style=\"text-align: right;\">\n", |
||
| 934 | " <th></th>\n", |
||
| 935 | " <th>target</th>\n", |
||
| 936 | " <th>subject</th>\n", |
||
| 937 | " <th>chest_ACC_x</th>\n", |
||
| 938 | " <th>chest_ACC_y</th>\n", |
||
| 939 | " <th>chest_ACC_z</th>\n", |
||
| 940 | " <th>chest_ECG</th>\n", |
||
| 941 | " <th>chest_EMG</th>\n", |
||
| 942 | " <th>chest_EDA</th>\n", |
||
| 943 | " <th>chest_Temp</th>\n", |
||
| 944 | " <th>chest_Resp</th>\n", |
||
| 945 | " </tr>\n", |
||
| 946 | " </thead>\n", |
||
| 947 | " <tbody>\n", |
||
| 948 | " <tr>\n", |
||
| 949 | " <th>0</th>\n", |
||
| 950 | " <td>1</td>\n", |
||
| 951 | " <td>6</td>\n", |
||
| 952 | " <td>0.6280</td>\n", |
||
| 953 | " <td>-0.0082</td>\n", |
||
| 954 | " <td>-0.7272</td>\n", |
||
| 955 | " <td>0.016937</td>\n", |
||
| 956 | " <td>0.134720</td>\n", |
||
| 957 | " <td>9.645462</td>\n", |
||
| 958 | " <td>33.432587</td>\n", |
||
| 959 | " <td>4.010010</td>\n", |
||
| 960 | " </tr>\n", |
||
| 961 | " <tr>\n", |
||
| 962 | " <th>1</th>\n", |
||
| 963 | " <td>1</td>\n", |
||
| 964 | " <td>6</td>\n", |
||
| 965 | " <td>0.6276</td>\n", |
||
| 966 | " <td>-0.0056</td>\n", |
||
| 967 | " <td>-0.7262</td>\n", |
||
| 968 | " <td>0.017853</td>\n", |
||
| 969 | " <td>0.216248</td>\n", |
||
| 970 | " <td>9.645462</td>\n", |
||
| 971 | " <td>33.459747</td>\n", |
||
| 972 | " <td>4.039001</td>\n", |
||
| 973 | " </tr>\n", |
||
| 974 | " <tr>\n", |
||
| 975 | " <th>2</th>\n", |
||
| 976 | " <td>1</td>\n", |
||
| 977 | " <td>6</td>\n", |
||
| 978 | " <td>0.6270</td>\n", |
||
| 979 | " <td>-0.0054</td>\n", |
||
| 980 | " <td>-0.7200</td>\n", |
||
| 981 | " <td>0.016525</td>\n", |
||
| 982 | " <td>0.142136</td>\n", |
||
| 983 | " <td>9.646606</td>\n", |
||
| 984 | " <td>33.452240</td>\n", |
||
| 985 | " <td>3.993225</td>\n", |
||
| 986 | " </tr>\n", |
||
| 987 | " <tr>\n", |
||
| 988 | " <th>3</th>\n", |
||
| 989 | " <td>1</td>\n", |
||
| 990 | " <td>6</td>\n", |
||
| 991 | " <td>0.6266</td>\n", |
||
| 992 | " <td>-0.0070</td>\n", |
||
| 993 | " <td>-0.7174</td>\n", |
||
| 994 | " <td>0.012863</td>\n", |
||
| 995 | " <td>0.033371</td>\n", |
||
| 996 | " <td>9.646225</td>\n", |
||
| 997 | " <td>33.453735</td>\n", |
||
| 998 | " <td>4.002380</td>\n", |
||
| 999 | " </tr>\n", |
||
| 1000 | " <tr>\n", |
||
| 1001 | " <th>4</th>\n", |
||
| 1002 | " <td>1</td>\n", |
||
| 1003 | " <td>6</td>\n", |
||
| 1004 | " <td>0.6242</td>\n", |
||
| 1005 | " <td>-0.0078</td>\n", |
||
| 1006 | " <td>-0.7202</td>\n", |
||
| 1007 | " <td>0.007278</td>\n", |
||
| 1008 | " <td>-0.024994</td>\n", |
||
| 1009 | " <td>9.646988</td>\n", |
||
| 1010 | " <td>33.426544</td>\n", |
||
| 1011 | " <td>3.996277</td>\n", |
||
| 1012 | " </tr>\n", |
||
| 1013 | " <tr>\n", |
||
| 1014 | " <th>5</th>\n", |
||
| 1015 | " <td>1</td>\n", |
||
| 1016 | " <td>6</td>\n", |
||
| 1017 | " <td>0.6238</td>\n", |
||
| 1018 | " <td>-0.0072</td>\n", |
||
| 1019 | " <td>-0.7206</td>\n", |
||
| 1020 | " <td>-0.007416</td>\n", |
||
| 1021 | " <td>-0.050766</td>\n", |
||
| 1022 | " <td>9.645462</td>\n", |
||
| 1023 | " <td>33.447693</td>\n", |
||
| 1024 | " <td>3.977966</td>\n", |
||
| 1025 | " </tr>\n", |
||
| 1026 | " <tr>\n", |
||
| 1027 | " <th>6</th>\n", |
||
| 1028 | " <td>1</td>\n", |
||
| 1029 | " <td>6</td>\n", |
||
| 1030 | " <td>0.6242</td>\n", |
||
| 1031 | " <td>-0.0090</td>\n", |
||
| 1032 | " <td>-0.7194</td>\n", |
||
| 1033 | " <td>-0.025040</td>\n", |
||
| 1034 | " <td>-0.017715</td>\n", |
||
| 1035 | " <td>9.647369</td>\n", |
||
| 1036 | " <td>33.444672</td>\n", |
||
| 1037 | " <td>3.956604</td>\n", |
||
| 1038 | " </tr>\n", |
||
| 1039 | " <tr>\n", |
||
| 1040 | " <th>7</th>\n", |
||
| 1041 | " <td>1</td>\n", |
||
| 1042 | " <td>6</td>\n", |
||
| 1043 | " <td>0.6232</td>\n", |
||
| 1044 | " <td>-0.0074</td>\n", |
||
| 1045 | " <td>-0.7182</td>\n", |
||
| 1046 | " <td>-0.039093</td>\n", |
||
| 1047 | " <td>0.011215</td>\n", |
||
| 1048 | " <td>9.648132</td>\n", |
||
| 1049 | " <td>33.467316</td>\n", |
||
| 1050 | " <td>3.953552</td>\n", |
||
| 1051 | " </tr>\n", |
||
| 1052 | " <tr>\n", |
||
| 1053 | " <th>8</th>\n", |
||
| 1054 | " <td>1</td>\n", |
||
| 1055 | " <td>6</td>\n", |
||
| 1056 | " <td>0.6218</td>\n", |
||
| 1057 | " <td>-0.0114</td>\n", |
||
| 1058 | " <td>-0.7166</td>\n", |
||
| 1059 | " <td>-0.045410</td>\n", |
||
| 1060 | " <td>-0.011032</td>\n", |
||
| 1061 | " <td>9.646988</td>\n", |
||
| 1062 | " <td>33.453735</td>\n", |
||
| 1063 | " <td>3.929138</td>\n", |
||
| 1064 | " </tr>\n", |
||
| 1065 | " <tr>\n", |
||
| 1066 | " <th>9</th>\n", |
||
| 1067 | " <td>1</td>\n", |
||
| 1068 | " <td>6</td>\n", |
||
| 1069 | " <td>0.6162</td>\n", |
||
| 1070 | " <td>-0.0130</td>\n", |
||
| 1071 | " <td>-0.7158</td>\n", |
||
| 1072 | " <td>-0.040237</td>\n", |
||
| 1073 | " <td>-0.049576</td>\n", |
||
| 1074 | " <td>9.646225</td>\n", |
||
| 1075 | " <td>33.437103</td>\n", |
||
| 1076 | " <td>3.932190</td>\n", |
||
| 1077 | " </tr>\n", |
||
| 1078 | " <tr>\n", |
||
| 1079 | " <th>10</th>\n", |
||
| 1080 | " <td>1</td>\n", |
||
| 1081 | " <td>6</td>\n", |
||
| 1082 | " <td>0.6158</td>\n", |
||
| 1083 | " <td>-0.0158</td>\n", |
||
| 1084 | " <td>-0.7138</td>\n", |
||
| 1085 | " <td>-0.024490</td>\n", |
||
| 1086 | " <td>-0.069260</td>\n", |
||
| 1087 | " <td>9.645081</td>\n", |
||
| 1088 | " <td>33.447693</td>\n", |
||
| 1089 | " <td>3.904724</td>\n", |
||
| 1090 | " </tr>\n", |
||
| 1091 | " <tr>\n", |
||
| 1092 | " <th>11</th>\n", |
||
| 1093 | " <td>1</td>\n", |
||
| 1094 | " <td>6</td>\n", |
||
| 1095 | " <td>0.6140</td>\n", |
||
| 1096 | " <td>-0.0156</td>\n", |
||
| 1097 | " <td>-0.7128</td>\n", |
||
| 1098 | " <td>-0.012909</td>\n", |
||
| 1099 | " <td>-0.053513</td>\n", |
||
| 1100 | " <td>9.644699</td>\n", |
||
| 1101 | " <td>33.447693</td>\n", |
||
| 1102 | " <td>3.892517</td>\n", |
||
| 1103 | " </tr>\n", |
||
| 1104 | " <tr>\n", |
||
| 1105 | " <th>12</th>\n", |
||
| 1106 | " <td>1</td>\n", |
||
| 1107 | " <td>6</td>\n", |
||
| 1108 | " <td>0.6090</td>\n", |
||
| 1109 | " <td>-0.0142</td>\n", |
||
| 1110 | " <td>-0.7138</td>\n", |
||
| 1111 | " <td>-0.009293</td>\n", |
||
| 1112 | " <td>-0.049026</td>\n", |
||
| 1113 | " <td>9.643936</td>\n", |
||
| 1114 | " <td>33.447693</td>\n", |
||
| 1115 | " <td>3.883362</td>\n", |
||
| 1116 | " </tr>\n", |
||
| 1117 | " <tr>\n", |
||
| 1118 | " <th>13</th>\n", |
||
| 1119 | " <td>1</td>\n", |
||
| 1120 | " <td>6</td>\n", |
||
| 1121 | " <td>0.6082</td>\n", |
||
| 1122 | " <td>-0.0166</td>\n", |
||
| 1123 | " <td>-0.7090</td>\n", |
||
| 1124 | " <td>-0.008194</td>\n", |
||
| 1125 | " <td>-0.016800</td>\n", |
||
| 1126 | " <td>9.645844</td>\n", |
||
| 1127 | " <td>33.414459</td>\n", |
||
| 1128 | " <td>3.906250</td>\n", |
||
| 1129 | " </tr>\n", |
||
| 1130 | " <tr>\n", |
||
| 1131 | " <th>14</th>\n", |
||
| 1132 | " <td>1</td>\n", |
||
| 1133 | " <td>6</td>\n", |
||
| 1134 | " <td>0.6058</td>\n", |
||
| 1135 | " <td>-0.0184</td>\n", |
||
| 1136 | " <td>-0.7082</td>\n", |
||
| 1137 | " <td>-0.008606</td>\n", |
||
| 1138 | " <td>0.059189</td>\n", |
||
| 1139 | " <td>9.644318</td>\n", |
||
| 1140 | " <td>33.411469</td>\n", |
||
| 1141 | " <td>3.712463</td>\n", |
||
| 1142 | " </tr>\n", |
||
| 1143 | " <tr>\n", |
||
| 1144 | " <th>15</th>\n", |
||
| 1145 | " <td>1</td>\n", |
||
| 1146 | " <td>6</td>\n", |
||
| 1147 | " <td>0.6040</td>\n", |
||
| 1148 | " <td>-0.0218</td>\n", |
||
| 1149 | " <td>-0.7048</td>\n", |
||
| 1150 | " <td>-0.003250</td>\n", |
||
| 1151 | " <td>0.077133</td>\n", |
||
| 1152 | " <td>9.643936</td>\n", |
||
| 1153 | " <td>33.465851</td>\n", |
||
| 1154 | " <td>3.254700</td>\n", |
||
| 1155 | " </tr>\n", |
||
| 1156 | " <tr>\n", |
||
| 1157 | " <th>16</th>\n", |
||
| 1158 | " <td>1</td>\n", |
||
| 1159 | " <td>6</td>\n", |
||
| 1160 | " <td>0.6040</td>\n", |
||
| 1161 | " <td>-0.0238</td>\n", |
||
| 1162 | " <td>-0.7128</td>\n", |
||
| 1163 | " <td>0.000916</td>\n", |
||
| 1164 | " <td>0.010071</td>\n", |
||
| 1165 | " <td>9.643173</td>\n", |
||
| 1166 | " <td>33.450684</td>\n", |
||
| 1167 | " <td>3.834534</td>\n", |
||
| 1168 | " </tr>\n", |
||
| 1169 | " <tr>\n", |
||
| 1170 | " <th>17</th>\n", |
||
| 1171 | " <td>1</td>\n", |
||
| 1172 | " <td>6</td>\n", |
||
| 1173 | " <td>0.6038</td>\n", |
||
| 1174 | " <td>-0.0254</td>\n", |
||
| 1175 | " <td>-0.7160</td>\n", |
||
| 1176 | " <td>0.003433</td>\n", |
||
| 1177 | " <td>0.006821</td>\n", |
||
| 1178 | " <td>9.643173</td>\n", |
||
| 1179 | " <td>33.435608</td>\n", |
||
| 1180 | " <td>3.840637</td>\n", |
||
| 1181 | " </tr>\n", |
||
| 1182 | " <tr>\n", |
||
| 1183 | " <th>18</th>\n", |
||
| 1184 | " <td>1</td>\n", |
||
| 1185 | " <td>6</td>\n", |
||
| 1186 | " <td>0.6018</td>\n", |
||
| 1187 | " <td>-0.0286</td>\n", |
||
| 1188 | " <td>-0.7110</td>\n", |
||
| 1189 | " <td>-0.003067</td>\n", |
||
| 1190 | " <td>-0.011856</td>\n", |
||
| 1191 | " <td>9.643936</td>\n", |
||
| 1192 | " <td>33.508148</td>\n", |
||
| 1193 | " <td>3.851318</td>\n", |
||
| 1194 | " </tr>\n", |
||
| 1195 | " <tr>\n", |
||
| 1196 | " <th>19</th>\n", |
||
| 1197 | " <td>1</td>\n", |
||
| 1198 | " <td>6</td>\n", |
||
| 1199 | " <td>0.5994</td>\n", |
||
| 1200 | " <td>-0.0290</td>\n", |
||
| 1201 | " <td>-0.7126</td>\n", |
||
| 1202 | " <td>-0.015884</td>\n", |
||
| 1203 | " <td>-0.044632</td>\n", |
||
| 1204 | " <td>9.643936</td>\n", |
||
| 1205 | " <td>33.438599</td>\n", |
||
| 1206 | " <td>3.837585</td>\n", |
||
| 1207 | " </tr>\n", |
||
| 1208 | " <tr>\n", |
||
| 1209 | " <th>20</th>\n", |
||
| 1210 | " <td>1</td>\n", |
||
| 1211 | " <td>6</td>\n", |
||
| 1212 | " <td>0.5978</td>\n", |
||
| 1213 | " <td>-0.0326</td>\n", |
||
| 1214 | " <td>-0.7080</td>\n", |
||
| 1215 | " <td>-0.030899</td>\n", |
||
| 1216 | " <td>0.076950</td>\n", |
||
| 1217 | " <td>9.644699</td>\n", |
||
| 1218 | " <td>33.462799</td>\n", |
||
| 1219 | " <td>3.788757</td>\n", |
||
| 1220 | " </tr>\n", |
||
| 1221 | " <tr>\n", |
||
| 1222 | " <th>21</th>\n", |
||
| 1223 | " <td>1</td>\n", |
||
| 1224 | " <td>6</td>\n", |
||
| 1225 | " <td>0.5982</td>\n", |
||
| 1226 | " <td>-0.0358</td>\n", |
||
| 1227 | " <td>-0.7064</td>\n", |
||
| 1228 | " <td>-0.035339</td>\n", |
||
| 1229 | " <td>0.133026</td>\n", |
||
| 1230 | " <td>9.643173</td>\n", |
||
| 1231 | " <td>33.444672</td>\n", |
||
| 1232 | " <td>3.782654</td>\n", |
||
| 1233 | " </tr>\n", |
||
| 1234 | " <tr>\n", |
||
| 1235 | " <th>22</th>\n", |
||
| 1236 | " <td>1</td>\n", |
||
| 1237 | " <td>6</td>\n", |
||
| 1238 | " <td>0.5950</td>\n", |
||
| 1239 | " <td>-0.0328</td>\n", |
||
| 1240 | " <td>-0.7106</td>\n", |
||
| 1241 | " <td>-0.034470</td>\n", |
||
| 1242 | " <td>0.051956</td>\n", |
||
| 1243 | " <td>9.645462</td>\n", |
||
| 1244 | " <td>33.459747</td>\n", |
||
| 1245 | " <td>3.778076</td>\n", |
||
| 1246 | " </tr>\n", |
||
| 1247 | " <tr>\n", |
||
| 1248 | " <th>23</th>\n", |
||
| 1249 | " <td>1</td>\n", |
||
| 1250 | " <td>6</td>\n", |
||
| 1251 | " <td>0.5948</td>\n", |
||
| 1252 | " <td>-0.0350</td>\n", |
||
| 1253 | " <td>-0.7102</td>\n", |
||
| 1254 | " <td>-0.034332</td>\n", |
||
| 1255 | " <td>-0.047836</td>\n", |
||
| 1256 | " <td>9.643936</td>\n", |
||
| 1257 | " <td>33.438599</td>\n", |
||
| 1258 | " <td>3.761292</td>\n", |
||
| 1259 | " </tr>\n", |
||
| 1260 | " <tr>\n", |
||
| 1261 | " <th>24</th>\n", |
||
| 1262 | " <td>1</td>\n", |
||
| 1263 | " <td>6</td>\n", |
||
| 1264 | " <td>0.5912</td>\n", |
||
| 1265 | " <td>-0.0352</td>\n", |
||
| 1266 | " <td>-0.7046</td>\n", |
||
| 1267 | " <td>-0.033737</td>\n", |
||
| 1268 | " <td>-0.207779</td>\n", |
||
| 1269 | " <td>9.643936</td>\n", |
||
| 1270 | " <td>33.441620</td>\n", |
||
| 1271 | " <td>3.762817</td>\n", |
||
| 1272 | " </tr>\n", |
||
| 1273 | " <tr>\n", |
||
| 1274 | " <th>25</th>\n", |
||
| 1275 | " <td>1</td>\n", |
||
| 1276 | " <td>6</td>\n", |
||
| 1277 | " <td>0.5922</td>\n", |
||
| 1278 | " <td>-0.0370</td>\n", |
||
| 1279 | " <td>-0.7056</td>\n", |
||
| 1280 | " <td>-0.024765</td>\n", |
||
| 1281 | " <td>-0.344147</td>\n", |
||
| 1282 | " <td>9.643173</td>\n", |
||
| 1283 | " <td>33.440155</td>\n", |
||
| 1284 | " <td>3.746033</td>\n", |
||
| 1285 | " </tr>\n", |
||
| 1286 | " <tr>\n", |
||
| 1287 | " <th>26</th>\n", |
||
| 1288 | " <td>1</td>\n", |
||
| 1289 | " <td>6</td>\n", |
||
| 1290 | " <td>0.5928</td>\n", |
||
| 1291 | " <td>-0.0410</td>\n", |
||
| 1292 | " <td>-0.7054</td>\n", |
||
| 1293 | " <td>-0.021149</td>\n", |
||
| 1294 | " <td>-0.347305</td>\n", |
||
| 1295 | " <td>9.643936</td>\n", |
||
| 1296 | " <td>33.536865</td>\n", |
||
| 1297 | " <td>3.778076</td>\n", |
||
| 1298 | " </tr>\n", |
||
| 1299 | " <tr>\n", |
||
| 1300 | " <th>27</th>\n", |
||
| 1301 | " <td>1</td>\n", |
||
| 1302 | " <td>6</td>\n", |
||
| 1303 | " <td>0.5914</td>\n", |
||
| 1304 | " <td>-0.0406</td>\n", |
||
| 1305 | " <td>-0.7032</td>\n", |
||
| 1306 | " <td>-0.026413</td>\n", |
||
| 1307 | " <td>-0.049118</td>\n", |
||
| 1308 | " <td>9.643173</td>\n", |
||
| 1309 | " <td>33.450684</td>\n", |
||
| 1310 | " <td>3.648376</td>\n", |
||
| 1311 | " </tr>\n", |
||
| 1312 | " <tr>\n", |
||
| 1313 | " <th>28</th>\n", |
||
| 1314 | " <td>1</td>\n", |
||
| 1315 | " <td>6</td>\n", |
||
| 1316 | " <td>0.5890</td>\n", |
||
| 1317 | " <td>-0.0418</td>\n", |
||
| 1318 | " <td>-0.7054</td>\n", |
||
| 1319 | " <td>-0.032547</td>\n", |
||
| 1320 | " <td>0.199448</td>\n", |
||
| 1321 | " <td>9.643173</td>\n", |
||
| 1322 | " <td>33.455261</td>\n", |
||
| 1323 | " <td>3.285217</td>\n", |
||
| 1324 | " </tr>\n", |
||
| 1325 | " <tr>\n", |
||
| 1326 | " <th>29</th>\n", |
||
| 1327 | " <td>1</td>\n", |
||
| 1328 | " <td>6</td>\n", |
||
| 1329 | " <td>0.5886</td>\n", |
||
| 1330 | " <td>-0.0466</td>\n", |
||
| 1331 | " <td>-0.7026</td>\n", |
||
| 1332 | " <td>-0.032593</td>\n", |
||
| 1333 | " <td>0.287384</td>\n", |
||
| 1334 | " <td>9.643173</td>\n", |
||
| 1335 | " <td>33.476379</td>\n", |
||
| 1336 | " <td>3.697205</td>\n", |
||
| 1337 | " </tr>\n", |
||
| 1338 | " <tr>\n", |
||
| 1339 | " <th>...</th>\n", |
||
| 1340 | " <td>...</td>\n", |
||
| 1341 | " <td>...</td>\n", |
||
| 1342 | " <td>...</td>\n", |
||
| 1343 | " <td>...</td>\n", |
||
| 1344 | " <td>...</td>\n", |
||
| 1345 | " <td>...</td>\n", |
||
| 1346 | " <td>...</td>\n", |
||
| 1347 | " <td>...</td>\n", |
||
| 1348 | " <td>...</td>\n", |
||
| 1349 | " <td>...</td>\n", |
||
| 1350 | " </tr>\n", |
||
| 1351 | " <tr>\n", |
||
| 1352 | " <th>31470573</th>\n", |
||
| 1353 | " <td>4</td>\n", |
||
| 1354 | " <td>7</td>\n", |
||
| 1355 | " <td>0.8482</td>\n", |
||
| 1356 | " <td>-0.0274</td>\n", |
||
| 1357 | " <td>-0.3788</td>\n", |
||
| 1358 | " <td>-0.144699</td>\n", |
||
| 1359 | " <td>0.013138</td>\n", |
||
| 1360 | " <td>12.242508</td>\n", |
||
| 1361 | " <td>34.706207</td>\n", |
||
| 1362 | " <td>2.009583</td>\n", |
||
| 1363 | " </tr>\n", |
||
| 1364 | " <tr>\n", |
||
| 1365 | " <th>31470574</th>\n", |
||
| 1366 | " <td>4</td>\n", |
||
| 1367 | " <td>7</td>\n", |
||
| 1368 | " <td>0.8474</td>\n", |
||
| 1369 | " <td>-0.0254</td>\n", |
||
| 1370 | " <td>-0.3698</td>\n", |
||
| 1371 | " <td>-0.141861</td>\n", |
||
| 1372 | " <td>0.009384</td>\n", |
||
| 1373 | " <td>12.242508</td>\n", |
||
| 1374 | " <td>34.724670</td>\n", |
||
| 1375 | " <td>2.021790</td>\n", |
||
| 1376 | " </tr>\n", |
||
| 1377 | " <tr>\n", |
||
| 1378 | " <th>31470575</th>\n", |
||
| 1379 | " <td>4</td>\n", |
||
| 1380 | " <td>7</td>\n", |
||
| 1381 | " <td>0.8510</td>\n", |
||
| 1382 | " <td>-0.0262</td>\n", |
||
| 1383 | " <td>-0.3596</td>\n", |
||
| 1384 | " <td>-0.138016</td>\n", |
||
| 1385 | " <td>-0.006271</td>\n", |
||
| 1386 | " <td>12.242508</td>\n", |
||
| 1387 | " <td>34.713867</td>\n", |
||
| 1388 | " <td>2.024841</td>\n", |
||
| 1389 | " </tr>\n", |
||
| 1390 | " <tr>\n", |
||
| 1391 | " <th>31470576</th>\n", |
||
| 1392 | " <td>4</td>\n", |
||
| 1393 | " <td>7</td>\n", |
||
| 1394 | " <td>0.8486</td>\n", |
||
| 1395 | " <td>-0.0258</td>\n", |
||
| 1396 | " <td>-0.3560</td>\n", |
||
| 1397 | " <td>-0.133072</td>\n", |
||
| 1398 | " <td>-0.015427</td>\n", |
||
| 1399 | " <td>12.234879</td>\n", |
||
| 1400 | " <td>34.727722</td>\n", |
||
| 1401 | " <td>2.037048</td>\n", |
||
| 1402 | " </tr>\n", |
||
| 1403 | " <tr>\n", |
||
| 1404 | " <th>31470577</th>\n", |
||
| 1405 | " <td>4</td>\n", |
||
| 1406 | " <td>7</td>\n", |
||
| 1407 | " <td>0.8466</td>\n", |
||
| 1408 | " <td>-0.0228</td>\n", |
||
| 1409 | " <td>-0.3560</td>\n", |
||
| 1410 | " <td>-0.128677</td>\n", |
||
| 1411 | " <td>-0.011902</td>\n", |
||
| 1412 | " <td>12.240982</td>\n", |
||
| 1413 | " <td>34.724670</td>\n", |
||
| 1414 | " <td>2.064514</td>\n", |
||
| 1415 | " </tr>\n", |
||
| 1416 | " <tr>\n", |
||
| 1417 | " <th>31470578</th>\n", |
||
| 1418 | " <td>4</td>\n", |
||
| 1419 | " <td>7</td>\n", |
||
| 1420 | " <td>0.8446</td>\n", |
||
| 1421 | " <td>-0.0236</td>\n", |
||
| 1422 | " <td>-0.3570</td>\n", |
||
| 1423 | " <td>-0.125977</td>\n", |
||
| 1424 | " <td>-0.004166</td>\n", |
||
| 1425 | " <td>12.241745</td>\n", |
||
| 1426 | " <td>34.720032</td>\n", |
||
| 1427 | " <td>2.061462</td>\n", |
||
| 1428 | " </tr>\n", |
||
| 1429 | " <tr>\n", |
||
| 1430 | " <th>31470579</th>\n", |
||
| 1431 | " <td>4</td>\n", |
||
| 1432 | " <td>7</td>\n", |
||
| 1433 | " <td>0.8442</td>\n", |
||
| 1434 | " <td>-0.0238</td>\n", |
||
| 1435 | " <td>-0.3682</td>\n", |
||
| 1436 | " <td>-0.124329</td>\n", |
||
| 1437 | " <td>-0.016617</td>\n", |
||
| 1438 | " <td>12.240982</td>\n", |
||
| 1439 | " <td>34.726166</td>\n", |
||
| 1440 | " <td>1.881409</td>\n", |
||
| 1441 | " </tr>\n", |
||
| 1442 | " <tr>\n", |
||
| 1443 | " <th>31470580</th>\n", |
||
| 1444 | " <td>4</td>\n", |
||
| 1445 | " <td>7</td>\n", |
||
| 1446 | " <td>0.8414</td>\n", |
||
| 1447 | " <td>-0.0262</td>\n", |
||
| 1448 | " <td>-0.3758</td>\n", |
||
| 1449 | " <td>-0.124283</td>\n", |
||
| 1450 | " <td>-0.015244</td>\n", |
||
| 1451 | " <td>12.240219</td>\n", |
||
| 1452 | " <td>34.681610</td>\n", |
||
| 1453 | " <td>2.018738</td>\n", |
||
| 1454 | " </tr>\n", |
||
| 1455 | " <tr>\n", |
||
| 1456 | " <th>31470581</th>\n", |
||
| 1457 | " <td>4</td>\n", |
||
| 1458 | " <td>7</td>\n", |
||
| 1459 | " <td>0.8382</td>\n", |
||
| 1460 | " <td>-0.0254</td>\n", |
||
| 1461 | " <td>-0.3814</td>\n", |
||
| 1462 | " <td>-0.123230</td>\n", |
||
| 1463 | " <td>-0.018082</td>\n", |
||
| 1464 | " <td>12.242508</td>\n", |
||
| 1465 | " <td>34.744629</td>\n", |
||
| 1466 | " <td>2.021790</td>\n", |
||
| 1467 | " </tr>\n", |
||
| 1468 | " <tr>\n", |
||
| 1469 | " <th>31470582</th>\n", |
||
| 1470 | " <td>4</td>\n", |
||
| 1471 | " <td>7</td>\n", |
||
| 1472 | " <td>0.8402</td>\n", |
||
| 1473 | " <td>-0.0242</td>\n", |
||
| 1474 | " <td>-0.3906</td>\n", |
||
| 1475 | " <td>-0.120667</td>\n", |
||
| 1476 | " <td>-0.016068</td>\n", |
||
| 1477 | " <td>12.240219</td>\n", |
||
| 1478 | " <td>34.712341</td>\n", |
||
| 1479 | " <td>2.030945</td>\n", |
||
| 1480 | " </tr>\n", |
||
| 1481 | " <tr>\n", |
||
| 1482 | " <th>31470583</th>\n", |
||
| 1483 | " <td>4</td>\n", |
||
| 1484 | " <td>7</td>\n", |
||
| 1485 | " <td>0.8350</td>\n", |
||
| 1486 | " <td>-0.0222</td>\n", |
||
| 1487 | " <td>-0.3960</td>\n", |
||
| 1488 | " <td>-0.117691</td>\n", |
||
| 1489 | " <td>-0.010529</td>\n", |
||
| 1490 | " <td>12.240982</td>\n", |
||
| 1491 | " <td>34.726166</td>\n", |
||
| 1492 | " <td>2.052307</td>\n", |
||
| 1493 | " </tr>\n", |
||
| 1494 | " <tr>\n", |
||
| 1495 | " <th>31470584</th>\n", |
||
| 1496 | " <td>4</td>\n", |
||
| 1497 | " <td>7</td>\n", |
||
| 1498 | " <td>0.8358</td>\n", |
||
| 1499 | " <td>-0.0258</td>\n", |
||
| 1500 | " <td>-0.4038</td>\n", |
||
| 1501 | " <td>-0.115677</td>\n", |
||
| 1502 | " <td>-0.001602</td>\n", |
||
| 1503 | " <td>12.234879</td>\n", |
||
| 1504 | " <td>34.712341</td>\n", |
||
| 1505 | " <td>2.056885</td>\n", |
||
| 1506 | " </tr>\n", |
||
| 1507 | " <tr>\n", |
||
| 1508 | " <th>31470585</th>\n", |
||
| 1509 | " <td>4</td>\n", |
||
| 1510 | " <td>7</td>\n", |
||
| 1511 | " <td>0.8356</td>\n", |
||
| 1512 | " <td>-0.0264</td>\n", |
||
| 1513 | " <td>-0.4118</td>\n", |
||
| 1514 | " <td>-0.112198</td>\n", |
||
| 1515 | " <td>0.006363</td>\n", |
||
| 1516 | " <td>12.240982</td>\n", |
||
| 1517 | " <td>34.715424</td>\n", |
||
| 1518 | " <td>2.061462</td>\n", |
||
| 1519 | " </tr>\n", |
||
| 1520 | " <tr>\n", |
||
| 1521 | " <th>31470586</th>\n", |
||
| 1522 | " <td>4</td>\n", |
||
| 1523 | " <td>7</td>\n", |
||
| 1524 | " <td>0.8354</td>\n", |
||
| 1525 | " <td>-0.0264</td>\n", |
||
| 1526 | " <td>-0.4130</td>\n", |
||
| 1527 | " <td>-0.109451</td>\n", |
||
| 1528 | " <td>0.003479</td>\n", |
||
| 1529 | " <td>12.245178</td>\n", |
||
| 1530 | " <td>34.720032</td>\n", |
||
| 1531 | " <td>2.043152</td>\n", |
||
| 1532 | " </tr>\n", |
||
| 1533 | " <tr>\n", |
||
| 1534 | " <th>31470587</th>\n", |
||
| 1535 | " <td>4</td>\n", |
||
| 1536 | " <td>7</td>\n", |
||
| 1537 | " <td>0.8354</td>\n", |
||
| 1538 | " <td>-0.0264</td>\n", |
||
| 1539 | " <td>-0.4126</td>\n", |
||
| 1540 | " <td>-0.108765</td>\n", |
||
| 1541 | " <td>-0.010071</td>\n", |
||
| 1542 | " <td>12.239838</td>\n", |
||
| 1543 | " <td>34.733856</td>\n", |
||
| 1544 | " <td>2.037048</td>\n", |
||
| 1545 | " </tr>\n", |
||
| 1546 | " <tr>\n", |
||
| 1547 | " <th>31470588</th>\n", |
||
| 1548 | " <td>4</td>\n", |
||
| 1549 | " <td>7</td>\n", |
||
| 1550 | " <td>0.8370</td>\n", |
||
| 1551 | " <td>-0.0274</td>\n", |
||
| 1552 | " <td>-0.4066</td>\n", |
||
| 1553 | " <td>-0.105377</td>\n", |
||
| 1554 | " <td>0.000961</td>\n", |
||
| 1555 | " <td>12.238693</td>\n", |
||
| 1556 | " <td>34.727722</td>\n", |
||
| 1557 | " <td>2.024841</td>\n", |
||
| 1558 | " </tr>\n", |
||
| 1559 | " <tr>\n", |
||
| 1560 | " <th>31470589</th>\n", |
||
| 1561 | " <td>4</td>\n", |
||
| 1562 | " <td>7</td>\n", |
||
| 1563 | " <td>0.8376</td>\n", |
||
| 1564 | " <td>-0.0290</td>\n", |
||
| 1565 | " <td>-0.4014</td>\n", |
||
| 1566 | " <td>-0.101120</td>\n", |
||
| 1567 | " <td>-0.006729</td>\n", |
||
| 1568 | " <td>12.239456</td>\n", |
||
| 1569 | " <td>34.740021</td>\n", |
||
| 1570 | " <td>2.024841</td>\n", |
||
| 1571 | " </tr>\n", |
||
| 1572 | " <tr>\n", |
||
| 1573 | " <th>31470590</th>\n", |
||
| 1574 | " <td>4</td>\n", |
||
| 1575 | " <td>7</td>\n", |
||
| 1576 | " <td>0.8396</td>\n", |
||
| 1577 | " <td>-0.0302</td>\n", |
||
| 1578 | " <td>-0.3942</td>\n", |
||
| 1579 | " <td>-0.097366</td>\n", |
||
| 1580 | " <td>-0.005447</td>\n", |
||
| 1581 | " <td>12.240219</td>\n", |
||
| 1582 | " <td>34.727722</td>\n", |
||
| 1583 | " <td>2.032471</td>\n", |
||
| 1584 | " </tr>\n", |
||
| 1585 | " <tr>\n", |
||
| 1586 | " <th>31470591</th>\n", |
||
| 1587 | " <td>4</td>\n", |
||
| 1588 | " <td>7</td>\n", |
||
| 1589 | " <td>0.8390</td>\n", |
||
| 1590 | " <td>-0.0294</td>\n", |
||
| 1591 | " <td>-0.3864</td>\n", |
||
| 1592 | " <td>-0.092834</td>\n", |
||
| 1593 | " <td>-0.005081</td>\n", |
||
| 1594 | " <td>12.234879</td>\n", |
||
| 1595 | " <td>34.740021</td>\n", |
||
| 1596 | " <td>2.027893</td>\n", |
||
| 1597 | " </tr>\n", |
||
| 1598 | " <tr>\n", |
||
| 1599 | " <th>31470592</th>\n", |
||
| 1600 | " <td>4</td>\n", |
||
| 1601 | " <td>7</td>\n", |
||
| 1602 | " <td>0.8398</td>\n", |
||
| 1603 | " <td>-0.0290</td>\n", |
||
| 1604 | " <td>-0.3806</td>\n", |
||
| 1605 | " <td>-0.088943</td>\n", |
||
| 1606 | " <td>-0.005173</td>\n", |
||
| 1607 | " <td>12.239075</td>\n", |
||
| 1608 | " <td>34.710846</td>\n", |
||
| 1609 | " <td>2.040100</td>\n", |
||
| 1610 | " </tr>\n", |
||
| 1611 | " <tr>\n", |
||
| 1612 | " <th>31470593</th>\n", |
||
| 1613 | " <td>4</td>\n", |
||
| 1614 | " <td>7</td>\n", |
||
| 1615 | " <td>0.8382</td>\n", |
||
| 1616 | " <td>-0.0302</td>\n", |
||
| 1617 | " <td>-0.3766</td>\n", |
||
| 1618 | " <td>-0.087753</td>\n", |
||
| 1619 | " <td>-0.002792</td>\n", |
||
| 1620 | " <td>12.239456</td>\n", |
||
| 1621 | " <td>34.727722</td>\n", |
||
| 1622 | " <td>2.037048</td>\n", |
||
| 1623 | " </tr>\n", |
||
| 1624 | " <tr>\n", |
||
| 1625 | " <th>31470594</th>\n", |
||
| 1626 | " <td>4</td>\n", |
||
| 1627 | " <td>7</td>\n", |
||
| 1628 | " <td>0.8414</td>\n", |
||
| 1629 | " <td>-0.0328</td>\n", |
||
| 1630 | " <td>-0.3720</td>\n", |
||
| 1631 | " <td>-0.088760</td>\n", |
||
| 1632 | " <td>-0.006638</td>\n", |
||
| 1633 | " <td>12.239456</td>\n", |
||
| 1634 | " <td>34.723114</td>\n", |
||
| 1635 | " <td>2.041626</td>\n", |
||
| 1636 | " </tr>\n", |
||
| 1637 | " <tr>\n", |
||
| 1638 | " <th>31470595</th>\n", |
||
| 1639 | " <td>4</td>\n", |
||
| 1640 | " <td>7</td>\n", |
||
| 1641 | " <td>0.8440</td>\n", |
||
| 1642 | " <td>-0.0330</td>\n", |
||
| 1643 | " <td>-0.3710</td>\n", |
||
| 1644 | " <td>-0.085098</td>\n", |
||
| 1645 | " <td>0.008514</td>\n", |
||
| 1646 | " <td>12.239456</td>\n", |
||
| 1647 | " <td>34.712341</td>\n", |
||
| 1648 | " <td>1.889038</td>\n", |
||
| 1649 | " </tr>\n", |
||
| 1650 | " <tr>\n", |
||
| 1651 | " <th>31470596</th>\n", |
||
| 1652 | " <td>4</td>\n", |
||
| 1653 | " <td>7</td>\n", |
||
| 1654 | " <td>0.8452</td>\n", |
||
| 1655 | " <td>-0.0322</td>\n", |
||
| 1656 | " <td>-0.3674</td>\n", |
||
| 1657 | " <td>-0.082809</td>\n", |
||
| 1658 | " <td>0.006775</td>\n", |
||
| 1659 | " <td>12.237930</td>\n", |
||
| 1660 | " <td>34.663177</td>\n", |
||
| 1661 | " <td>2.073669</td>\n", |
||
| 1662 | " </tr>\n", |
||
| 1663 | " <tr>\n", |
||
| 1664 | " <th>31470597</th>\n", |
||
| 1665 | " <td>4</td>\n", |
||
| 1666 | " <td>7</td>\n", |
||
| 1667 | " <td>0.8446</td>\n", |
||
| 1668 | " <td>-0.0328</td>\n", |
||
| 1669 | " <td>-0.3608</td>\n", |
||
| 1670 | " <td>-0.079971</td>\n", |
||
| 1671 | " <td>0.000778</td>\n", |
||
| 1672 | " <td>12.240219</td>\n", |
||
| 1673 | " <td>34.732361</td>\n", |
||
| 1674 | " <td>2.082825</td>\n", |
||
| 1675 | " </tr>\n", |
||
| 1676 | " <tr>\n", |
||
| 1677 | " <th>31470598</th>\n", |
||
| 1678 | " <td>4</td>\n", |
||
| 1679 | " <td>7</td>\n", |
||
| 1680 | " <td>0.8442</td>\n", |
||
| 1681 | " <td>-0.0344</td>\n", |
||
| 1682 | " <td>-0.3638</td>\n", |
||
| 1683 | " <td>-0.076309</td>\n", |
||
| 1684 | " <td>-0.001511</td>\n", |
||
| 1685 | " <td>12.240219</td>\n", |
||
| 1686 | " <td>34.724670</td>\n", |
||
| 1687 | " <td>2.073669</td>\n", |
||
| 1688 | " </tr>\n", |
||
| 1689 | " <tr>\n", |
||
| 1690 | " <th>31470599</th>\n", |
||
| 1691 | " <td>4</td>\n", |
||
| 1692 | " <td>7</td>\n", |
||
| 1693 | " <td>0.8434</td>\n", |
||
| 1694 | " <td>-0.0330</td>\n", |
||
| 1695 | " <td>-0.3634</td>\n", |
||
| 1696 | " <td>-0.074844</td>\n", |
||
| 1697 | " <td>-0.006271</td>\n", |
||
| 1698 | " <td>12.240219</td>\n", |
||
| 1699 | " <td>34.716980</td>\n", |
||
| 1700 | " <td>2.082825</td>\n", |
||
| 1701 | " </tr>\n", |
||
| 1702 | " <tr>\n", |
||
| 1703 | " <th>31470600</th>\n", |
||
| 1704 | " <td>4</td>\n", |
||
| 1705 | " <td>7</td>\n", |
||
| 1706 | " <td>0.8462</td>\n", |
||
| 1707 | " <td>-0.0348</td>\n", |
||
| 1708 | " <td>-0.3650</td>\n", |
||
| 1709 | " <td>-0.073013</td>\n", |
||
| 1710 | " <td>-0.006638</td>\n", |
||
| 1711 | " <td>12.233353</td>\n", |
||
| 1712 | " <td>34.715424</td>\n", |
||
| 1713 | " <td>2.079773</td>\n", |
||
| 1714 | " </tr>\n", |
||
| 1715 | " <tr>\n", |
||
| 1716 | " <th>31470601</th>\n", |
||
| 1717 | " <td>4</td>\n", |
||
| 1718 | " <td>7</td>\n", |
||
| 1719 | " <td>0.8446</td>\n", |
||
| 1720 | " <td>-0.0360</td>\n", |
||
| 1721 | " <td>-0.3652</td>\n", |
||
| 1722 | " <td>-0.071136</td>\n", |
||
| 1723 | " <td>-0.001694</td>\n", |
||
| 1724 | " <td>12.239075</td>\n", |
||
| 1725 | " <td>34.724670</td>\n", |
||
| 1726 | " <td>2.079773</td>\n", |
||
| 1727 | " </tr>\n", |
||
| 1728 | " <tr>\n", |
||
| 1729 | " <th>31470602</th>\n", |
||
| 1730 | " <td>4</td>\n", |
||
| 1731 | " <td>7</td>\n", |
||
| 1732 | " <td>0.8472</td>\n", |
||
| 1733 | " <td>-0.0358</td>\n", |
||
| 1734 | " <td>-0.3654</td>\n", |
||
| 1735 | " <td>-0.067154</td>\n", |
||
| 1736 | " <td>0.000778</td>\n", |
||
| 1737 | " <td>12.236786</td>\n", |
||
| 1738 | " <td>34.726166</td>\n", |
||
| 1739 | " <td>2.076721</td>\n", |
||
| 1740 | " </tr>\n", |
||
| 1741 | " </tbody>\n", |
||
| 1742 | "</table>\n", |
||
| 1743 | "<p>31470603 rows × 10 columns</p>\n", |
||
| 1744 | "</div>" |
||
| 1745 | ], |
||
| 1746 | "text/plain": [ |
||
| 1747 | " target subject chest_ACC_x chest_ACC_y chest_ACC_z chest_ECG \\\n", |
||
| 1748 | "0 1 6 0.6280 -0.0082 -0.7272 0.016937 \n", |
||
| 1749 | "1 1 6 0.6276 -0.0056 -0.7262 0.017853 \n", |
||
| 1750 | "2 1 6 0.6270 -0.0054 -0.7200 0.016525 \n", |
||
| 1751 | "3 1 6 0.6266 -0.0070 -0.7174 0.012863 \n", |
||
| 1752 | "4 1 6 0.6242 -0.0078 -0.7202 0.007278 \n", |
||
| 1753 | "... ... ... ... ... ... ... \n", |
||
| 1754 | "31470598 4 7 0.8442 -0.0344 -0.3638 -0.076309 \n", |
||
| 1755 | "31470599 4 7 0.8434 -0.0330 -0.3634 -0.074844 \n", |
||
| 1756 | "31470600 4 7 0.8462 -0.0348 -0.3650 -0.073013 \n", |
||
| 1757 | "31470601 4 7 0.8446 -0.0360 -0.3652 -0.071136 \n", |
||
| 1758 | "31470602 4 7 0.8472 -0.0358 -0.3654 -0.067154 \n", |
||
| 1759 | "\n", |
||
| 1760 | " chest_EMG chest_EDA chest_Temp chest_Resp \n", |
||
| 1761 | "0 0.134720 9.645462 33.432587 4.010010 \n", |
||
| 1762 | "1 0.216248 9.645462 33.459747 4.039001 \n", |
||
| 1763 | "2 0.142136 9.646606 33.452240 3.993225 \n", |
||
| 1764 | "3 0.033371 9.646225 33.453735 4.002380 \n", |
||
| 1765 | "4 -0.024994 9.646988 33.426544 3.996277 \n", |
||
| 1766 | "... ... ... ... ... \n", |
||
| 1767 | "31470598 -0.001511 12.240219 34.724670 2.073669 \n", |
||
| 1768 | "31470599 -0.006271 12.240219 34.716980 2.082825 \n", |
||
| 1769 | "31470600 -0.006638 12.233353 34.715424 2.079773 \n", |
||
| 1770 | "31470601 -0.001694 12.239075 34.724670 2.079773 \n", |
||
| 1771 | "31470602 0.000778 12.236786 34.726166 2.076721 \n", |
||
| 1772 | "\n", |
||
| 1773 | "[31470603 rows x 10 columns]" |
||
| 1774 | ] |
||
| 1775 | }, |
||
| 1776 | "execution_count": 4, |
||
| 1777 | "metadata": {}, |
||
| 1778 | "output_type": "execute_result" |
||
| 1779 | } |
||
| 1780 | ], |
||
| 1781 | "source": [ |
||
| 1782 | "df" |
||
| 1783 | ] |
||
| 1784 | }, |
||
| 1785 | { |
||
| 1786 | "cell_type": "code", |
||
| 1787 | "execution_count": 5, |
||
| 1788 | "metadata": {}, |
||
| 1789 | "outputs": [ |
||
| 1790 | { |
||
| 1791 | "data": { |
||
| 1792 | "text/plain": [ |
||
| 1793 | "array([1, 2, 4, 3])" |
||
| 1794 | ] |
||
| 1795 | }, |
||
| 1796 | "execution_count": 5, |
||
| 1797 | "metadata": {}, |
||
| 1798 | "output_type": "execute_result" |
||
| 1799 | } |
||
| 1800 | ], |
||
| 1801 | "source": [ |
||
| 1802 | "df['target'].unique()" |
||
| 1803 | ] |
||
| 1804 | }, |
||
| 1805 | { |
||
| 1806 | "cell_type": "code", |
||
| 1807 | "execution_count": 6, |
||
| 1808 | "metadata": {}, |
||
| 1809 | "outputs": [], |
||
| 1810 | "source": [ |
||
| 1811 | "df.to_csv(\"master_data.csv\",index=False)" |
||
| 1812 | ] |
||
| 1813 | }, |
||
| 1814 | { |
||
| 1815 | "cell_type": "code", |
||
| 1816 | "execution_count": null, |
||
| 1817 | "metadata": {}, |
||
| 1818 | "outputs": [], |
||
| 1819 | "source": [ |
||
| 1820 | "df" |
||
| 1821 | ] |
||
| 1822 | }, |
||
| 1823 | { |
||
| 1824 | "cell_type": "code", |
||
| 1825 | "execution_count": null, |
||
| 1826 | "metadata": {}, |
||
| 1827 | "outputs": [], |
||
| 1828 | "source": [] |
||
| 1829 | } |
||
| 1830 | ], |
||
| 1831 | "metadata": { |
||
| 1832 | "kernelspec": { |
||
| 1833 | "display_name": "Python 3", |
||
| 1834 | "language": "python", |
||
| 1835 | "name": "python3" |
||
| 1836 | }, |
||
| 1837 | "language_info": { |
||
| 1838 | "codemirror_mode": { |
||
| 1839 | "name": "ipython", |
||
| 1840 | "version": 3 |
||
| 1841 | }, |
||
| 1842 | "file_extension": ".py", |
||
| 1843 | "mimetype": "text/x-python", |
||
| 1844 | "name": "python", |
||
| 1845 | "nbconvert_exporter": "python", |
||
| 1846 | "pygments_lexer": "ipython3", |
||
| 1847 | "version": "3.6.8" |
||
| 1848 | } |
||
| 1849 | }, |
||
| 1850 | "nbformat": 4, |
||
| 1851 | "nbformat_minor": 2 |
||
| 1852 | } |