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| a | b/Random/Random 3.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 | { |
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| 9 | "name": "stdout", |
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| 10 | "output_type": "stream", |
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| 11 | "text": [ |
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| 12 | "CPU times: user 1.02 s, sys: 617 ms, total: 1.64 s\n", |
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| 13 | "Wall time: 818 ms\n" |
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| 14 | ] |
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| 15 | } |
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| 16 | ], |
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| 17 | "source": [ |
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| 18 | "%%time\n", |
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| 19 | "import pandas as pd\n", |
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| 20 | "import numpy as np\n", |
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| 21 | "from sklearn.ensemble import ExtraTreesClassifier\n", |
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| 22 | "from sklearn.metrics import classification_report\n", |
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| 23 | "from sklearn.model_selection import train_test_split\n", |
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| 24 | "from sklearn.ensemble import RandomForestClassifier\n", |
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| 25 | "from sklearn.linear_model import LogisticRegression\n", |
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| 26 | "\n" |
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| 27 | ] |
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| 28 | }, |
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| 29 | { |
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| 30 | "cell_type": "code", |
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| 31 | "execution_count": 2, |
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| 32 | "metadata": {}, |
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| 33 | "outputs": [ |
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| 34 | { |
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| 35 | "name": "stdout", |
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| 36 | "output_type": "stream", |
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| 37 | "text": [ |
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| 38 | "CPU times: user 43.3 s, sys: 6.23 s, total: 49.5 s\n", |
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| 39 | "Wall time: 49.5 s\n" |
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| 40 | ] |
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| 41 | } |
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| 42 | ], |
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| 43 | "source": [ |
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| 44 | "%%time\n", |
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| 45 | "df = pd.read_csv(\"master_data.csv\")" |
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| 46 | ] |
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| 47 | }, |
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| 48 | { |
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| 49 | "cell_type": "code", |
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| 50 | "execution_count": 3, |
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| 51 | "metadata": {}, |
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| 52 | "outputs": [ |
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| 53 | { |
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| 54 | "data": { |
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| 55 | "text/plain": [ |
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| 56 | "(31470603, 10)" |
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| 57 | ] |
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| 58 | }, |
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| 59 | "execution_count": 3, |
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| 60 | "metadata": {}, |
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| 61 | "output_type": "execute_result" |
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| 62 | } |
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| 63 | ], |
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| 64 | "source": [ |
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| 65 | "df.shape" |
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| 66 | ] |
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| 67 | }, |
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| 68 | { |
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| 69 | "cell_type": "code", |
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| 70 | "execution_count": 4, |
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| 71 | "metadata": {}, |
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| 72 | "outputs": [ |
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| 73 | { |
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| 74 | "data": { |
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| 75 | "text/plain": [ |
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| 76 | "[2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17]" |
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| 77 | ] |
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| 78 | }, |
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| 79 | "execution_count": 4, |
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| 80 | "metadata": {}, |
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| 81 | "output_type": "execute_result" |
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| 82 | } |
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| 83 | ], |
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| 84 | "source": [ |
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| 85 | "df['subject'].unique()\n", |
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| 86 | "list_of_subjects=list(df['subject'].unique())\n", |
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| 87 | "list_of_subjects.sort()\n", |
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| 88 | "list_of_subjects" |
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| 89 | ] |
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| 90 | }, |
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| 91 | { |
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| 92 | "cell_type": "code", |
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| 93 | "execution_count": 5, |
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| 94 | "metadata": {}, |
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| 95 | "outputs": [ |
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| 96 | { |
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| 97 | "data": { |
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| 98 | "text/plain": [ |
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| 99 | "['chest_ACC_x',\n", |
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| 100 | " 'chest_ACC_y',\n", |
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| 101 | " 'chest_ACC_z',\n", |
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| 102 | " 'chest_ECG',\n", |
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| 103 | " 'chest_EMG',\n", |
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| 104 | " 'chest_EDA',\n", |
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| 105 | " 'chest_Temp',\n", |
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| 106 | " 'chest_Resp']" |
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| 107 | ] |
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| 108 | }, |
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| 109 | "execution_count": 5, |
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| 110 | "metadata": {}, |
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| 111 | "output_type": "execute_result" |
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| 112 | } |
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| 113 | ], |
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| 114 | "source": [ |
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| 115 | "features=df.columns.tolist()\n", |
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| 116 | "to_remove = [fea for fea in features if \"target\" in fea or \"subject\" in fea]\n", |
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| 117 | "feature = [x for x in features if x not in to_remove]\n", |
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| 118 | "feature" |
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| 119 | ] |
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| 120 | }, |
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| 121 | { |
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| 122 | "cell_type": "code", |
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| 123 | "execution_count": 6, |
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| 124 | "metadata": {}, |
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| 125 | "outputs": [ |
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| 126 | { |
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| 127 | "data": { |
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| 128 | "text/plain": [ |
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| 129 | "array([1, 2, 4, 3])" |
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| 130 | ] |
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| 131 | }, |
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| 132 | "execution_count": 6, |
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| 133 | "metadata": {}, |
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| 134 | "output_type": "execute_result" |
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| 135 | } |
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| 136 | ], |
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| 137 | "source": [ |
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| 138 | "df['target'].unique()" |
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| 139 | ] |
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| 140 | }, |
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| 141 | { |
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| 142 | "cell_type": "code", |
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| 143 | "execution_count": 7, |
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| 144 | "metadata": {}, |
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| 145 | "outputs": [ |
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| 146 | { |
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| 147 | "name": "stdout", |
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| 148 | "output_type": "stream", |
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| 149 | "text": [ |
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| 150 | "6\n", |
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| 151 | "11\n", |
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| 152 | "14\n", |
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| 153 | "8\n", |
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| 154 | "15\n", |
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| 155 | "9\n", |
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| 156 | "10\n", |
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| 157 | "2\n", |
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| 158 | "16\n", |
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| 159 | "4\n", |
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| 160 | "13\n", |
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| 161 | "3\n", |
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| 162 | "17\n", |
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| 163 | "5\n", |
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| 164 | "7\n", |
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| 165 | "CPU times: user 2.25 s, sys: 814 ms, total: 3.06 s\n", |
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| 166 | "Wall time: 3.04 s\n" |
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| 167 | ] |
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| 168 | } |
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| 169 | ], |
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| 170 | "source": [ |
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| 171 | "%%time\n", |
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| 172 | "test_subject=list(df['subject'].unique())\n", |
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| 173 | "for i in test_subject:\n", |
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| 174 | " print(i)\n", |
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| 175 | " globals()['subject_%s' % i]=df[df['subject'] == i]\n", |
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| 176 | "# globals()['subject_%s_train' % i],globals()['subject_%s_test' % i]=train_test_split(globals()['subject_%s' % i], test_size=test_shape)" |
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| 177 | ] |
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| 178 | }, |
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| 179 | { |
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| 180 | "cell_type": "code", |
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| 181 | "execution_count": 8, |
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| 182 | "metadata": {}, |
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| 183 | "outputs": [], |
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| 184 | "source": [ |
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| 185 | "subject_list=[subject_2,subject_3,subject_4,subject_5,subject_6,subject_7,subject_8,subject_9,subject_10,subject_11,subject_13,subject_14,subject_15,subject_16,subject_17]" |
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| 186 | ] |
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| 187 | }, |
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| 188 | { |
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| 189 | "cell_type": "code", |
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| 190 | "execution_count": 9, |
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| 191 | "metadata": {}, |
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| 192 | "outputs": [], |
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| 193 | "source": [ |
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| 194 | "x=[2,3,4,5,6,7,8,9,10,11,13,14,15,16,17]" |
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| 195 | ] |
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| 196 | }, |
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| 197 | { |
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| 198 | "cell_type": "code", |
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| 199 | "execution_count": 10, |
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| 200 | "metadata": {}, |
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| 201 | "outputs": [], |
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| 202 | "source": [ |
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| 203 | "\n", |
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| 204 | "for i in range(len(x)):\n", |
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| 205 | " \n", |
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| 206 | " globals()['df_1_%s' % x[i]]=subject_list[i][subject_list[i]['target']==1]\n", |
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| 207 | " globals()['df_2_%s' % x[i]]=subject_list[i][subject_list[i]['target']==2]\n", |
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| 208 | " globals()['df_3_%s' % x[i]]=subject_list[i][subject_list[i]['target']==3]\n", |
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| 209 | " globals()['df_4_%s' % x[i]]=subject_list[i][subject_list[i]['target']==4]" |
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| 210 | ] |
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| 211 | }, |
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| 212 | { |
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| 213 | "cell_type": "code", |
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| 214 | "execution_count": 11, |
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| 215 | "metadata": {}, |
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| 216 | "outputs": [ |
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| 217 | { |
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| 218 | "name": "stdout", |
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| 219 | "output_type": "stream", |
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| 220 | "text": [ |
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| 221 | "ExtraTreesClassifier\t LogisticRegression\t RandomForestClassifier\t classification_report\t df\t df_1_10\t df_1_11\t df_1_13\t df_1_14\t \n", |
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| 222 | "df_1_15\t df_1_16\t df_1_17\t df_1_2\t df_1_3\t df_1_4\t df_1_5\t df_1_6\t df_1_7\t \n", |
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| 223 | "df_1_8\t df_1_9\t df_2_10\t df_2_11\t df_2_13\t df_2_14\t df_2_15\t df_2_16\t df_2_17\t \n", |
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| 224 | "df_2_2\t df_2_3\t df_2_4\t df_2_5\t df_2_6\t df_2_7\t df_2_8\t df_2_9\t df_3_10\t \n", |
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| 225 | "df_3_11\t df_3_13\t df_3_14\t df_3_15\t df_3_16\t df_3_17\t df_3_2\t df_3_3\t df_3_4\t \n", |
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| 226 | "df_3_5\t df_3_6\t df_3_7\t df_3_8\t df_3_9\t df_4_10\t df_4_11\t df_4_13\t df_4_14\t \n", |
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| 227 | "df_4_15\t df_4_16\t df_4_17\t df_4_2\t df_4_3\t df_4_4\t df_4_5\t df_4_6\t df_4_7\t \n", |
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| 228 | "df_4_8\t df_4_9\t feature\t features\t i\t list_of_subjects\t np\t pd\t subject_10\t \n", |
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| 229 | "subject_11\t subject_13\t subject_14\t subject_15\t subject_16\t subject_17\t subject_2\t subject_3\t subject_4\t \n", |
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| 230 | "subject_5\t subject_6\t subject_7\t subject_8\t subject_9\t subject_list\t test_subject\t to_remove\t train_test_split\t \n", |
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| 231 | "x\t \n" |
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| 232 | ] |
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| 233 | } |
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| 234 | ], |
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| 235 | "source": [ |
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| 236 | "who" |
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| 237 | ] |
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| 238 | }, |
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| 239 | { |
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| 240 | "cell_type": "code", |
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| 241 | "execution_count": 12, |
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| 242 | "metadata": {}, |
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| 243 | "outputs": [], |
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| 244 | "source": [ |
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| 245 | "x=[2,3,4,5,6,7,8,9,10,11,13,14,15,16,17]\n", |
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| 246 | "cls=[1,2,3,4]" |
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| 247 | ] |
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| 248 | }, |
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| 249 | { |
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| 250 | "cell_type": "code", |
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| 251 | "execution_count": 15, |
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| 252 | "metadata": {}, |
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| 253 | "outputs": [ |
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| 254 | { |
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| 255 | "data": { |
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| 256 | "text/plain": [ |
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| 257 | "21000" |
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| 258 | ] |
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| 259 | }, |
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| 260 | "execution_count": 15, |
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| 261 | "metadata": {}, |
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| 262 | "output_type": "execute_result" |
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| 263 | } |
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| 264 | ], |
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| 265 | "source": [ |
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| 266 | "no_of_rows=int(700*60*0.5)\n", |
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| 267 | "no_of_rows" |
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| 268 | ] |
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| 269 | }, |
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| 270 | { |
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| 271 | "cell_type": "code", |
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| 272 | "execution_count": 16, |
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| 273 | "metadata": {}, |
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| 274 | "outputs": [], |
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| 275 | "source": [ |
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| 276 | "for i in cls:\n", |
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| 277 | " for j in x:\n", |
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| 278 | " globals()['df_{}_train_{}'.format(i,j)] = globals()['df_{}_{}'.format(i,j)].iloc[:no_of_rows]\n", |
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| 279 | " #globals()['df_{}_train_{}'.format(i,j)],globals()['df_{}_test_{}'.format(i,j)]=train_test_split(globals()['df_{}_{}'.format(i,j)], test_size=0.3)\n", |
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| 280 | " #print('subject_'+str(i))\n", |
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| 281 | " globals()['df_{}_test_{}'.format(i,j)] = globals()['df_{}_{}'.format(i,j)].iloc[no_of_rows:] " |
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| 282 | ] |
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| 283 | }, |
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| 284 | { |
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| 285 | "cell_type": "code", |
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| 286 | "execution_count": 17, |
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| 287 | "metadata": { |
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| 288 | "scrolled": true |
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| 289 | }, |
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| 290 | "outputs": [], |
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| 291 | "source": [ |
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| 292 | "concat_list=[]\n", |
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| 293 | "for i in cls:\n", |
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| 294 | " for j in x:\n", |
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| 295 | " concat_list.append(globals()['df_{}_train_{}'.format(i,j)])\n", |
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| 296 | "#concat_list[0]" |
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| 297 | ] |
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| 298 | }, |
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| 299 | { |
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| 300 | "cell_type": "code", |
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| 301 | "execution_count": 18, |
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| 302 | "metadata": { |
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| 303 | "scrolled": true |
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| 304 | }, |
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| 305 | "outputs": [ |
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| 306 | { |
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| 307 | "data": { |
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| 308 | "text/html": [ |
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| 309 | "<div>\n", |
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| 310 | "<style scoped>\n", |
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| 311 | " .dataframe tbody tr th:only-of-type {\n", |
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| 312 | " vertical-align: middle;\n", |
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| 313 | " }\n", |
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| 314 | "\n", |
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| 315 | " .dataframe tbody tr th {\n", |
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| 316 | " vertical-align: top;\n", |
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| 317 | " }\n", |
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| 318 | "\n", |
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| 319 | " .dataframe thead th {\n", |
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| 320 | " text-align: right;\n", |
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| 321 | " }\n", |
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| 322 | "</style>\n", |
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| 323 | "<table border=\"1\" class=\"dataframe\">\n", |
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| 324 | " <thead>\n", |
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| 325 | " <tr style=\"text-align: right;\">\n", |
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| 326 | " <th></th>\n", |
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| 327 | " <th>target</th>\n", |
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| 328 | " <th>subject</th>\n", |
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| 329 | " <th>chest_ACC_x</th>\n", |
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| 330 | " <th>chest_ACC_y</th>\n", |
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| 331 | " <th>chest_ACC_z</th>\n", |
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| 332 | " <th>chest_ECG</th>\n", |
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| 333 | " <th>chest_EMG</th>\n", |
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| 334 | " <th>chest_EDA</th>\n", |
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| 335 | " <th>chest_Temp</th>\n", |
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| 336 | " <th>chest_Resp</th>\n", |
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| 337 | " </tr>\n", |
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| 338 | " </thead>\n", |
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| 339 | " <tbody>\n", |
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| 340 | " <tr>\n", |
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| 341 | " <th>14786800</th>\n", |
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| 342 | " <td>1</td>\n", |
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| 343 | " <td>2</td>\n", |
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| 344 | " <td>0.8914</td>\n", |
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| 345 | " <td>-0.1102</td>\n", |
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| 346 | " <td>-0.2576</td>\n", |
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| 347 | " <td>0.030945</td>\n", |
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| 348 | " <td>-0.003708</td>\n", |
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| 349 | " <td>5.710983</td>\n", |
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| 350 | " <td>29.083618</td>\n", |
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| 351 | " <td>1.191711</td>\n", |
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| 352 | " </tr>\n", |
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| 353 | " <tr>\n", |
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| 354 | " <th>14786801</th>\n", |
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| 355 | " <td>1</td>\n", |
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| 356 | " <td>2</td>\n", |
||
| 357 | " <td>0.8926</td>\n", |
||
| 358 | " <td>-0.1086</td>\n", |
||
| 359 | " <td>-0.2544</td>\n", |
||
| 360 | " <td>0.033646</td>\n", |
||
| 361 | " <td>-0.014145</td>\n", |
||
| 362 | " <td>5.719376</td>\n", |
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| 363 | " <td>29.122437</td>\n", |
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| 364 | " <td>1.139832</td>\n", |
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| 365 | " </tr>\n", |
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| 366 | " <tr>\n", |
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| 367 | " <th>14786802</th>\n", |
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| 368 | " <td>1</td>\n", |
||
| 369 | " <td>2</td>\n", |
||
| 370 | " <td>0.8930</td>\n", |
||
| 371 | " <td>-0.1094</td>\n", |
||
| 372 | " <td>-0.2580</td>\n", |
||
| 373 | " <td>0.033005</td>\n", |
||
| 374 | " <td>0.010208</td>\n", |
||
| 375 | " <td>5.706406</td>\n", |
||
| 376 | " <td>29.115234</td>\n", |
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| 377 | " <td>1.141357</td>\n", |
||
| 378 | " </tr>\n", |
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| 379 | " <tr>\n", |
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| 380 | " <th>14786803</th>\n", |
||
| 381 | " <td>1</td>\n", |
||
| 382 | " <td>2</td>\n", |
||
| 383 | " <td>0.8934</td>\n", |
||
| 384 | " <td>-0.1082</td>\n", |
||
| 385 | " <td>-0.2538</td>\n", |
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| 386 | " <td>0.031815</td>\n", |
||
| 387 | " <td>0.012634</td>\n", |
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| 388 | " <td>5.712509</td>\n", |
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| 389 | " <td>29.126709</td>\n", |
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| 390 | " <td>1.155090</td>\n", |
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| 391 | " </tr>\n", |
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| 392 | " <tr>\n", |
||
| 393 | " <th>14786804</th>\n", |
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| 394 | " <td>1</td>\n", |
||
| 395 | " <td>2</td>\n", |
||
| 396 | " <td>0.8930</td>\n", |
||
| 397 | " <td>-0.1096</td>\n", |
||
| 398 | " <td>-0.2570</td>\n", |
||
| 399 | " <td>0.030350</td>\n", |
||
| 400 | " <td>0.002060</td>\n", |
||
| 401 | " <td>5.727005</td>\n", |
||
| 402 | " <td>29.100861</td>\n", |
||
| 403 | " <td>1.133728</td>\n", |
||
| 404 | " </tr>\n", |
||
| 405 | " <tr>\n", |
||
| 406 | " <th>14786805</th>\n", |
||
| 407 | " <td>1</td>\n", |
||
| 408 | " <td>2</td>\n", |
||
| 409 | " <td>0.8906</td>\n", |
||
| 410 | " <td>-0.1078</td>\n", |
||
| 411 | " <td>-0.2538</td>\n", |
||
| 412 | " <td>0.030350</td>\n", |
||
| 413 | " <td>-0.002792</td>\n", |
||
| 414 | " <td>5.707550</td>\n", |
||
| 415 | " <td>29.126709</td>\n", |
||
| 416 | " <td>1.136780</td>\n", |
||
| 417 | " </tr>\n", |
||
| 418 | " <tr>\n", |
||
| 419 | " <th>14786806</th>\n", |
||
| 420 | " <td>1</td>\n", |
||
| 421 | " <td>2</td>\n", |
||
| 422 | " <td>0.8906</td>\n", |
||
| 423 | " <td>-0.1082</td>\n", |
||
| 424 | " <td>-0.2566</td>\n", |
||
| 425 | " <td>0.032639</td>\n", |
||
| 426 | " <td>-0.001968</td>\n", |
||
| 427 | " <td>5.715561</td>\n", |
||
| 428 | " <td>29.116699</td>\n", |
||
| 429 | " <td>1.115417</td>\n", |
||
| 430 | " </tr>\n", |
||
| 431 | " <tr>\n", |
||
| 432 | " <th>14786807</th>\n", |
||
| 433 | " <td>1</td>\n", |
||
| 434 | " <td>2</td>\n", |
||
| 435 | " <td>0.8906</td>\n", |
||
| 436 | " <td>-0.1080</td>\n", |
||
| 437 | " <td>-0.2600</td>\n", |
||
| 438 | " <td>0.029572</td>\n", |
||
| 439 | " <td>0.007919</td>\n", |
||
| 440 | " <td>5.706406</td>\n", |
||
| 441 | " <td>29.106628</td>\n", |
||
| 442 | " <td>1.136780</td>\n", |
||
| 443 | " </tr>\n", |
||
| 444 | " <tr>\n", |
||
| 445 | " <th>14786808</th>\n", |
||
| 446 | " <td>1</td>\n", |
||
| 447 | " <td>2</td>\n", |
||
| 448 | " <td>0.8872</td>\n", |
||
| 449 | " <td>-0.1062</td>\n", |
||
| 450 | " <td>-0.2586</td>\n", |
||
| 451 | " <td>0.026138</td>\n", |
||
| 452 | " <td>-0.007050</td>\n", |
||
| 453 | " <td>5.708313</td>\n", |
||
| 454 | " <td>29.121002</td>\n", |
||
| 455 | " <td>1.106262</td>\n", |
||
| 456 | " </tr>\n", |
||
| 457 | " <tr>\n", |
||
| 458 | " <th>14786809</th>\n", |
||
| 459 | " <td>1</td>\n", |
||
| 460 | " <td>2</td>\n", |
||
| 461 | " <td>0.8862</td>\n", |
||
| 462 | " <td>-0.1068</td>\n", |
||
| 463 | " <td>-0.2616</td>\n", |
||
| 464 | " <td>0.027649</td>\n", |
||
| 465 | " <td>-0.013870</td>\n", |
||
| 466 | " <td>5.715561</td>\n", |
||
| 467 | " <td>29.108063</td>\n", |
||
| 468 | " <td>1.081848</td>\n", |
||
| 469 | " </tr>\n", |
||
| 470 | " <tr>\n", |
||
| 471 | " <th>14786810</th>\n", |
||
| 472 | " <td>1</td>\n", |
||
| 473 | " <td>2</td>\n", |
||
| 474 | " <td>0.8862</td>\n", |
||
| 475 | " <td>-0.1090</td>\n", |
||
| 476 | " <td>-0.2614</td>\n", |
||
| 477 | " <td>0.035477</td>\n", |
||
| 478 | " <td>0.008102</td>\n", |
||
| 479 | " <td>5.705261</td>\n", |
||
| 480 | " <td>29.118103</td>\n", |
||
| 481 | " <td>1.100159</td>\n", |
||
| 482 | " </tr>\n", |
||
| 483 | " <tr>\n", |
||
| 484 | " <th>14786811</th>\n", |
||
| 485 | " <td>1</td>\n", |
||
| 486 | " <td>2</td>\n", |
||
| 487 | " <td>0.8872</td>\n", |
||
| 488 | " <td>-0.1058</td>\n", |
||
| 489 | " <td>-0.2642</td>\n", |
||
| 490 | " <td>0.042709</td>\n", |
||
| 491 | " <td>0.009567</td>\n", |
||
| 492 | " <td>5.715179</td>\n", |
||
| 493 | " <td>29.126709</td>\n", |
||
| 494 | " <td>1.081848</td>\n", |
||
| 495 | " </tr>\n", |
||
| 496 | " <tr>\n", |
||
| 497 | " <th>14786812</th>\n", |
||
| 498 | " <td>1</td>\n", |
||
| 499 | " <td>2</td>\n", |
||
| 500 | " <td>0.8894</td>\n", |
||
| 501 | " <td>-0.1066</td>\n", |
||
| 502 | " <td>-0.2686</td>\n", |
||
| 503 | " <td>0.047012</td>\n", |
||
| 504 | " <td>-0.016068</td>\n", |
||
| 505 | " <td>5.704880</td>\n", |
||
| 506 | " <td>29.095123</td>\n", |
||
| 507 | " <td>1.055908</td>\n", |
||
| 508 | " </tr>\n", |
||
| 509 | " <tr>\n", |
||
| 510 | " <th>14786813</th>\n", |
||
| 511 | " <td>1</td>\n", |
||
| 512 | " <td>2</td>\n", |
||
| 513 | " <td>0.8874</td>\n", |
||
| 514 | " <td>-0.1074</td>\n", |
||
| 515 | " <td>-0.2606</td>\n", |
||
| 516 | " <td>0.050583</td>\n", |
||
| 517 | " <td>-0.014877</td>\n", |
||
| 518 | " <td>5.711746</td>\n", |
||
| 519 | " <td>29.122437</td>\n", |
||
| 520 | " <td>1.057434</td>\n", |
||
| 521 | " </tr>\n", |
||
| 522 | " <tr>\n", |
||
| 523 | " <th>14786814</th>\n", |
||
| 524 | " <td>1</td>\n", |
||
| 525 | " <td>2</td>\n", |
||
| 526 | " <td>0.8886</td>\n", |
||
| 527 | " <td>-0.1062</td>\n", |
||
| 528 | " <td>-0.2632</td>\n", |
||
| 529 | " <td>0.052597</td>\n", |
||
| 530 | " <td>-0.017624</td>\n", |
||
| 531 | " <td>5.721283</td>\n", |
||
| 532 | " <td>29.132477</td>\n", |
||
| 533 | " <td>1.081848</td>\n", |
||
| 534 | " </tr>\n", |
||
| 535 | " <tr>\n", |
||
| 536 | " <th>14786815</th>\n", |
||
| 537 | " <td>1</td>\n", |
||
| 538 | " <td>2</td>\n", |
||
| 539 | " <td>0.8866</td>\n", |
||
| 540 | " <td>-0.1034</td>\n", |
||
| 541 | " <td>-0.2598</td>\n", |
||
| 542 | " <td>0.057358</td>\n", |
||
| 543 | " <td>-0.015106</td>\n", |
||
| 544 | " <td>5.702972</td>\n", |
||
| 545 | " <td>29.119537</td>\n", |
||
| 546 | " <td>1.060486</td>\n", |
||
| 547 | " </tr>\n", |
||
| 548 | " <tr>\n", |
||
| 549 | " <th>14786816</th>\n", |
||
| 550 | " <td>1</td>\n", |
||
| 551 | " <td>2</td>\n", |
||
| 552 | " <td>0.8858</td>\n", |
||
| 553 | " <td>-0.1026</td>\n", |
||
| 554 | " <td>-0.2620</td>\n", |
||
| 555 | " <td>0.063675</td>\n", |
||
| 556 | " <td>-0.016479</td>\n", |
||
| 557 | " <td>5.710983</td>\n", |
||
| 558 | " <td>29.115234</td>\n", |
||
| 559 | " <td>0.718689</td>\n", |
||
| 560 | " </tr>\n", |
||
| 561 | " <tr>\n", |
||
| 562 | " <th>14786817</th>\n", |
||
| 563 | " <td>1</td>\n", |
||
| 564 | " <td>2</td>\n", |
||
| 565 | " <td>0.8874</td>\n", |
||
| 566 | " <td>-0.1030</td>\n", |
||
| 567 | " <td>-0.2590</td>\n", |
||
| 568 | " <td>0.067154</td>\n", |
||
| 569 | " <td>-0.016891</td>\n", |
||
| 570 | " <td>5.713272</td>\n", |
||
| 571 | " <td>29.123871</td>\n", |
||
| 572 | " <td>1.026917</td>\n", |
||
| 573 | " </tr>\n", |
||
| 574 | " <tr>\n", |
||
| 575 | " <th>14786818</th>\n", |
||
| 576 | " <td>1</td>\n", |
||
| 577 | " <td>2</td>\n", |
||
| 578 | " <td>0.8874</td>\n", |
||
| 579 | " <td>-0.1020</td>\n", |
||
| 580 | " <td>-0.2616</td>\n", |
||
| 581 | " <td>0.064270</td>\n", |
||
| 582 | " <td>0.013046</td>\n", |
||
| 583 | " <td>5.734253</td>\n", |
||
| 584 | " <td>29.108063</td>\n", |
||
| 585 | " <td>1.020813</td>\n", |
||
| 586 | " </tr>\n", |
||
| 587 | " <tr>\n", |
||
| 588 | " <th>14786819</th>\n", |
||
| 589 | " <td>1</td>\n", |
||
| 590 | " <td>2</td>\n", |
||
| 591 | " <td>0.8890</td>\n", |
||
| 592 | " <td>-0.1022</td>\n", |
||
| 593 | " <td>-0.2594</td>\n", |
||
| 594 | " <td>0.061844</td>\n", |
||
| 595 | " <td>0.023254</td>\n", |
||
| 596 | " <td>5.710220</td>\n", |
||
| 597 | " <td>29.109497</td>\n", |
||
| 598 | " <td>1.026917</td>\n", |
||
| 599 | " </tr>\n", |
||
| 600 | " <tr>\n", |
||
| 601 | " <th>14786820</th>\n", |
||
| 602 | " <td>1</td>\n", |
||
| 603 | " <td>2</td>\n", |
||
| 604 | " <td>0.8874</td>\n", |
||
| 605 | " <td>-0.1006</td>\n", |
||
| 606 | " <td>-0.2568</td>\n", |
||
| 607 | " <td>0.058777</td>\n", |
||
| 608 | " <td>0.039825</td>\n", |
||
| 609 | " <td>5.728531</td>\n", |
||
| 610 | " <td>29.121002</td>\n", |
||
| 611 | " <td>1.043701</td>\n", |
||
| 612 | " </tr>\n", |
||
| 613 | " <tr>\n", |
||
| 614 | " <th>14786821</th>\n", |
||
| 615 | " <td>1</td>\n", |
||
| 616 | " <td>2</td>\n", |
||
| 617 | " <td>0.8872</td>\n", |
||
| 618 | " <td>-0.1026</td>\n", |
||
| 619 | " <td>-0.2524</td>\n", |
||
| 620 | " <td>0.056717</td>\n", |
||
| 621 | " <td>0.038040</td>\n", |
||
| 622 | " <td>5.706406</td>\n", |
||
| 623 | " <td>29.115234</td>\n", |
||
| 624 | " <td>0.994873</td>\n", |
||
| 625 | " </tr>\n", |
||
| 626 | " <tr>\n", |
||
| 627 | " <th>14786822</th>\n", |
||
| 628 | " <td>1</td>\n", |
||
| 629 | " <td>2</td>\n", |
||
| 630 | " <td>0.8874</td>\n", |
||
| 631 | " <td>-0.1018</td>\n", |
||
| 632 | " <td>-0.2494</td>\n", |
||
| 633 | " <td>0.058914</td>\n", |
||
| 634 | " <td>0.005173</td>\n", |
||
| 635 | " <td>5.712128</td>\n", |
||
| 636 | " <td>29.108063</td>\n", |
||
| 637 | " <td>0.979614</td>\n", |
||
| 638 | " </tr>\n", |
||
| 639 | " <tr>\n", |
||
| 640 | " <th>14786823</th>\n", |
||
| 641 | " <td>1</td>\n", |
||
| 642 | " <td>2</td>\n", |
||
| 643 | " <td>0.8906</td>\n", |
||
| 644 | " <td>-0.1030</td>\n", |
||
| 645 | " <td>-0.2510</td>\n", |
||
| 646 | " <td>0.060699</td>\n", |
||
| 647 | " <td>-0.027283</td>\n", |
||
| 648 | " <td>5.726624</td>\n", |
||
| 649 | " <td>29.123871</td>\n", |
||
| 650 | " <td>1.004028</td>\n", |
||
| 651 | " </tr>\n", |
||
| 652 | " <tr>\n", |
||
| 653 | " <th>14786824</th>\n", |
||
| 654 | " <td>1</td>\n", |
||
| 655 | " <td>2</td>\n", |
||
| 656 | " <td>0.8898</td>\n", |
||
| 657 | " <td>-0.1030</td>\n", |
||
| 658 | " <td>-0.2502</td>\n", |
||
| 659 | " <td>0.059784</td>\n", |
||
| 660 | " <td>-0.040146</td>\n", |
||
| 661 | " <td>5.709457</td>\n", |
||
| 662 | " <td>29.126709</td>\n", |
||
| 663 | " <td>0.965881</td>\n", |
||
| 664 | " </tr>\n", |
||
| 665 | " <tr>\n", |
||
| 666 | " <th>14786825</th>\n", |
||
| 667 | " <td>1</td>\n", |
||
| 668 | " <td>2</td>\n", |
||
| 669 | " <td>0.8894</td>\n", |
||
| 670 | " <td>-0.1006</td>\n", |
||
| 671 | " <td>-0.2502</td>\n", |
||
| 672 | " <td>0.060379</td>\n", |
||
| 673 | " <td>-0.025955</td>\n", |
||
| 674 | " <td>5.723953</td>\n", |
||
| 675 | " <td>29.200073</td>\n", |
||
| 676 | " <td>0.982666</td>\n", |
||
| 677 | " </tr>\n", |
||
| 678 | " <tr>\n", |
||
| 679 | " <th>14786826</th>\n", |
||
| 680 | " <td>1</td>\n", |
||
| 681 | " <td>2</td>\n", |
||
| 682 | " <td>0.8890</td>\n", |
||
| 683 | " <td>-0.0996</td>\n", |
||
| 684 | " <td>-0.2498</td>\n", |
||
| 685 | " <td>0.063950</td>\n", |
||
| 686 | " <td>-0.037216</td>\n", |
||
| 687 | " <td>5.702209</td>\n", |
||
| 688 | " <td>29.092224</td>\n", |
||
| 689 | " <td>0.964355</td>\n", |
||
| 690 | " </tr>\n", |
||
| 691 | " <tr>\n", |
||
| 692 | " <th>14786827</th>\n", |
||
| 693 | " <td>1</td>\n", |
||
| 694 | " <td>2</td>\n", |
||
| 695 | " <td>0.8894</td>\n", |
||
| 696 | " <td>-0.0998</td>\n", |
||
| 697 | " <td>-0.2472</td>\n", |
||
| 698 | " <td>0.067429</td>\n", |
||
| 699 | " <td>-0.012497</td>\n", |
||
| 700 | " <td>5.711365</td>\n", |
||
| 701 | " <td>29.129608</td>\n", |
||
| 702 | " <td>0.950623</td>\n", |
||
| 703 | " </tr>\n", |
||
| 704 | " <tr>\n", |
||
| 705 | " <th>14786828</th>\n", |
||
| 706 | " <td>1</td>\n", |
||
| 707 | " <td>2</td>\n", |
||
| 708 | " <td>0.8896</td>\n", |
||
| 709 | " <td>-0.1014</td>\n", |
||
| 710 | " <td>-0.2456</td>\n", |
||
| 711 | " <td>0.068893</td>\n", |
||
| 712 | " <td>-0.019455</td>\n", |
||
| 713 | " <td>5.718613</td>\n", |
||
| 714 | " <td>29.115234</td>\n", |
||
| 715 | " <td>0.958252</td>\n", |
||
| 716 | " </tr>\n", |
||
| 717 | " <tr>\n", |
||
| 718 | " <th>14786829</th>\n", |
||
| 719 | " <td>1</td>\n", |
||
| 720 | " <td>2</td>\n", |
||
| 721 | " <td>0.8866</td>\n", |
||
| 722 | " <td>-0.1014</td>\n", |
||
| 723 | " <td>-0.2464</td>\n", |
||
| 724 | " <td>0.066422</td>\n", |
||
| 725 | " <td>0.011398</td>\n", |
||
| 726 | " <td>5.702209</td>\n", |
||
| 727 | " <td>29.103729</td>\n", |
||
| 728 | " <td>0.917053</td>\n", |
||
| 729 | " </tr>\n", |
||
| 730 | " <tr>\n", |
||
| 731 | " <th>...</th>\n", |
||
| 732 | " <td>...</td>\n", |
||
| 733 | " <td>...</td>\n", |
||
| 734 | " <td>...</td>\n", |
||
| 735 | " <td>...</td>\n", |
||
| 736 | " <td>...</td>\n", |
||
| 737 | " <td>...</td>\n", |
||
| 738 | " <td>...</td>\n", |
||
| 739 | " <td>...</td>\n", |
||
| 740 | " <td>...</td>\n", |
||
| 741 | " <td>...</td>\n", |
||
| 742 | " </tr>\n", |
||
| 743 | " <tr>\n", |
||
| 744 | " <th>16809069</th>\n", |
||
| 745 | " <td>4</td>\n", |
||
| 746 | " <td>2</td>\n", |
||
| 747 | " <td>0.4378</td>\n", |
||
| 748 | " <td>-0.2318</td>\n", |
||
| 749 | " <td>-0.8414</td>\n", |
||
| 750 | " <td>-0.179581</td>\n", |
||
| 751 | " <td>-0.005081</td>\n", |
||
| 752 | " <td>0.448990</td>\n", |
||
| 753 | " <td>31.927704</td>\n", |
||
| 754 | " <td>-1.399231</td>\n", |
||
| 755 | " </tr>\n", |
||
| 756 | " <tr>\n", |
||
| 757 | " <th>16809070</th>\n", |
||
| 758 | " <td>4</td>\n", |
||
| 759 | " <td>2</td>\n", |
||
| 760 | " <td>0.4378</td>\n", |
||
| 761 | " <td>-0.2328</td>\n", |
||
| 762 | " <td>-0.8398</td>\n", |
||
| 763 | " <td>-0.179077</td>\n", |
||
| 764 | " <td>-0.000595</td>\n", |
||
| 765 | " <td>0.542450</td>\n", |
||
| 766 | " <td>31.941071</td>\n", |
||
| 767 | " <td>-1.437378</td>\n", |
||
| 768 | " </tr>\n", |
||
| 769 | " <tr>\n", |
||
| 770 | " <th>16809071</th>\n", |
||
| 771 | " <td>4</td>\n", |
||
| 772 | " <td>2</td>\n", |
||
| 773 | " <td>0.4394</td>\n", |
||
| 774 | " <td>-0.2360</td>\n", |
||
| 775 | " <td>-0.8376</td>\n", |
||
| 776 | " <td>-0.180313</td>\n", |
||
| 777 | " <td>-0.000137</td>\n", |
||
| 778 | " <td>0.449371</td>\n", |
||
| 779 | " <td>32.031494</td>\n", |
||
| 780 | " <td>-1.441956</td>\n", |
||
| 781 | " </tr>\n", |
||
| 782 | " <tr>\n", |
||
| 783 | " <th>16809072</th>\n", |
||
| 784 | " <td>4</td>\n", |
||
| 785 | " <td>2</td>\n", |
||
| 786 | " <td>0.4406</td>\n", |
||
| 787 | " <td>-0.2382</td>\n", |
||
| 788 | " <td>-0.8438</td>\n", |
||
| 789 | " <td>-0.186447</td>\n", |
||
| 790 | " <td>0.002975</td>\n", |
||
| 791 | " <td>0.512695</td>\n", |
||
| 792 | " <td>31.920319</td>\n", |
||
| 793 | " <td>-1.438904</td>\n", |
||
| 794 | " </tr>\n", |
||
| 795 | " <tr>\n", |
||
| 796 | " <th>16809073</th>\n", |
||
| 797 | " <td>4</td>\n", |
||
| 798 | " <td>2</td>\n", |
||
| 799 | " <td>0.4398</td>\n", |
||
| 800 | " <td>-0.2386</td>\n", |
||
| 801 | " <td>-0.8454</td>\n", |
||
| 802 | " <td>-0.194504</td>\n", |
||
| 803 | " <td>-0.004211</td>\n", |
||
| 804 | " <td>0.494003</td>\n", |
||
| 805 | " <td>31.930664</td>\n", |
||
| 806 | " <td>-1.551819</td>\n", |
||
| 807 | " </tr>\n", |
||
| 808 | " <tr>\n", |
||
| 809 | " <th>16809074</th>\n", |
||
| 810 | " <td>4</td>\n", |
||
| 811 | " <td>2</td>\n", |
||
| 812 | " <td>0.4416</td>\n", |
||
| 813 | " <td>-0.2390</td>\n", |
||
| 814 | " <td>-0.8454</td>\n", |
||
| 815 | " <td>-0.200455</td>\n", |
||
| 816 | " <td>0.004349</td>\n", |
||
| 817 | " <td>0.479126</td>\n", |
||
| 818 | " <td>31.927704</td>\n", |
||
| 819 | " <td>-1.473999</td>\n", |
||
| 820 | " </tr>\n", |
||
| 821 | " <tr>\n", |
||
| 822 | " <th>16809075</th>\n", |
||
| 823 | " <td>4</td>\n", |
||
| 824 | " <td>2</td>\n", |
||
| 825 | " <td>0.4402</td>\n", |
||
| 826 | " <td>-0.2382</td>\n", |
||
| 827 | " <td>-0.8450</td>\n", |
||
| 828 | " <td>-0.205902</td>\n", |
||
| 829 | " <td>-0.012955</td>\n", |
||
| 830 | " <td>0.472641</td>\n", |
||
| 831 | " <td>31.930664</td>\n", |
||
| 832 | " <td>-1.493835</td>\n", |
||
| 833 | " </tr>\n", |
||
| 834 | " <tr>\n", |
||
| 835 | " <th>16809076</th>\n", |
||
| 836 | " <td>4</td>\n", |
||
| 837 | " <td>2</td>\n", |
||
| 838 | " <td>0.4378</td>\n", |
||
| 839 | " <td>-0.2366</td>\n", |
||
| 840 | " <td>-0.8472</td>\n", |
||
| 841 | " <td>-0.210983</td>\n", |
||
| 842 | " <td>0.002289</td>\n", |
||
| 843 | " <td>0.456238</td>\n", |
||
| 844 | " <td>31.909912</td>\n", |
||
| 845 | " <td>-1.487732</td>\n", |
||
| 846 | " </tr>\n", |
||
| 847 | " <tr>\n", |
||
| 848 | " <th>16809077</th>\n", |
||
| 849 | " <td>4</td>\n", |
||
| 850 | " <td>2</td>\n", |
||
| 851 | " <td>0.4362</td>\n", |
||
| 852 | " <td>-0.2364</td>\n", |
||
| 853 | " <td>-0.8502</td>\n", |
||
| 854 | " <td>-0.212311</td>\n", |
||
| 855 | " <td>0.005722</td>\n", |
||
| 856 | " <td>0.454330</td>\n", |
||
| 857 | " <td>31.930664</td>\n", |
||
| 858 | " <td>-1.522827</td>\n", |
||
| 859 | " </tr>\n", |
||
| 860 | " <tr>\n", |
||
| 861 | " <th>16809078</th>\n", |
||
| 862 | " <td>4</td>\n", |
||
| 863 | " <td>2</td>\n", |
||
| 864 | " <td>0.4374</td>\n", |
||
| 865 | " <td>-0.2354</td>\n", |
||
| 866 | " <td>-0.8438</td>\n", |
||
| 867 | " <td>-0.211716</td>\n", |
||
| 868 | " <td>-0.007233</td>\n", |
||
| 869 | " <td>0.450516</td>\n", |
||
| 870 | " <td>31.924744</td>\n", |
||
| 871 | " <td>-1.507568</td>\n", |
||
| 872 | " </tr>\n", |
||
| 873 | " <tr>\n", |
||
| 874 | " <th>16809079</th>\n", |
||
| 875 | " <td>4</td>\n", |
||
| 876 | " <td>2</td>\n", |
||
| 877 | " <td>0.4380</td>\n", |
||
| 878 | " <td>-0.2360</td>\n", |
||
| 879 | " <td>-0.8450</td>\n", |
||
| 880 | " <td>-0.207596</td>\n", |
||
| 881 | " <td>0.000229</td>\n", |
||
| 882 | " <td>0.532150</td>\n", |
||
| 883 | " <td>31.920319</td>\n", |
||
| 884 | " <td>-1.483154</td>\n", |
||
| 885 | " </tr>\n", |
||
| 886 | " <tr>\n", |
||
| 887 | " <th>16809080</th>\n", |
||
| 888 | " <td>4</td>\n", |
||
| 889 | " <td>2</td>\n", |
||
| 890 | " <td>0.4386</td>\n", |
||
| 891 | " <td>-0.2376</td>\n", |
||
| 892 | " <td>-0.8424</td>\n", |
||
| 893 | " <td>-0.199173</td>\n", |
||
| 894 | " <td>-0.005997</td>\n", |
||
| 895 | " <td>0.493622</td>\n", |
||
| 896 | " <td>31.921814</td>\n", |
||
| 897 | " <td>-1.519775</td>\n", |
||
| 898 | " </tr>\n", |
||
| 899 | " <tr>\n", |
||
| 900 | " <th>16809081</th>\n", |
||
| 901 | " <td>4</td>\n", |
||
| 902 | " <td>2</td>\n", |
||
| 903 | " <td>0.4410</td>\n", |
||
| 904 | " <td>-0.2386</td>\n", |
||
| 905 | " <td>-0.8412</td>\n", |
||
| 906 | " <td>-0.189011</td>\n", |
||
| 907 | " <td>0.002518</td>\n", |
||
| 908 | " <td>0.466537</td>\n", |
||
| 909 | " <td>31.923248</td>\n", |
||
| 910 | " <td>-1.501465</td>\n", |
||
| 911 | " </tr>\n", |
||
| 912 | " <tr>\n", |
||
| 913 | " <th>16809082</th>\n", |
||
| 914 | " <td>4</td>\n", |
||
| 915 | " <td>2</td>\n", |
||
| 916 | " <td>0.4454</td>\n", |
||
| 917 | " <td>-0.2392</td>\n", |
||
| 918 | " <td>-0.8320</td>\n", |
||
| 919 | " <td>-0.180496</td>\n", |
||
| 920 | " <td>-0.000504</td>\n", |
||
| 921 | " <td>0.460052</td>\n", |
||
| 922 | " <td>31.924744</td>\n", |
||
| 923 | " <td>-1.539612</td>\n", |
||
| 924 | " </tr>\n", |
||
| 925 | " <tr>\n", |
||
| 926 | " <th>16809083</th>\n", |
||
| 927 | " <td>4</td>\n", |
||
| 928 | " <td>2</td>\n", |
||
| 929 | " <td>0.4470</td>\n", |
||
| 930 | " <td>-0.2390</td>\n", |
||
| 931 | " <td>-0.8342</td>\n", |
||
| 932 | " <td>-0.175186</td>\n", |
||
| 933 | " <td>-0.008743</td>\n", |
||
| 934 | " <td>0.453568</td>\n", |
||
| 935 | " <td>31.918823</td>\n", |
||
| 936 | " <td>-1.524353</td>\n", |
||
| 937 | " </tr>\n", |
||
| 938 | " <tr>\n", |
||
| 939 | " <th>16809084</th>\n", |
||
| 940 | " <td>4</td>\n", |
||
| 941 | " <td>2</td>\n", |
||
| 942 | " <td>0.4440</td>\n", |
||
| 943 | " <td>-0.2384</td>\n", |
||
| 944 | " <td>-0.8358</td>\n", |
||
| 945 | " <td>-0.171799</td>\n", |
||
| 946 | " <td>0.002426</td>\n", |
||
| 947 | " <td>0.449371</td>\n", |
||
| 948 | " <td>31.936615</td>\n", |
||
| 949 | " <td>-1.548767</td>\n", |
||
| 950 | " </tr>\n", |
||
| 951 | " <tr>\n", |
||
| 952 | " <th>16809085</th>\n", |
||
| 953 | " <td>4</td>\n", |
||
| 954 | " <td>2</td>\n", |
||
| 955 | " <td>0.4454</td>\n", |
||
| 956 | " <td>-0.2388</td>\n", |
||
| 957 | " <td>-0.8354</td>\n", |
||
| 958 | " <td>-0.170013</td>\n", |
||
| 959 | " <td>-0.000549</td>\n", |
||
| 960 | " <td>0.501633</td>\n", |
||
| 961 | " <td>31.927704</td>\n", |
||
| 962 | " <td>-1.564026</td>\n", |
||
| 963 | " </tr>\n", |
||
| 964 | " <tr>\n", |
||
| 965 | " <th>16809086</th>\n", |
||
| 966 | " <td>4</td>\n", |
||
| 967 | " <td>2</td>\n", |
||
| 968 | " <td>0.4430</td>\n", |
||
| 969 | " <td>-0.2378</td>\n", |
||
| 970 | " <td>-0.8322</td>\n", |
||
| 971 | " <td>-0.172348</td>\n", |
||
| 972 | " <td>-0.009201</td>\n", |
||
| 973 | " <td>0.494003</td>\n", |
||
| 974 | " <td>31.926239</td>\n", |
||
| 975 | " <td>-1.542664</td>\n", |
||
| 976 | " </tr>\n", |
||
| 977 | " <tr>\n", |
||
| 978 | " <th>16809087</th>\n", |
||
| 979 | " <td>4</td>\n", |
||
| 980 | " <td>2</td>\n", |
||
| 981 | " <td>0.4424</td>\n", |
||
| 982 | " <td>-0.2394</td>\n", |
||
| 983 | " <td>-0.8342</td>\n", |
||
| 984 | " <td>-0.176834</td>\n", |
||
| 985 | " <td>0.001144</td>\n", |
||
| 986 | " <td>0.482178</td>\n", |
||
| 987 | " <td>31.912903</td>\n", |
||
| 988 | " <td>-2.137756</td>\n", |
||
| 989 | " </tr>\n", |
||
| 990 | " <tr>\n", |
||
| 991 | " <th>16809088</th>\n", |
||
| 992 | " <td>4</td>\n", |
||
| 993 | " <td>2</td>\n", |
||
| 994 | " <td>0.4436</td>\n", |
||
| 995 | " <td>-0.2402</td>\n", |
||
| 996 | " <td>-0.8342</td>\n", |
||
| 997 | " <td>-0.182648</td>\n", |
||
| 998 | " <td>0.002975</td>\n", |
||
| 999 | " <td>0.468826</td>\n", |
||
| 1000 | " <td>31.924744</td>\n", |
||
| 1001 | " <td>-1.579285</td>\n", |
||
| 1002 | " </tr>\n", |
||
| 1003 | " <tr>\n", |
||
| 1004 | " <th>16809089</th>\n", |
||
| 1005 | " <td>4</td>\n", |
||
| 1006 | " <td>2</td>\n", |
||
| 1007 | " <td>0.4414</td>\n", |
||
| 1008 | " <td>-0.2394</td>\n", |
||
| 1009 | " <td>-0.8322</td>\n", |
||
| 1010 | " <td>-0.190567</td>\n", |
||
| 1011 | " <td>-0.012222</td>\n", |
||
| 1012 | " <td>0.453949</td>\n", |
||
| 1013 | " <td>31.927704</td>\n", |
||
| 1014 | " <td>-1.564026</td>\n", |
||
| 1015 | " </tr>\n", |
||
| 1016 | " <tr>\n", |
||
| 1017 | " <th>16809090</th>\n", |
||
| 1018 | " <td>4</td>\n", |
||
| 1019 | " <td>2</td>\n", |
||
| 1020 | " <td>0.4414</td>\n", |
||
| 1021 | " <td>-0.2376</td>\n", |
||
| 1022 | " <td>-0.8330</td>\n", |
||
| 1023 | " <td>-0.194962</td>\n", |
||
| 1024 | " <td>0.001602</td>\n", |
||
| 1025 | " <td>0.453186</td>\n", |
||
| 1026 | " <td>31.933655</td>\n", |
||
| 1027 | " <td>-2.027893</td>\n", |
||
| 1028 | " </tr>\n", |
||
| 1029 | " <tr>\n", |
||
| 1030 | " <th>16809091</th>\n", |
||
| 1031 | " <td>4</td>\n", |
||
| 1032 | " <td>2</td>\n", |
||
| 1033 | " <td>0.4388</td>\n", |
||
| 1034 | " <td>-0.2374</td>\n", |
||
| 1035 | " <td>-0.8334</td>\n", |
||
| 1036 | " <td>-0.196793</td>\n", |
||
| 1037 | " <td>0.001236</td>\n", |
||
| 1038 | " <td>0.450897</td>\n", |
||
| 1039 | " <td>31.904022</td>\n", |
||
| 1040 | " <td>-1.606750</td>\n", |
||
| 1041 | " </tr>\n", |
||
| 1042 | " <tr>\n", |
||
| 1043 | " <th>16809092</th>\n", |
||
| 1044 | " <td>4</td>\n", |
||
| 1045 | " <td>2</td>\n", |
||
| 1046 | " <td>0.4394</td>\n", |
||
| 1047 | " <td>-0.2374</td>\n", |
||
| 1048 | " <td>-0.8370</td>\n", |
||
| 1049 | " <td>-0.196426</td>\n", |
||
| 1050 | " <td>-0.001511</td>\n", |
||
| 1051 | " <td>0.508118</td>\n", |
||
| 1052 | " <td>31.933655</td>\n", |
||
| 1053 | " <td>-1.585388</td>\n", |
||
| 1054 | " </tr>\n", |
||
| 1055 | " <tr>\n", |
||
| 1056 | " <th>16809093</th>\n", |
||
| 1057 | " <td>4</td>\n", |
||
| 1058 | " <td>2</td>\n", |
||
| 1059 | " <td>0.4386</td>\n", |
||
| 1060 | " <td>-0.2344</td>\n", |
||
| 1061 | " <td>-0.8382</td>\n", |
||
| 1062 | " <td>-0.192764</td>\n", |
||
| 1063 | " <td>-0.000687</td>\n", |
||
| 1064 | " <td>0.508881</td>\n", |
||
| 1065 | " <td>31.929199</td>\n", |
||
| 1066 | " <td>-1.631165</td>\n", |
||
| 1067 | " </tr>\n", |
||
| 1068 | " <tr>\n", |
||
| 1069 | " <th>16809094</th>\n", |
||
| 1070 | " <td>4</td>\n", |
||
| 1071 | " <td>2</td>\n", |
||
| 1072 | " <td>0.4378</td>\n", |
||
| 1073 | " <td>-0.2348</td>\n", |
||
| 1074 | " <td>-0.8380</td>\n", |
||
| 1075 | " <td>-0.182602</td>\n", |
||
| 1076 | " <td>-0.015793</td>\n", |
||
| 1077 | " <td>0.484085</td>\n", |
||
| 1078 | " <td>31.926239</td>\n", |
||
| 1079 | " <td>-1.609802</td>\n", |
||
| 1080 | " </tr>\n", |
||
| 1081 | " <tr>\n", |
||
| 1082 | " <th>16809095</th>\n", |
||
| 1083 | " <td>4</td>\n", |
||
| 1084 | " <td>2</td>\n", |
||
| 1085 | " <td>0.4378</td>\n", |
||
| 1086 | " <td>-0.2338</td>\n", |
||
| 1087 | " <td>-0.8394</td>\n", |
||
| 1088 | " <td>-0.170609</td>\n", |
||
| 1089 | " <td>0.000687</td>\n", |
||
| 1090 | " <td>0.473404</td>\n", |
||
| 1091 | " <td>31.932190</td>\n", |
||
| 1092 | " <td>-1.646423</td>\n", |
||
| 1093 | " </tr>\n", |
||
| 1094 | " <tr>\n", |
||
| 1095 | " <th>16809096</th>\n", |
||
| 1096 | " <td>4</td>\n", |
||
| 1097 | " <td>2</td>\n", |
||
| 1098 | " <td>0.4388</td>\n", |
||
| 1099 | " <td>-0.2338</td>\n", |
||
| 1100 | " <td>-0.8386</td>\n", |
||
| 1101 | " <td>-0.160812</td>\n", |
||
| 1102 | " <td>0.004532</td>\n", |
||
| 1103 | " <td>0.463486</td>\n", |
||
| 1104 | " <td>31.918823</td>\n", |
||
| 1105 | " <td>-1.643372</td>\n", |
||
| 1106 | " </tr>\n", |
||
| 1107 | " <tr>\n", |
||
| 1108 | " <th>16809097</th>\n", |
||
| 1109 | " <td>4</td>\n", |
||
| 1110 | " <td>2</td>\n", |
||
| 1111 | " <td>0.4398</td>\n", |
||
| 1112 | " <td>-0.2374</td>\n", |
||
| 1113 | " <td>-0.8390</td>\n", |
||
| 1114 | " <td>-0.156326</td>\n", |
||
| 1115 | " <td>0.000595</td>\n", |
||
| 1116 | " <td>0.459290</td>\n", |
||
| 1117 | " <td>31.932190</td>\n", |
||
| 1118 | " <td>-1.661682</td>\n", |
||
| 1119 | " </tr>\n", |
||
| 1120 | " <tr>\n", |
||
| 1121 | " <th>16809098</th>\n", |
||
| 1122 | " <td>4</td>\n", |
||
| 1123 | " <td>2</td>\n", |
||
| 1124 | " <td>0.4386</td>\n", |
||
| 1125 | " <td>-0.2366</td>\n", |
||
| 1126 | " <td>-0.8408</td>\n", |
||
| 1127 | " <td>-0.154312</td>\n", |
||
| 1128 | " <td>-0.009201</td>\n", |
||
| 1129 | " <td>0.455475</td>\n", |
||
| 1130 | " <td>31.927704</td>\n", |
||
| 1131 | " <td>-1.646423</td>\n", |
||
| 1132 | " </tr>\n", |
||
| 1133 | " </tbody>\n", |
||
| 1134 | "</table>\n", |
||
| 1135 | "<p>2022299 rows × 10 columns</p>\n", |
||
| 1136 | "</div>" |
||
| 1137 | ], |
||
| 1138 | "text/plain": [ |
||
| 1139 | " target subject chest_ACC_x chest_ACC_y chest_ACC_z chest_ECG \\\n", |
||
| 1140 | "14786800 1 2 0.8914 -0.1102 -0.2576 0.030945 \n", |
||
| 1141 | "14786801 1 2 0.8926 -0.1086 -0.2544 0.033646 \n", |
||
| 1142 | "14786802 1 2 0.8930 -0.1094 -0.2580 0.033005 \n", |
||
| 1143 | "14786803 1 2 0.8934 -0.1082 -0.2538 0.031815 \n", |
||
| 1144 | "14786804 1 2 0.8930 -0.1096 -0.2570 0.030350 \n", |
||
| 1145 | "... ... ... ... ... ... ... \n", |
||
| 1146 | "16809094 4 2 0.4378 -0.2348 -0.8380 -0.182602 \n", |
||
| 1147 | "16809095 4 2 0.4378 -0.2338 -0.8394 -0.170609 \n", |
||
| 1148 | "16809096 4 2 0.4388 -0.2338 -0.8386 -0.160812 \n", |
||
| 1149 | "16809097 4 2 0.4398 -0.2374 -0.8390 -0.156326 \n", |
||
| 1150 | "16809098 4 2 0.4386 -0.2366 -0.8408 -0.154312 \n", |
||
| 1151 | "\n", |
||
| 1152 | " chest_EMG chest_EDA chest_Temp chest_Resp \n", |
||
| 1153 | "14786800 -0.003708 5.710983 29.083618 1.191711 \n", |
||
| 1154 | "14786801 -0.014145 5.719376 29.122437 1.139832 \n", |
||
| 1155 | "14786802 0.010208 5.706406 29.115234 1.141357 \n", |
||
| 1156 | "14786803 0.012634 5.712509 29.126709 1.155090 \n", |
||
| 1157 | "14786804 0.002060 5.727005 29.100861 1.133728 \n", |
||
| 1158 | "... ... ... ... ... \n", |
||
| 1159 | "16809094 -0.015793 0.484085 31.926239 -1.609802 \n", |
||
| 1160 | "16809095 0.000687 0.473404 31.932190 -1.646423 \n", |
||
| 1161 | "16809096 0.004532 0.463486 31.918823 -1.643372 \n", |
||
| 1162 | "16809097 0.000595 0.459290 31.932190 -1.661682 \n", |
||
| 1163 | "16809098 -0.009201 0.455475 31.927704 -1.646423 \n", |
||
| 1164 | "\n", |
||
| 1165 | "[2022299 rows x 10 columns]" |
||
| 1166 | ] |
||
| 1167 | }, |
||
| 1168 | "execution_count": 18, |
||
| 1169 | "metadata": {}, |
||
| 1170 | "output_type": "execute_result" |
||
| 1171 | } |
||
| 1172 | ], |
||
| 1173 | "source": [ |
||
| 1174 | "subject_2" |
||
| 1175 | ] |
||
| 1176 | }, |
||
| 1177 | { |
||
| 1178 | "cell_type": "code", |
||
| 1179 | "execution_count": 19, |
||
| 1180 | "metadata": { |
||
| 1181 | "scrolled": true |
||
| 1182 | }, |
||
| 1183 | "outputs": [ |
||
| 1184 | { |
||
| 1185 | "data": { |
||
| 1186 | "text/html": [ |
||
| 1187 | "<div>\n", |
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| 1188 | "<style scoped>\n", |
||
| 1189 | " .dataframe tbody tr th:only-of-type {\n", |
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| 1190 | " vertical-align: middle;\n", |
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| 1191 | " }\n", |
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| 1192 | "\n", |
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| 1193 | " .dataframe tbody tr th {\n", |
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| 1194 | " vertical-align: top;\n", |
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| 1195 | " }\n", |
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| 1196 | "\n", |
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| 1197 | " .dataframe thead th {\n", |
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| 1198 | " text-align: right;\n", |
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| 1199 | " }\n", |
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| 1200 | "</style>\n", |
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| 1201 | "<table border=\"1\" class=\"dataframe\">\n", |
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| 1202 | " <thead>\n", |
||
| 1203 | " <tr style=\"text-align: right;\">\n", |
||
| 1204 | " <th></th>\n", |
||
| 1205 | " <th>target</th>\n", |
||
| 1206 | " <th>subject</th>\n", |
||
| 1207 | " <th>chest_ACC_x</th>\n", |
||
| 1208 | " <th>chest_ACC_y</th>\n", |
||
| 1209 | " <th>chest_ACC_z</th>\n", |
||
| 1210 | " <th>chest_ECG</th>\n", |
||
| 1211 | " <th>chest_EMG</th>\n", |
||
| 1212 | " <th>chest_EDA</th>\n", |
||
| 1213 | " <th>chest_Temp</th>\n", |
||
| 1214 | " <th>chest_Resp</th>\n", |
||
| 1215 | " </tr>\n", |
||
| 1216 | " </thead>\n", |
||
| 1217 | " <tbody>\n", |
||
| 1218 | " <tr>\n", |
||
| 1219 | " <th>14807800</th>\n", |
||
| 1220 | " <td>1</td>\n", |
||
| 1221 | " <td>2</td>\n", |
||
| 1222 | " <td>0.8334</td>\n", |
||
| 1223 | " <td>-0.0422</td>\n", |
||
| 1224 | " <td>-0.4328</td>\n", |
||
| 1225 | " <td>0.153305</td>\n", |
||
| 1226 | " <td>-0.009659</td>\n", |
||
| 1227 | " <td>4.866028</td>\n", |
||
| 1228 | " <td>29.234650</td>\n", |
||
| 1229 | " <td>-7.191467</td>\n", |
||
| 1230 | " </tr>\n", |
||
| 1231 | " <tr>\n", |
||
| 1232 | " <th>14807801</th>\n", |
||
| 1233 | " <td>1</td>\n", |
||
| 1234 | " <td>2</td>\n", |
||
| 1235 | " <td>0.8346</td>\n", |
||
| 1236 | " <td>-0.0392</td>\n", |
||
| 1237 | " <td>-0.4312</td>\n", |
||
| 1238 | " <td>0.155319</td>\n", |
||
| 1239 | " <td>0.004257</td>\n", |
||
| 1240 | " <td>4.887772</td>\n", |
||
| 1241 | " <td>29.237518</td>\n", |
||
| 1242 | " <td>-7.179260</td>\n", |
||
| 1243 | " </tr>\n", |
||
| 1244 | " <tr>\n", |
||
| 1245 | " <th>14807802</th>\n", |
||
| 1246 | " <td>1</td>\n", |
||
| 1247 | " <td>2</td>\n", |
||
| 1248 | " <td>0.8328</td>\n", |
||
| 1249 | " <td>-0.0412</td>\n", |
||
| 1250 | " <td>-0.4306</td>\n", |
||
| 1251 | " <td>0.148911</td>\n", |
||
| 1252 | " <td>0.003525</td>\n", |
||
| 1253 | " <td>4.865265</td>\n", |
||
| 1254 | " <td>29.226013</td>\n", |
||
| 1255 | " <td>-7.179260</td>\n", |
||
| 1256 | " </tr>\n", |
||
| 1257 | " <tr>\n", |
||
| 1258 | " <th>14807803</th>\n", |
||
| 1259 | " <td>1</td>\n", |
||
| 1260 | " <td>2</td>\n", |
||
| 1261 | " <td>0.8354</td>\n", |
||
| 1262 | " <td>-0.0418</td>\n", |
||
| 1263 | " <td>-0.4376</td>\n", |
||
| 1264 | " <td>0.138016</td>\n", |
||
| 1265 | " <td>-0.013687</td>\n", |
||
| 1266 | " <td>4.876328</td>\n", |
||
| 1267 | " <td>29.230316</td>\n", |
||
| 1268 | " <td>-7.171631</td>\n", |
||
| 1269 | " </tr>\n", |
||
| 1270 | " <tr>\n", |
||
| 1271 | " <th>14807804</th>\n", |
||
| 1272 | " <td>1</td>\n", |
||
| 1273 | " <td>2</td>\n", |
||
| 1274 | " <td>0.8366</td>\n", |
||
| 1275 | " <td>-0.0446</td>\n", |
||
| 1276 | " <td>-0.4416</td>\n", |
||
| 1277 | " <td>0.130600</td>\n", |
||
| 1278 | " <td>-0.012131</td>\n", |
||
| 1279 | " <td>4.893494</td>\n", |
||
| 1280 | " <td>29.221680</td>\n", |
||
| 1281 | " <td>-7.147217</td>\n", |
||
| 1282 | " </tr>\n", |
||
| 1283 | " <tr>\n", |
||
| 1284 | " <th>14807805</th>\n", |
||
| 1285 | " <td>1</td>\n", |
||
| 1286 | " <td>2</td>\n", |
||
| 1287 | " <td>0.8346</td>\n", |
||
| 1288 | " <td>-0.0442</td>\n", |
||
| 1289 | " <td>-0.4446</td>\n", |
||
| 1290 | " <td>0.127213</td>\n", |
||
| 1291 | " <td>0.002518</td>\n", |
||
| 1292 | " <td>4.875183</td>\n", |
||
| 1293 | " <td>29.279236</td>\n", |
||
| 1294 | " <td>-7.124329</td>\n", |
||
| 1295 | " </tr>\n", |
||
| 1296 | " <tr>\n", |
||
| 1297 | " <th>14807806</th>\n", |
||
| 1298 | " <td>1</td>\n", |
||
| 1299 | " <td>2</td>\n", |
||
| 1300 | " <td>0.8318</td>\n", |
||
| 1301 | " <td>-0.0434</td>\n", |
||
| 1302 | " <td>-0.4434</td>\n", |
||
| 1303 | " <td>0.126526</td>\n", |
||
| 1304 | " <td>0.011581</td>\n", |
||
| 1305 | " <td>4.880142</td>\n", |
||
| 1306 | " <td>29.234650</td>\n", |
||
| 1307 | " <td>-7.127380</td>\n", |
||
| 1308 | " </tr>\n", |
||
| 1309 | " <tr>\n", |
||
| 1310 | " <th>14807807</th>\n", |
||
| 1311 | " <td>1</td>\n", |
||
| 1312 | " <td>2</td>\n", |
||
| 1313 | " <td>0.8322</td>\n", |
||
| 1314 | " <td>-0.0466</td>\n", |
||
| 1315 | " <td>-0.4424</td>\n", |
||
| 1316 | " <td>0.120438</td>\n", |
||
| 1317 | " <td>-0.007004</td>\n", |
||
| 1318 | " <td>4.867554</td>\n", |
||
| 1319 | " <td>29.198639</td>\n", |
||
| 1320 | " <td>-7.127380</td>\n", |
||
| 1321 | " </tr>\n", |
||
| 1322 | " <tr>\n", |
||
| 1323 | " <th>14807808</th>\n", |
||
| 1324 | " <td>1</td>\n", |
||
| 1325 | " <td>2</td>\n", |
||
| 1326 | " <td>0.8314</td>\n", |
||
| 1327 | " <td>-0.0454</td>\n", |
||
| 1328 | " <td>-0.4406</td>\n", |
||
| 1329 | " <td>0.108994</td>\n", |
||
| 1330 | " <td>-0.026871</td>\n", |
||
| 1331 | " <td>4.872513</td>\n", |
||
| 1332 | " <td>29.312378</td>\n", |
||
| 1333 | " <td>-7.237244</td>\n", |
||
| 1334 | " </tr>\n", |
||
| 1335 | " <tr>\n", |
||
| 1336 | " <th>14807809</th>\n", |
||
| 1337 | " <td>1</td>\n", |
||
| 1338 | " <td>2</td>\n", |
||
| 1339 | " <td>0.8322</td>\n", |
||
| 1340 | " <td>-0.0454</td>\n", |
||
| 1341 | " <td>-0.4406</td>\n", |
||
| 1342 | " <td>0.098648</td>\n", |
||
| 1343 | " <td>-0.037399</td>\n", |
||
| 1344 | " <td>4.884720</td>\n", |
||
| 1345 | " <td>29.238953</td>\n", |
||
| 1346 | " <td>-7.106018</td>\n", |
||
| 1347 | " </tr>\n", |
||
| 1348 | " <tr>\n", |
||
| 1349 | " <th>14807810</th>\n", |
||
| 1350 | " <td>1</td>\n", |
||
| 1351 | " <td>2</td>\n", |
||
| 1352 | " <td>0.8318</td>\n", |
||
| 1353 | " <td>-0.0466</td>\n", |
||
| 1354 | " <td>-0.4370</td>\n", |
||
| 1355 | " <td>0.093201</td>\n", |
||
| 1356 | " <td>-0.013000</td>\n", |
||
| 1357 | " <td>4.866028</td>\n", |
||
| 1358 | " <td>29.204376</td>\n", |
||
| 1359 | " <td>-7.081604</td>\n", |
||
| 1360 | " </tr>\n", |
||
| 1361 | " <tr>\n", |
||
| 1362 | " <th>14807811</th>\n", |
||
| 1363 | " <td>1</td>\n", |
||
| 1364 | " <td>2</td>\n", |
||
| 1365 | " <td>0.8302</td>\n", |
||
| 1366 | " <td>-0.0454</td>\n", |
||
| 1367 | " <td>-0.4438</td>\n", |
||
| 1368 | " <td>0.091049</td>\n", |
||
| 1369 | " <td>0.017166</td>\n", |
||
| 1370 | " <td>4.871368</td>\n", |
||
| 1371 | " <td>29.290771</td>\n", |
||
| 1372 | " <td>-7.098389</td>\n", |
||
| 1373 | " </tr>\n", |
||
| 1374 | " <tr>\n", |
||
| 1375 | " <th>14807812</th>\n", |
||
| 1376 | " <td>1</td>\n", |
||
| 1377 | " <td>2</td>\n", |
||
| 1378 | " <td>0.8290</td>\n", |
||
| 1379 | " <td>-0.0430</td>\n", |
||
| 1380 | " <td>-0.4460</td>\n", |
||
| 1381 | " <td>0.088806</td>\n", |
||
| 1382 | " <td>0.023300</td>\n", |
||
| 1383 | " <td>4.887009</td>\n", |
||
| 1384 | " <td>29.233185</td>\n", |
||
| 1385 | " <td>-7.072449</td>\n", |
||
| 1386 | " </tr>\n", |
||
| 1387 | " <tr>\n", |
||
| 1388 | " <th>14807813</th>\n", |
||
| 1389 | " <td>1</td>\n", |
||
| 1390 | " <td>2</td>\n", |
||
| 1391 | " <td>0.8290</td>\n", |
||
| 1392 | " <td>-0.0438</td>\n", |
||
| 1393 | " <td>-0.4418</td>\n", |
||
| 1394 | " <td>0.086105</td>\n", |
||
| 1395 | " <td>0.011307</td>\n", |
||
| 1396 | " <td>4.864883</td>\n", |
||
| 1397 | " <td>29.217346</td>\n", |
||
| 1398 | " <td>-7.070923</td>\n", |
||
| 1399 | " </tr>\n", |
||
| 1400 | " <tr>\n", |
||
| 1401 | " <th>14807814</th>\n", |
||
| 1402 | " <td>1</td>\n", |
||
| 1403 | " <td>2</td>\n", |
||
| 1404 | " <td>0.8298</td>\n", |
||
| 1405 | " <td>-0.0478</td>\n", |
||
| 1406 | " <td>-0.4418</td>\n", |
||
| 1407 | " <td>0.086472</td>\n", |
||
| 1408 | " <td>0.008972</td>\n", |
||
| 1409 | " <td>4.875565</td>\n", |
||
| 1410 | " <td>29.215912</td>\n", |
||
| 1411 | " <td>-7.044983</td>\n", |
||
| 1412 | " </tr>\n", |
||
| 1413 | " <tr>\n", |
||
| 1414 | " <th>14807815</th>\n", |
||
| 1415 | " <td>1</td>\n", |
||
| 1416 | " <td>2</td>\n", |
||
| 1417 | " <td>0.8266</td>\n", |
||
| 1418 | " <td>-0.0498</td>\n", |
||
| 1419 | " <td>-0.4392</td>\n", |
||
| 1420 | " <td>0.078690</td>\n", |
||
| 1421 | " <td>0.008377</td>\n", |
||
| 1422 | " <td>4.867172</td>\n", |
||
| 1423 | " <td>29.230316</td>\n", |
||
| 1424 | " <td>-7.041931</td>\n", |
||
| 1425 | " </tr>\n", |
||
| 1426 | " <tr>\n", |
||
| 1427 | " <th>14807816</th>\n", |
||
| 1428 | " <td>1</td>\n", |
||
| 1429 | " <td>2</td>\n", |
||
| 1430 | " <td>0.8250</td>\n", |
||
| 1431 | " <td>-0.0530</td>\n", |
||
| 1432 | " <td>-0.4358</td>\n", |
||
| 1433 | " <td>0.069168</td>\n", |
||
| 1434 | " <td>0.000504</td>\n", |
||
| 1435 | " <td>4.864883</td>\n", |
||
| 1436 | " <td>29.207275</td>\n", |
||
| 1437 | " <td>-7.048035</td>\n", |
||
| 1438 | " </tr>\n", |
||
| 1439 | " <tr>\n", |
||
| 1440 | " <th>14807817</th>\n", |
||
| 1441 | " <td>1</td>\n", |
||
| 1442 | " <td>2</td>\n", |
||
| 1443 | " <td>0.8258</td>\n", |
||
| 1444 | " <td>-0.0542</td>\n", |
||
| 1445 | " <td>-0.4322</td>\n", |
||
| 1446 | " <td>0.062073</td>\n", |
||
| 1447 | " <td>-0.004166</td>\n", |
||
| 1448 | " <td>4.873276</td>\n", |
||
| 1449 | " <td>29.259094</td>\n", |
||
| 1450 | " <td>-7.011414</td>\n", |
||
| 1451 | " </tr>\n", |
||
| 1452 | " <tr>\n", |
||
| 1453 | " <th>14807818</th>\n", |
||
| 1454 | " <td>1</td>\n", |
||
| 1455 | " <td>2</td>\n", |
||
| 1456 | " <td>0.8250</td>\n", |
||
| 1457 | " <td>-0.0534</td>\n", |
||
| 1458 | " <td>-0.4274</td>\n", |
||
| 1459 | " <td>0.054794</td>\n", |
||
| 1460 | " <td>-0.002747</td>\n", |
||
| 1461 | " <td>4.883957</td>\n", |
||
| 1462 | " <td>29.230316</td>\n", |
||
| 1463 | " <td>-7.025146</td>\n", |
||
| 1464 | " </tr>\n", |
||
| 1465 | " <tr>\n", |
||
| 1466 | " <th>14807819</th>\n", |
||
| 1467 | " <td>1</td>\n", |
||
| 1468 | " <td>2</td>\n", |
||
| 1469 | " <td>0.8226</td>\n", |
||
| 1470 | " <td>-0.0582</td>\n", |
||
| 1471 | " <td>-0.4210</td>\n", |
||
| 1472 | " <td>0.048843</td>\n", |
||
| 1473 | " <td>-0.010574</td>\n", |
||
| 1474 | " <td>4.892349</td>\n", |
||
| 1475 | " <td>29.227417</td>\n", |
||
| 1476 | " <td>-6.993103</td>\n", |
||
| 1477 | " </tr>\n", |
||
| 1478 | " <tr>\n", |
||
| 1479 | " <th>14807820</th>\n", |
||
| 1480 | " <td>1</td>\n", |
||
| 1481 | " <td>2</td>\n", |
||
| 1482 | " <td>0.8218</td>\n", |
||
| 1483 | " <td>-0.0624</td>\n", |
||
| 1484 | " <td>-0.4244</td>\n", |
||
| 1485 | " <td>0.046234</td>\n", |
||
| 1486 | " <td>-0.006363</td>\n", |
||
| 1487 | " <td>4.864883</td>\n", |
||
| 1488 | " <td>29.233185</td>\n", |
||
| 1489 | " <td>-6.977844</td>\n", |
||
| 1490 | " </tr>\n", |
||
| 1491 | " <tr>\n", |
||
| 1492 | " <th>14807821</th>\n", |
||
| 1493 | " <td>1</td>\n", |
||
| 1494 | " <td>2</td>\n", |
||
| 1495 | " <td>0.8194</td>\n", |
||
| 1496 | " <td>-0.0642</td>\n", |
||
| 1497 | " <td>-0.4244</td>\n", |
||
| 1498 | " <td>0.044724</td>\n", |
||
| 1499 | " <td>-0.005905</td>\n", |
||
| 1500 | " <td>4.865265</td>\n", |
||
| 1501 | " <td>29.200073</td>\n", |
||
| 1502 | " <td>-6.971741</td>\n", |
||
| 1503 | " </tr>\n", |
||
| 1504 | " <tr>\n", |
||
| 1505 | " <th>14807822</th>\n", |
||
| 1506 | " <td>1</td>\n", |
||
| 1507 | " <td>2</td>\n", |
||
| 1508 | " <td>0.8188</td>\n", |
||
| 1509 | " <td>-0.0678</td>\n", |
||
| 1510 | " <td>-0.4200</td>\n", |
||
| 1511 | " <td>0.042068</td>\n", |
||
| 1512 | " <td>-0.000641</td>\n", |
||
| 1513 | " <td>4.874420</td>\n", |
||
| 1514 | " <td>29.290771</td>\n", |
||
| 1515 | " <td>-6.959534</td>\n", |
||
| 1516 | " </tr>\n", |
||
| 1517 | " <tr>\n", |
||
| 1518 | " <th>14807823</th>\n", |
||
| 1519 | " <td>1</td>\n", |
||
| 1520 | " <td>2</td>\n", |
||
| 1521 | " <td>0.8174</td>\n", |
||
| 1522 | " <td>-0.0704</td>\n", |
||
| 1523 | " <td>-0.4178</td>\n", |
||
| 1524 | " <td>0.037170</td>\n", |
||
| 1525 | " <td>0.004807</td>\n", |
||
| 1526 | " <td>4.890823</td>\n", |
||
| 1527 | " <td>29.224548</td>\n", |
||
| 1528 | " <td>-6.956482</td>\n", |
||
| 1529 | " </tr>\n", |
||
| 1530 | " <tr>\n", |
||
| 1531 | " <th>14807824</th>\n", |
||
| 1532 | " <td>1</td>\n", |
||
| 1533 | " <td>2</td>\n", |
||
| 1534 | " <td>0.8148</td>\n", |
||
| 1535 | " <td>-0.0744</td>\n", |
||
| 1536 | " <td>-0.4234</td>\n", |
||
| 1537 | " <td>0.030533</td>\n", |
||
| 1538 | " <td>0.003113</td>\n", |
||
| 1539 | " <td>4.863739</td>\n", |
||
| 1540 | " <td>29.226013</td>\n", |
||
| 1541 | " <td>-6.932068</td>\n", |
||
| 1542 | " </tr>\n", |
||
| 1543 | " <tr>\n", |
||
| 1544 | " <th>14807825</th>\n", |
||
| 1545 | " <td>1</td>\n", |
||
| 1546 | " <td>2</td>\n", |
||
| 1547 | " <td>0.8118</td>\n", |
||
| 1548 | " <td>-0.0776</td>\n", |
||
| 1549 | " <td>-0.4182</td>\n", |
||
| 1550 | " <td>0.022888</td>\n", |
||
| 1551 | " <td>-0.002243</td>\n", |
||
| 1552 | " <td>4.870987</td>\n", |
||
| 1553 | " <td>29.218811</td>\n", |
||
| 1554 | " <td>-6.929016</td>\n", |
||
| 1555 | " </tr>\n", |
||
| 1556 | " <tr>\n", |
||
| 1557 | " <th>14807826</th>\n", |
||
| 1558 | " <td>1</td>\n", |
||
| 1559 | " <td>2</td>\n", |
||
| 1560 | " <td>0.8114</td>\n", |
||
| 1561 | " <td>-0.0806</td>\n", |
||
| 1562 | " <td>-0.4210</td>\n", |
||
| 1563 | " <td>0.016342</td>\n", |
||
| 1564 | " <td>0.009109</td>\n", |
||
| 1565 | " <td>4.890442</td>\n", |
||
| 1566 | " <td>29.220215</td>\n", |
||
| 1567 | " <td>-6.912231</td>\n", |
||
| 1568 | " </tr>\n", |
||
| 1569 | " <tr>\n", |
||
| 1570 | " <th>14807827</th>\n", |
||
| 1571 | " <td>1</td>\n", |
||
| 1572 | " <td>2</td>\n", |
||
| 1573 | " <td>0.8074</td>\n", |
||
| 1574 | " <td>-0.0840</td>\n", |
||
| 1575 | " <td>-0.4172</td>\n", |
||
| 1576 | " <td>0.007462</td>\n", |
||
| 1577 | " <td>0.013596</td>\n", |
||
| 1578 | " <td>4.864502</td>\n", |
||
| 1579 | " <td>29.221680</td>\n", |
||
| 1580 | " <td>-6.898499</td>\n", |
||
| 1581 | " </tr>\n", |
||
| 1582 | " <tr>\n", |
||
| 1583 | " <th>14807828</th>\n", |
||
| 1584 | " <td>1</td>\n", |
||
| 1585 | " <td>2</td>\n", |
||
| 1586 | " <td>0.8030</td>\n", |
||
| 1587 | " <td>-0.0838</td>\n", |
||
| 1588 | " <td>-0.4166</td>\n", |
||
| 1589 | " <td>-0.000046</td>\n", |
||
| 1590 | " <td>-0.005539</td>\n", |
||
| 1591 | " <td>4.878998</td>\n", |
||
| 1592 | " <td>29.218811</td>\n", |
||
| 1593 | " <td>-6.892395</td>\n", |
||
| 1594 | " </tr>\n", |
||
| 1595 | " <tr>\n", |
||
| 1596 | " <th>14807829</th>\n", |
||
| 1597 | " <td>1</td>\n", |
||
| 1598 | " <td>2</td>\n", |
||
| 1599 | " <td>0.8014</td>\n", |
||
| 1600 | " <td>-0.0902</td>\n", |
||
| 1601 | " <td>-0.4178</td>\n", |
||
| 1602 | " <td>-0.007874</td>\n", |
||
| 1603 | " <td>-0.004807</td>\n", |
||
| 1604 | " <td>4.863739</td>\n", |
||
| 1605 | " <td>29.211609</td>\n", |
||
| 1606 | " <td>-6.878662</td>\n", |
||
| 1607 | " </tr>\n", |
||
| 1608 | " <tr>\n", |
||
| 1609 | " <th>...</th>\n", |
||
| 1610 | " <td>...</td>\n", |
||
| 1611 | " <td>...</td>\n", |
||
| 1612 | " <td>...</td>\n", |
||
| 1613 | " <td>...</td>\n", |
||
| 1614 | " <td>...</td>\n", |
||
| 1615 | " <td>...</td>\n", |
||
| 1616 | " <td>...</td>\n", |
||
| 1617 | " <td>...</td>\n", |
||
| 1618 | " <td>...</td>\n", |
||
| 1619 | " <td>...</td>\n", |
||
| 1620 | " </tr>\n", |
||
| 1621 | " <tr>\n", |
||
| 1622 | " <th>15587570</th>\n", |
||
| 1623 | " <td>1</td>\n", |
||
| 1624 | " <td>2</td>\n", |
||
| 1625 | " <td>0.7886</td>\n", |
||
| 1626 | " <td>0.1476</td>\n", |
||
| 1627 | " <td>0.1152</td>\n", |
||
| 1628 | " <td>-0.083038</td>\n", |
||
| 1629 | " <td>-0.000504</td>\n", |
||
| 1630 | " <td>1.179504</td>\n", |
||
| 1631 | " <td>29.723724</td>\n", |
||
| 1632 | " <td>-2.064514</td>\n", |
||
| 1633 | " </tr>\n", |
||
| 1634 | " <tr>\n", |
||
| 1635 | " <th>15587571</th>\n", |
||
| 1636 | " <td>1</td>\n", |
||
| 1637 | " <td>2</td>\n", |
||
| 1638 | " <td>0.7866</td>\n", |
||
| 1639 | " <td>0.1450</td>\n", |
||
| 1640 | " <td>0.1198</td>\n", |
||
| 1641 | " <td>-0.061203</td>\n", |
||
| 1642 | " <td>0.002747</td>\n", |
||
| 1643 | " <td>1.181793</td>\n", |
||
| 1644 | " <td>29.723724</td>\n", |
||
| 1645 | " <td>-2.049255</td>\n", |
||
| 1646 | " </tr>\n", |
||
| 1647 | " <tr>\n", |
||
| 1648 | " <th>15587572</th>\n", |
||
| 1649 | " <td>1</td>\n", |
||
| 1650 | " <td>2</td>\n", |
||
| 1651 | " <td>0.7826</td>\n", |
||
| 1652 | " <td>0.1444</td>\n", |
||
| 1653 | " <td>0.1274</td>\n", |
||
| 1654 | " <td>-0.028152</td>\n", |
||
| 1655 | " <td>-0.005859</td>\n", |
||
| 1656 | " <td>1.183319</td>\n", |
||
| 1657 | " <td>29.762756</td>\n", |
||
| 1658 | " <td>-1.989746</td>\n", |
||
| 1659 | " </tr>\n", |
||
| 1660 | " <tr>\n", |
||
| 1661 | " <th>15587573</th>\n", |
||
| 1662 | " <td>1</td>\n", |
||
| 1663 | " <td>2</td>\n", |
||
| 1664 | " <td>0.7768</td>\n", |
||
| 1665 | " <td>0.1442</td>\n", |
||
| 1666 | " <td>0.1374</td>\n", |
||
| 1667 | " <td>0.030945</td>\n", |
||
| 1668 | " <td>0.000961</td>\n", |
||
| 1669 | " <td>1.187134</td>\n", |
||
| 1670 | " <td>29.712128</td>\n", |
||
| 1671 | " <td>-1.959229</td>\n", |
||
| 1672 | " </tr>\n", |
||
| 1673 | " <tr>\n", |
||
| 1674 | " <th>15587574</th>\n", |
||
| 1675 | " <td>1</td>\n", |
||
| 1676 | " <td>2</td>\n", |
||
| 1677 | " <td>0.7704</td>\n", |
||
| 1678 | " <td>0.1430</td>\n", |
||
| 1679 | " <td>0.1428</td>\n", |
||
| 1680 | " <td>0.068848</td>\n", |
||
| 1681 | " <td>-0.005676</td>\n", |
||
| 1682 | " <td>1.192474</td>\n", |
||
| 1683 | " <td>29.712128</td>\n", |
||
| 1684 | " <td>-1.901245</td>\n", |
||
| 1685 | " </tr>\n", |
||
| 1686 | " <tr>\n", |
||
| 1687 | " <th>15587575</th>\n", |
||
| 1688 | " <td>1</td>\n", |
||
| 1689 | " <td>2</td>\n", |
||
| 1690 | " <td>0.7662</td>\n", |
||
| 1691 | " <td>0.1416</td>\n", |
||
| 1692 | " <td>0.1472</td>\n", |
||
| 1693 | " <td>0.084961</td>\n", |
||
| 1694 | " <td>0.001694</td>\n", |
||
| 1695 | " <td>1.193619</td>\n", |
||
| 1696 | " <td>29.726593</td>\n", |
||
| 1697 | " <td>-1.884460</td>\n", |
||
| 1698 | " </tr>\n", |
||
| 1699 | " <tr>\n", |
||
| 1700 | " <th>15587576</th>\n", |
||
| 1701 | " <td>1</td>\n", |
||
| 1702 | " <td>2</td>\n", |
||
| 1703 | " <td>0.7608</td>\n", |
||
| 1704 | " <td>0.1428</td>\n", |
||
| 1705 | " <td>0.1566</td>\n", |
||
| 1706 | " <td>0.084045</td>\n", |
||
| 1707 | " <td>0.011215</td>\n", |
||
| 1708 | " <td>1.198959</td>\n", |
||
| 1709 | " <td>29.712128</td>\n", |
||
| 1710 | " <td>-1.856995</td>\n", |
||
| 1711 | " </tr>\n", |
||
| 1712 | " <tr>\n", |
||
| 1713 | " <th>15587577</th>\n", |
||
| 1714 | " <td>1</td>\n", |
||
| 1715 | " <td>2</td>\n", |
||
| 1716 | " <td>0.7598</td>\n", |
||
| 1717 | " <td>0.1432</td>\n", |
||
| 1718 | " <td>0.1578</td>\n", |
||
| 1719 | " <td>0.081665</td>\n", |
||
| 1720 | " <td>-0.000320</td>\n", |
||
| 1721 | " <td>1.212311</td>\n", |
||
| 1722 | " <td>29.722229</td>\n", |
||
| 1723 | " <td>-1.799011</td>\n", |
||
| 1724 | " </tr>\n", |
||
| 1725 | " <tr>\n", |
||
| 1726 | " <th>15587578</th>\n", |
||
| 1727 | " <td>1</td>\n", |
||
| 1728 | " <td>2</td>\n", |
||
| 1729 | " <td>0.7550</td>\n", |
||
| 1730 | " <td>0.1432</td>\n", |
||
| 1731 | " <td>0.1562</td>\n", |
||
| 1732 | " <td>0.084091</td>\n", |
||
| 1733 | " <td>0.001968</td>\n", |
||
| 1734 | " <td>1.214218</td>\n", |
||
| 1735 | " <td>29.723724</td>\n", |
||
| 1736 | " <td>-1.776123</td>\n", |
||
| 1737 | " </tr>\n", |
||
| 1738 | " <tr>\n", |
||
| 1739 | " <th>15587579</th>\n", |
||
| 1740 | " <td>1</td>\n", |
||
| 1741 | " <td>2</td>\n", |
||
| 1742 | " <td>0.7474</td>\n", |
||
| 1743 | " <td>0.1406</td>\n", |
||
| 1744 | " <td>0.1494</td>\n", |
||
| 1745 | " <td>0.086380</td>\n", |
||
| 1746 | " <td>-0.001740</td>\n", |
||
| 1747 | " <td>1.204300</td>\n", |
||
| 1748 | " <td>29.765656</td>\n", |
||
| 1749 | " <td>-1.727295</td>\n", |
||
| 1750 | " </tr>\n", |
||
| 1751 | " <tr>\n", |
||
| 1752 | " <th>15587580</th>\n", |
||
| 1753 | " <td>1</td>\n", |
||
| 1754 | " <td>2</td>\n", |
||
| 1755 | " <td>0.7410</td>\n", |
||
| 1756 | " <td>0.1422</td>\n", |
||
| 1757 | " <td>0.1390</td>\n", |
||
| 1758 | " <td>0.098282</td>\n", |
||
| 1759 | " <td>-0.007919</td>\n", |
||
| 1760 | " <td>1.205826</td>\n", |
||
| 1761 | " <td>29.715027</td>\n", |
||
| 1762 | " <td>-1.702881</td>\n", |
||
| 1763 | " </tr>\n", |
||
| 1764 | " <tr>\n", |
||
| 1765 | " <th>15587581</th>\n", |
||
| 1766 | " <td>1</td>\n", |
||
| 1767 | " <td>2</td>\n", |
||
| 1768 | " <td>0.7362</td>\n", |
||
| 1769 | " <td>0.1370</td>\n", |
||
| 1770 | " <td>0.1314</td>\n", |
||
| 1771 | " <td>0.109543</td>\n", |
||
| 1772 | " <td>-0.005081</td>\n", |
||
| 1773 | " <td>1.202011</td>\n", |
||
| 1774 | " <td>29.709229</td>\n", |
||
| 1775 | " <td>-1.661682</td>\n", |
||
| 1776 | " </tr>\n", |
||
| 1777 | " <tr>\n", |
||
| 1778 | " <th>15587582</th>\n", |
||
| 1779 | " <td>1</td>\n", |
||
| 1780 | " <td>2</td>\n", |
||
| 1781 | " <td>0.7304</td>\n", |
||
| 1782 | " <td>0.1322</td>\n", |
||
| 1783 | " <td>0.1266</td>\n", |
||
| 1784 | " <td>0.129227</td>\n", |
||
| 1785 | " <td>0.009842</td>\n", |
||
| 1786 | " <td>1.199722</td>\n", |
||
| 1787 | " <td>29.720825</td>\n", |
||
| 1788 | " <td>-1.640320</td>\n", |
||
| 1789 | " </tr>\n", |
||
| 1790 | " <tr>\n", |
||
| 1791 | " <th>15587583</th>\n", |
||
| 1792 | " <td>1</td>\n", |
||
| 1793 | " <td>2</td>\n", |
||
| 1794 | " <td>0.7270</td>\n", |
||
| 1795 | " <td>0.1250</td>\n", |
||
| 1796 | " <td>0.1202</td>\n", |
||
| 1797 | " <td>0.187042</td>\n", |
||
| 1798 | " <td>-0.001511</td>\n", |
||
| 1799 | " <td>1.190948</td>\n", |
||
| 1800 | " <td>29.771454</td>\n", |
||
| 1801 | " <td>-1.588440</td>\n", |
||
| 1802 | " </tr>\n", |
||
| 1803 | " <tr>\n", |
||
| 1804 | " <th>15587584</th>\n", |
||
| 1805 | " <td>1</td>\n", |
||
| 1806 | " <td>2</td>\n", |
||
| 1807 | " <td>0.7234</td>\n", |
||
| 1808 | " <td>0.1224</td>\n", |
||
| 1809 | " <td>0.1106</td>\n", |
||
| 1810 | " <td>0.203568</td>\n", |
||
| 1811 | " <td>-0.003250</td>\n", |
||
| 1812 | " <td>1.194000</td>\n", |
||
| 1813 | " <td>29.700562</td>\n", |
||
| 1814 | " <td>-1.551819</td>\n", |
||
| 1815 | " </tr>\n", |
||
| 1816 | " <tr>\n", |
||
| 1817 | " <th>15587585</th>\n", |
||
| 1818 | " <td>1</td>\n", |
||
| 1819 | " <td>2</td>\n", |
||
| 1820 | " <td>0.7206</td>\n", |
||
| 1821 | " <td>0.1210</td>\n", |
||
| 1822 | " <td>0.0986</td>\n", |
||
| 1823 | " <td>0.202515</td>\n", |
||
| 1824 | " <td>0.010941</td>\n", |
||
| 1825 | " <td>1.185608</td>\n", |
||
| 1826 | " <td>29.726593</td>\n", |
||
| 1827 | " <td>-1.513672</td>\n", |
||
| 1828 | " </tr>\n", |
||
| 1829 | " <tr>\n", |
||
| 1830 | " <th>15587586</th>\n", |
||
| 1831 | " <td>1</td>\n", |
||
| 1832 | " <td>2</td>\n", |
||
| 1833 | " <td>0.7170</td>\n", |
||
| 1834 | " <td>0.1178</td>\n", |
||
| 1835 | " <td>0.0866</td>\n", |
||
| 1836 | " <td>0.198166</td>\n", |
||
| 1837 | " <td>-0.000687</td>\n", |
||
| 1838 | " <td>1.184082</td>\n", |
||
| 1839 | " <td>29.801849</td>\n", |
||
| 1840 | " <td>-1.606750</td>\n", |
||
| 1841 | " </tr>\n", |
||
| 1842 | " <tr>\n", |
||
| 1843 | " <th>15587587</th>\n", |
||
| 1844 | " <td>1</td>\n", |
||
| 1845 | " <td>2</td>\n", |
||
| 1846 | " <td>0.7128</td>\n", |
||
| 1847 | " <td>0.1146</td>\n", |
||
| 1848 | " <td>0.0714</td>\n", |
||
| 1849 | " <td>0.199905</td>\n", |
||
| 1850 | " <td>-0.017899</td>\n", |
||
| 1851 | " <td>1.185226</td>\n", |
||
| 1852 | " <td>29.735260</td>\n", |
||
| 1853 | " <td>-1.445007</td>\n", |
||
| 1854 | " </tr>\n", |
||
| 1855 | " <tr>\n", |
||
| 1856 | " <th>15587588</th>\n", |
||
| 1857 | " <td>1</td>\n", |
||
| 1858 | " <td>2</td>\n", |
||
| 1859 | " <td>0.7128</td>\n", |
||
| 1860 | " <td>0.1118</td>\n", |
||
| 1861 | " <td>0.0552</td>\n", |
||
| 1862 | " <td>0.204208</td>\n", |
||
| 1863 | " <td>-0.010757</td>\n", |
||
| 1864 | " <td>1.272202</td>\n", |
||
| 1865 | " <td>29.728058</td>\n", |
||
| 1866 | " <td>-1.393127</td>\n", |
||
| 1867 | " </tr>\n", |
||
| 1868 | " <tr>\n", |
||
| 1869 | " <th>15587589</th>\n", |
||
| 1870 | " <td>1</td>\n", |
||
| 1871 | " <td>2</td>\n", |
||
| 1872 | " <td>0.7146</td>\n", |
||
| 1873 | " <td>0.1146</td>\n", |
||
| 1874 | " <td>0.0390</td>\n", |
||
| 1875 | " <td>0.208603</td>\n", |
||
| 1876 | " <td>-0.023209</td>\n", |
||
| 1877 | " <td>1.227570</td>\n", |
||
| 1878 | " <td>29.729492</td>\n", |
||
| 1879 | " <td>-1.380920</td>\n", |
||
| 1880 | " </tr>\n", |
||
| 1881 | " <tr>\n", |
||
| 1882 | " <th>15587590</th>\n", |
||
| 1883 | " <td>1</td>\n", |
||
| 1884 | " <td>2</td>\n", |
||
| 1885 | " <td>0.7162</td>\n", |
||
| 1886 | " <td>0.1122</td>\n", |
||
| 1887 | " <td>0.0198</td>\n", |
||
| 1888 | " <td>0.214554</td>\n", |
||
| 1889 | " <td>-0.005814</td>\n", |
||
| 1890 | " <td>1.220322</td>\n", |
||
| 1891 | " <td>29.723724</td>\n", |
||
| 1892 | " <td>-1.335144</td>\n", |
||
| 1893 | " </tr>\n", |
||
| 1894 | " <tr>\n", |
||
| 1895 | " <th>15587591</th>\n", |
||
| 1896 | " <td>1</td>\n", |
||
| 1897 | " <td>2</td>\n", |
||
| 1898 | " <td>0.7182</td>\n", |
||
| 1899 | " <td>0.1082</td>\n", |
||
| 1900 | " <td>0.0062</td>\n", |
||
| 1901 | " <td>0.228470</td>\n", |
||
| 1902 | " <td>-0.003708</td>\n", |
||
| 1903 | " <td>1.217270</td>\n", |
||
| 1904 | " <td>29.712128</td>\n", |
||
| 1905 | " <td>-1.303101</td>\n", |
||
| 1906 | " </tr>\n", |
||
| 1907 | " <tr>\n", |
||
| 1908 | " <th>15587592</th>\n", |
||
| 1909 | " <td>1</td>\n", |
||
| 1910 | " <td>2</td>\n", |
||
| 1911 | " <td>0.7182</td>\n", |
||
| 1912 | " <td>0.1010</td>\n", |
||
| 1913 | " <td>-0.0054</td>\n", |
||
| 1914 | " <td>0.244858</td>\n", |
||
| 1915 | " <td>0.008102</td>\n", |
||
| 1916 | " <td>1.217270</td>\n", |
||
| 1917 | " <td>29.723724</td>\n", |
||
| 1918 | " <td>-1.252747</td>\n", |
||
| 1919 | " </tr>\n", |
||
| 1920 | " <tr>\n", |
||
| 1921 | " <th>15587593</th>\n", |
||
| 1922 | " <td>1</td>\n", |
||
| 1923 | " <td>2</td>\n", |
||
| 1924 | " <td>0.7194</td>\n", |
||
| 1925 | " <td>0.0962</td>\n", |
||
| 1926 | " <td>-0.0142</td>\n", |
||
| 1927 | " <td>0.265045</td>\n", |
||
| 1928 | " <td>0.008011</td>\n", |
||
| 1929 | " <td>1.222992</td>\n", |
||
| 1930 | " <td>29.754089</td>\n", |
||
| 1931 | " <td>-1.229858</td>\n", |
||
| 1932 | " </tr>\n", |
||
| 1933 | " <tr>\n", |
||
| 1934 | " <th>15587594</th>\n", |
||
| 1935 | " <td>1</td>\n", |
||
| 1936 | " <td>2</td>\n", |
||
| 1937 | " <td>0.7186</td>\n", |
||
| 1938 | " <td>0.0882</td>\n", |
||
| 1939 | " <td>-0.0274</td>\n", |
||
| 1940 | " <td>0.287659</td>\n", |
||
| 1941 | " <td>0.016068</td>\n", |
||
| 1942 | " <td>1.215363</td>\n", |
||
| 1943 | " <td>29.703461</td>\n", |
||
| 1944 | " <td>-1.167297</td>\n", |
||
| 1945 | " </tr>\n", |
||
| 1946 | " <tr>\n", |
||
| 1947 | " <th>15587595</th>\n", |
||
| 1948 | " <td>1</td>\n", |
||
| 1949 | " <td>2</td>\n", |
||
| 1950 | " <td>0.7148</td>\n", |
||
| 1951 | " <td>0.0758</td>\n", |
||
| 1952 | " <td>-0.0428</td>\n", |
||
| 1953 | " <td>0.308167</td>\n", |
||
| 1954 | " <td>0.016617</td>\n", |
||
| 1955 | " <td>1.204681</td>\n", |
||
| 1956 | " <td>29.716492</td>\n", |
||
| 1957 | " <td>-1.144409</td>\n", |
||
| 1958 | " </tr>\n", |
||
| 1959 | " <tr>\n", |
||
| 1960 | " <th>15587596</th>\n", |
||
| 1961 | " <td>1</td>\n", |
||
| 1962 | " <td>2</td>\n", |
||
| 1963 | " <td>0.7144</td>\n", |
||
| 1964 | " <td>0.0670</td>\n", |
||
| 1965 | " <td>-0.0618</td>\n", |
||
| 1966 | " <td>0.332840</td>\n", |
||
| 1967 | " <td>-0.001740</td>\n", |
||
| 1968 | " <td>1.197052</td>\n", |
||
| 1969 | " <td>29.762756</td>\n", |
||
| 1970 | " <td>-1.118469</td>\n", |
||
| 1971 | " </tr>\n", |
||
| 1972 | " <tr>\n", |
||
| 1973 | " <th>15587597</th>\n", |
||
| 1974 | " <td>1</td>\n", |
||
| 1975 | " <td>2</td>\n", |
||
| 1976 | " <td>0.7146</td>\n", |
||
| 1977 | " <td>0.0642</td>\n", |
||
| 1978 | " <td>-0.0726</td>\n", |
||
| 1979 | " <td>0.359528</td>\n", |
||
| 1980 | " <td>-0.005814</td>\n", |
||
| 1981 | " <td>1.200104</td>\n", |
||
| 1982 | " <td>29.715027</td>\n", |
||
| 1983 | " <td>-1.078796</td>\n", |
||
| 1984 | " </tr>\n", |
||
| 1985 | " <tr>\n", |
||
| 1986 | " <th>15587598</th>\n", |
||
| 1987 | " <td>1</td>\n", |
||
| 1988 | " <td>2</td>\n", |
||
| 1989 | " <td>0.7244</td>\n", |
||
| 1990 | " <td>0.0606</td>\n", |
||
| 1991 | " <td>-0.0818</td>\n", |
||
| 1992 | " <td>0.387680</td>\n", |
||
| 1993 | " <td>-0.001602</td>\n", |
||
| 1994 | " <td>1.190948</td>\n", |
||
| 1995 | " <td>29.717896</td>\n", |
||
| 1996 | " <td>-1.025391</td>\n", |
||
| 1997 | " </tr>\n", |
||
| 1998 | " <tr>\n", |
||
| 1999 | " <th>15587599</th>\n", |
||
| 2000 | " <td>1</td>\n", |
||
| 2001 | " <td>2</td>\n", |
||
| 2002 | " <td>0.7282</td>\n", |
||
| 2003 | " <td>0.0506</td>\n", |
||
| 2004 | " <td>-0.0948</td>\n", |
||
| 2005 | " <td>0.415009</td>\n", |
||
| 2006 | " <td>-0.028244</td>\n", |
||
| 2007 | " <td>1.198959</td>\n", |
||
| 2008 | " <td>29.717896</td>\n", |
||
| 2009 | " <td>-0.996399</td>\n", |
||
| 2010 | " </tr>\n", |
||
| 2011 | " </tbody>\n", |
||
| 2012 | "</table>\n", |
||
| 2013 | "<p>779800 rows × 10 columns</p>\n", |
||
| 2014 | "</div>" |
||
| 2015 | ], |
||
| 2016 | "text/plain": [ |
||
| 2017 | " target subject chest_ACC_x chest_ACC_y chest_ACC_z chest_ECG \\\n", |
||
| 2018 | "14807800 1 2 0.8334 -0.0422 -0.4328 0.153305 \n", |
||
| 2019 | "14807801 1 2 0.8346 -0.0392 -0.4312 0.155319 \n", |
||
| 2020 | "14807802 1 2 0.8328 -0.0412 -0.4306 0.148911 \n", |
||
| 2021 | "14807803 1 2 0.8354 -0.0418 -0.4376 0.138016 \n", |
||
| 2022 | "14807804 1 2 0.8366 -0.0446 -0.4416 0.130600 \n", |
||
| 2023 | "... ... ... ... ... ... ... \n", |
||
| 2024 | "15587595 1 2 0.7148 0.0758 -0.0428 0.308167 \n", |
||
| 2025 | "15587596 1 2 0.7144 0.0670 -0.0618 0.332840 \n", |
||
| 2026 | "15587597 1 2 0.7146 0.0642 -0.0726 0.359528 \n", |
||
| 2027 | "15587598 1 2 0.7244 0.0606 -0.0818 0.387680 \n", |
||
| 2028 | "15587599 1 2 0.7282 0.0506 -0.0948 0.415009 \n", |
||
| 2029 | "\n", |
||
| 2030 | " chest_EMG chest_EDA chest_Temp chest_Resp \n", |
||
| 2031 | "14807800 -0.009659 4.866028 29.234650 -7.191467 \n", |
||
| 2032 | "14807801 0.004257 4.887772 29.237518 -7.179260 \n", |
||
| 2033 | "14807802 0.003525 4.865265 29.226013 -7.179260 \n", |
||
| 2034 | "14807803 -0.013687 4.876328 29.230316 -7.171631 \n", |
||
| 2035 | "14807804 -0.012131 4.893494 29.221680 -7.147217 \n", |
||
| 2036 | "... ... ... ... ... \n", |
||
| 2037 | "15587595 0.016617 1.204681 29.716492 -1.144409 \n", |
||
| 2038 | "15587596 -0.001740 1.197052 29.762756 -1.118469 \n", |
||
| 2039 | "15587597 -0.005814 1.200104 29.715027 -1.078796 \n", |
||
| 2040 | "15587598 -0.001602 1.190948 29.717896 -1.025391 \n", |
||
| 2041 | "15587599 -0.028244 1.198959 29.717896 -0.996399 \n", |
||
| 2042 | "\n", |
||
| 2043 | "[779800 rows x 10 columns]" |
||
| 2044 | ] |
||
| 2045 | }, |
||
| 2046 | "execution_count": 19, |
||
| 2047 | "metadata": {}, |
||
| 2048 | "output_type": "execute_result" |
||
| 2049 | } |
||
| 2050 | ], |
||
| 2051 | "source": [ |
||
| 2052 | "concat_list1=[]\n", |
||
| 2053 | "for i in cls:\n", |
||
| 2054 | " for j in x:\n", |
||
| 2055 | " concat_list1.append(globals()['df_{}_test_{}'.format(i,j)])\n", |
||
| 2056 | "concat_list1[0]" |
||
| 2057 | ] |
||
| 2058 | }, |
||
| 2059 | { |
||
| 2060 | "cell_type": "code", |
||
| 2061 | "execution_count": 20, |
||
| 2062 | "metadata": { |
||
| 2063 | "scrolled": true |
||
| 2064 | }, |
||
| 2065 | "outputs": [ |
||
| 2066 | { |
||
| 2067 | "data": { |
||
| 2068 | "text/plain": [ |
||
| 2069 | "(1260000, 10)" |
||
| 2070 | ] |
||
| 2071 | }, |
||
| 2072 | "execution_count": 20, |
||
| 2073 | "metadata": {}, |
||
| 2074 | "output_type": "execute_result" |
||
| 2075 | } |
||
| 2076 | ], |
||
| 2077 | "source": [ |
||
| 2078 | "train_df=pd.concat(concat_list)\n", |
||
| 2079 | "train_df.shape" |
||
| 2080 | ] |
||
| 2081 | }, |
||
| 2082 | { |
||
| 2083 | "cell_type": "code", |
||
| 2084 | "execution_count": 21, |
||
| 2085 | "metadata": {}, |
||
| 2086 | "outputs": [ |
||
| 2087 | { |
||
| 2088 | "data": { |
||
| 2089 | "text/plain": [ |
||
| 2090 | "4 315000\n", |
||
| 2091 | "3 315000\n", |
||
| 2092 | "2 315000\n", |
||
| 2093 | "1 315000\n", |
||
| 2094 | "Name: target, dtype: int64" |
||
| 2095 | ] |
||
| 2096 | }, |
||
| 2097 | "execution_count": 21, |
||
| 2098 | "metadata": {}, |
||
| 2099 | "output_type": "execute_result" |
||
| 2100 | } |
||
| 2101 | ], |
||
| 2102 | "source": [ |
||
| 2103 | "train_df.target.value_counts()" |
||
| 2104 | ] |
||
| 2105 | }, |
||
| 2106 | { |
||
| 2107 | "cell_type": "code", |
||
| 2108 | "execution_count": 22, |
||
| 2109 | "metadata": { |
||
| 2110 | "scrolled": true |
||
| 2111 | }, |
||
| 2112 | "outputs": [ |
||
| 2113 | { |
||
| 2114 | "data": { |
||
| 2115 | "text/plain": [ |
||
| 2116 | "17 84000\n", |
||
| 2117 | "16 84000\n", |
||
| 2118 | "15 84000\n", |
||
| 2119 | "14 84000\n", |
||
| 2120 | "13 84000\n", |
||
| 2121 | "11 84000\n", |
||
| 2122 | "10 84000\n", |
||
| 2123 | "9 84000\n", |
||
| 2124 | "8 84000\n", |
||
| 2125 | "7 84000\n", |
||
| 2126 | "6 84000\n", |
||
| 2127 | "5 84000\n", |
||
| 2128 | "4 84000\n", |
||
| 2129 | "3 84000\n", |
||
| 2130 | "2 84000\n", |
||
| 2131 | "Name: subject, dtype: int64" |
||
| 2132 | ] |
||
| 2133 | }, |
||
| 2134 | "execution_count": 22, |
||
| 2135 | "metadata": {}, |
||
| 2136 | "output_type": "execute_result" |
||
| 2137 | } |
||
| 2138 | ], |
||
| 2139 | "source": [ |
||
| 2140 | "train_df.subject.value_counts()" |
||
| 2141 | ] |
||
| 2142 | }, |
||
| 2143 | { |
||
| 2144 | "cell_type": "code", |
||
| 2145 | "execution_count": 23, |
||
| 2146 | "metadata": {}, |
||
| 2147 | "outputs": [ |
||
| 2148 | { |
||
| 2149 | "data": { |
||
| 2150 | "text/plain": [ |
||
| 2151 | "(30210603, 10)" |
||
| 2152 | ] |
||
| 2153 | }, |
||
| 2154 | "execution_count": 23, |
||
| 2155 | "metadata": {}, |
||
| 2156 | "output_type": "execute_result" |
||
| 2157 | } |
||
| 2158 | ], |
||
| 2159 | "source": [ |
||
| 2160 | "test_df=pd.concat(concat_list1)\n", |
||
| 2161 | "test_df.shape" |
||
| 2162 | ] |
||
| 2163 | }, |
||
| 2164 | { |
||
| 2165 | "cell_type": "code", |
||
| 2166 | "execution_count": 24, |
||
| 2167 | "metadata": {}, |
||
| 2168 | "outputs": [], |
||
| 2169 | "source": [ |
||
| 2170 | "for i in test_subject:\n", |
||
| 2171 | " del(globals()['subject_%s' % i])\n", |
||
| 2172 | " \n", |
||
| 2173 | "for i in range(len(x)): \n", |
||
| 2174 | " del(globals()['df_1_%s' % x[i]])\n", |
||
| 2175 | " del(globals()['df_2_%s' % x[i]])\n", |
||
| 2176 | " del(globals()['df_3_%s' % x[i]])\n", |
||
| 2177 | " del(globals()['df_4_%s' % x[i]])\n", |
||
| 2178 | "for i in cls:\n", |
||
| 2179 | " for j in x:\n", |
||
| 2180 | " del(globals()['df_{}_train_{}'.format(i,j)])\n", |
||
| 2181 | " del(globals()['df_{}_test_{}'.format(i,j)])\n", |
||
| 2182 | "del df" |
||
| 2183 | ] |
||
| 2184 | }, |
||
| 2185 | { |
||
| 2186 | "cell_type": "code", |
||
| 2187 | "execution_count": 25, |
||
| 2188 | "metadata": {}, |
||
| 2189 | "outputs": [ |
||
| 2190 | { |
||
| 2191 | "name": "stdout", |
||
| 2192 | "output_type": "stream", |
||
| 2193 | "text": [ |
||
| 2194 | "ExtraTreesClassifier\t LogisticRegression\t RandomForestClassifier\t classification_report\t cls\t concat_list\t concat_list1\t feature\t features\t \n", |
||
| 2195 | "i\t j\t list_of_subjects\t no_of_rows\t np\t pd\t subject_list\t test_df\t test_subject\t \n", |
||
| 2196 | "to_remove\t train_df\t train_test_split\t x\t \n" |
||
| 2197 | ] |
||
| 2198 | } |
||
| 2199 | ], |
||
| 2200 | "source": [ |
||
| 2201 | "who" |
||
| 2202 | ] |
||
| 2203 | }, |
||
| 2204 | { |
||
| 2205 | "cell_type": "code", |
||
| 2206 | "execution_count": 26, |
||
| 2207 | "metadata": {}, |
||
| 2208 | "outputs": [ |
||
| 2209 | { |
||
| 2210 | "name": "stdout", |
||
| 2211 | "output_type": "stream", |
||
| 2212 | "text": [ |
||
| 2213 | "CPU times: user 112 µs, sys: 27 µs, total: 139 µs\n", |
||
| 2214 | "Wall time: 144 µs\n" |
||
| 2215 | ] |
||
| 2216 | } |
||
| 2217 | ], |
||
| 2218 | "source": [ |
||
| 2219 | "%%time\n", |
||
| 2220 | "et = ExtraTreesClassifier(n_estimators=50, n_jobs=10, verbose=2,random_state=0)" |
||
| 2221 | ] |
||
| 2222 | }, |
||
| 2223 | { |
||
| 2224 | "cell_type": "code", |
||
| 2225 | "execution_count": 28, |
||
| 2226 | "metadata": {}, |
||
| 2227 | "outputs": [], |
||
| 2228 | "source": [ |
||
| 2229 | "#et = RandomForestClassifier(n_estimators=100, n_jobs=10, verbose=2,random_state=0)" |
||
| 2230 | ] |
||
| 2231 | }, |
||
| 2232 | { |
||
| 2233 | "cell_type": "code", |
||
| 2234 | "execution_count": 29, |
||
| 2235 | "metadata": { |
||
| 2236 | "scrolled": true |
||
| 2237 | }, |
||
| 2238 | "outputs": [ |
||
| 2239 | { |
||
| 2240 | "name": "stdout", |
||
| 2241 | "output_type": "stream", |
||
| 2242 | "text": [ |
||
| 2243 | "building tree 1 of 50\n", |
||
| 2244 | "building tree 2 of 50\n", |
||
| 2245 | "building tree 3 of 50\n", |
||
| 2246 | "building tree 4 of 50\n", |
||
| 2247 | "building tree 5 of 50\n", |
||
| 2248 | "building tree 6 of 50\n", |
||
| 2249 | "building tree 7 of 50\n", |
||
| 2250 | "building tree 8 of 50\n", |
||
| 2251 | "building tree 9 of 50\n", |
||
| 2252 | "building tree 10 of 50\n" |
||
| 2253 | ] |
||
| 2254 | }, |
||
| 2255 | { |
||
| 2256 | "name": "stderr", |
||
| 2257 | "output_type": "stream", |
||
| 2258 | "text": [ |
||
| 2259 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n" |
||
| 2260 | ] |
||
| 2261 | }, |
||
| 2262 | { |
||
| 2263 | "name": "stdout", |
||
| 2264 | "output_type": "stream", |
||
| 2265 | "text": [ |
||
| 2266 | "building tree 11 of 50\n", |
||
| 2267 | "building tree 12 of 50\n", |
||
| 2268 | "building tree 13 of 50\n", |
||
| 2269 | "building tree 14 of 50\n", |
||
| 2270 | "building tree 15 of 50\n", |
||
| 2271 | "building tree 16 of 50\n", |
||
| 2272 | "building tree 17 of 50\n", |
||
| 2273 | "building tree 18 of 50\n", |
||
| 2274 | "building tree 19 of 50\n", |
||
| 2275 | "building tree 20 of 50\n", |
||
| 2276 | "building tree 21 of 50\n", |
||
| 2277 | "building tree 22 of 50\n", |
||
| 2278 | "building tree 23 of 50\n", |
||
| 2279 | "building tree 24 of 50\n", |
||
| 2280 | "building tree 25 of 50\n", |
||
| 2281 | "building tree 26 of 50\n", |
||
| 2282 | "building tree 27 of 50\n", |
||
| 2283 | "building tree 28 of 50\n", |
||
| 2284 | "building tree 29 of 50\n", |
||
| 2285 | "building tree 30 of 50\n" |
||
| 2286 | ] |
||
| 2287 | }, |
||
| 2288 | { |
||
| 2289 | "name": "stderr", |
||
| 2290 | "output_type": "stream", |
||
| 2291 | "text": [ |
||
| 2292 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 2.2s\n" |
||
| 2293 | ] |
||
| 2294 | }, |
||
| 2295 | { |
||
| 2296 | "name": "stdout", |
||
| 2297 | "output_type": "stream", |
||
| 2298 | "text": [ |
||
| 2299 | "building tree 31 of 50\n", |
||
| 2300 | "building tree 32 of 50\n", |
||
| 2301 | "building tree 33 of 50\n", |
||
| 2302 | "building tree 34 of 50\n", |
||
| 2303 | "building tree 35 of 50\n", |
||
| 2304 | "building tree 36 of 50\n", |
||
| 2305 | "building tree 37 of 50\n", |
||
| 2306 | "building tree 38 of 50\n", |
||
| 2307 | "building tree 39 of 50\n", |
||
| 2308 | "building tree 40 of 50\n", |
||
| 2309 | "building tree 41 of 50\n", |
||
| 2310 | "building tree 42 of 50\n", |
||
| 2311 | "building tree 43 of 50\n", |
||
| 2312 | "building tree 44 of 50\n", |
||
| 2313 | "building tree 45 of 50\n", |
||
| 2314 | "building tree 46 of 50\n", |
||
| 2315 | "building tree 47 of 50\n", |
||
| 2316 | "building tree 48 of 50\n", |
||
| 2317 | "building tree 49 of 50\n", |
||
| 2318 | "building tree 50 of 50\n" |
||
| 2319 | ] |
||
| 2320 | }, |
||
| 2321 | { |
||
| 2322 | "name": "stderr", |
||
| 2323 | "output_type": "stream", |
||
| 2324 | "text": [ |
||
| 2325 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 4.9s finished\n" |
||
| 2326 | ] |
||
| 2327 | }, |
||
| 2328 | { |
||
| 2329 | "data": { |
||
| 2330 | "text/plain": [ |
||
| 2331 | "ExtraTreesClassifier(bootstrap=False, class_weight=None, criterion='gini',\n", |
||
| 2332 | " max_depth=None, max_features='auto', max_leaf_nodes=None,\n", |
||
| 2333 | " min_impurity_decrease=0.0, min_impurity_split=None,\n", |
||
| 2334 | " min_samples_leaf=1, min_samples_split=2,\n", |
||
| 2335 | " min_weight_fraction_leaf=0.0, n_estimators=50, n_jobs=10,\n", |
||
| 2336 | " oob_score=False, random_state=0, verbose=2,\n", |
||
| 2337 | " warm_start=False)" |
||
| 2338 | ] |
||
| 2339 | }, |
||
| 2340 | "execution_count": 29, |
||
| 2341 | "metadata": {}, |
||
| 2342 | "output_type": "execute_result" |
||
| 2343 | } |
||
| 2344 | ], |
||
| 2345 | "source": [ |
||
| 2346 | "et.fit(train_df[feature],train_df['target'])" |
||
| 2347 | ] |
||
| 2348 | }, |
||
| 2349 | { |
||
| 2350 | "cell_type": "code", |
||
| 2351 | "execution_count": 30, |
||
| 2352 | "metadata": {}, |
||
| 2353 | "outputs": [ |
||
| 2354 | { |
||
| 2355 | "name": "stderr", |
||
| 2356 | "output_type": "stream", |
||
| 2357 | "text": [ |
||
| 2358 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n", |
||
| 2359 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 22.6s\n", |
||
| 2360 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 40.6s finished\n" |
||
| 2361 | ] |
||
| 2362 | }, |
||
| 2363 | { |
||
| 2364 | "name": "stdout", |
||
| 2365 | "output_type": "stream", |
||
| 2366 | "text": [ |
||
| 2367 | "CPU times: user 3min 41s, sys: 58.9 s, total: 4min 40s\n", |
||
| 2368 | "Wall time: 44.2 s\n" |
||
| 2369 | ] |
||
| 2370 | } |
||
| 2371 | ], |
||
| 2372 | "source": [ |
||
| 2373 | "%%time \n", |
||
| 2374 | "y_pred=et.predict(test_df[feature])" |
||
| 2375 | ] |
||
| 2376 | }, |
||
| 2377 | { |
||
| 2378 | "cell_type": "code", |
||
| 2379 | "execution_count": 31, |
||
| 2380 | "metadata": {}, |
||
| 2381 | "outputs": [ |
||
| 2382 | { |
||
| 2383 | "name": "stdout", |
||
| 2384 | "output_type": "stream", |
||
| 2385 | "text": [ |
||
| 2386 | " precision recall f1-score support\n", |
||
| 2387 | "\n", |
||
| 2388 | " 1 0.87 0.60 0.71 12012702\n", |
||
| 2389 | " 2 0.67 0.83 0.74 6661201\n", |
||
| 2390 | " 3 0.66 0.82 0.73 3587501\n", |
||
| 2391 | " 4 0.65 0.76 0.70 7949199\n", |
||
| 2392 | "\n", |
||
| 2393 | " accuracy 0.72 30210603\n", |
||
| 2394 | " macro avg 0.71 0.75 0.72 30210603\n", |
||
| 2395 | "weighted avg 0.75 0.72 0.72 30210603\n", |
||
| 2396 | "\n" |
||
| 2397 | ] |
||
| 2398 | } |
||
| 2399 | ], |
||
| 2400 | "source": [ |
||
| 2401 | "print(classification_report(test_df['target'], y_pred))" |
||
| 2402 | ] |
||
| 2403 | }, |
||
| 2404 | { |
||
| 2405 | "cell_type": "code", |
||
| 2406 | "execution_count": null, |
||
| 2407 | "metadata": {}, |
||
| 2408 | "outputs": [], |
||
| 2409 | "source": [ |
||
| 2410 | "#train_df.to_csv('1_min_train.csv')" |
||
| 2411 | ] |
||
| 2412 | }, |
||
| 2413 | { |
||
| 2414 | "cell_type": "code", |
||
| 2415 | "execution_count": 23, |
||
| 2416 | "metadata": {}, |
||
| 2417 | "outputs": [], |
||
| 2418 | "source": [ |
||
| 2419 | "#test_df.to_csv('1_min_test.csv')" |
||
| 2420 | ] |
||
| 2421 | }, |
||
| 2422 | { |
||
| 2423 | "cell_type": "code", |
||
| 2424 | "execution_count": 32, |
||
| 2425 | "metadata": {}, |
||
| 2426 | "outputs": [ |
||
| 2427 | { |
||
| 2428 | "name": "stderr", |
||
| 2429 | "output_type": "stream", |
||
| 2430 | "text": [ |
||
| 2431 | "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n", |
||
| 2432 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 4.4s\n", |
||
| 2433 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 6.3s finished\n", |
||
| 2434 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n", |
||
| 2435 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 0.1s\n", |
||
| 2436 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 0.2s finished\n", |
||
| 2437 | "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n", |
||
| 2438 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 1.9s\n", |
||
| 2439 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 3.8s finished\n", |
||
| 2440 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n", |
||
| 2441 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 0.1s\n", |
||
| 2442 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 0.3s finished\n", |
||
| 2443 | "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n", |
||
| 2444 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 1.7s\n", |
||
| 2445 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 3.7s finished\n", |
||
| 2446 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n", |
||
| 2447 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 0.2s\n", |
||
| 2448 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 0.3s finished\n", |
||
| 2449 | "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n", |
||
| 2450 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 1.9s\n", |
||
| 2451 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 3.8s finished\n", |
||
| 2452 | "[Parallel(n_jobs=10)]: Using backend ThreadingBackend with 10 concurrent workers.\n", |
||
| 2453 | "[Parallel(n_jobs=10)]: Done 21 tasks | elapsed: 0.2s\n" |
||
| 2454 | ] |
||
| 2455 | }, |
||
| 2456 | { |
||
| 2457 | "name": "stdout", |
||
| 2458 | "output_type": "stream", |
||
| 2459 | "text": [ |
||
| 2460 | "[0.39672381 0.42419048 0.43319683 0.5674381 ]\n" |
||
| 2461 | ] |
||
| 2462 | }, |
||
| 2463 | { |
||
| 2464 | "name": "stderr", |
||
| 2465 | "output_type": "stream", |
||
| 2466 | "text": [ |
||
| 2467 | "[Parallel(n_jobs=10)]: Done 50 out of 50 | elapsed: 0.3s finished\n" |
||
| 2468 | ] |
||
| 2469 | } |
||
| 2470 | ], |
||
| 2471 | "source": [ |
||
| 2472 | "from sklearn.model_selection import cross_val_score\n", |
||
| 2473 | "scores = cross_val_score(et, train_df[feature],train_df['target'], cv=4)\n", |
||
| 2474 | "print(scores)" |
||
| 2475 | ] |
||
| 2476 | }, |
||
| 2477 | { |
||
| 2478 | "cell_type": "code", |
||
| 2479 | "execution_count": null, |
||
| 2480 | "metadata": {}, |
||
| 2481 | "outputs": [], |
||
| 2482 | "source": [] |
||
| 2483 | } |
||
| 2484 | ], |
||
| 2485 | "metadata": { |
||
| 2486 | "kernelspec": { |
||
| 2487 | "display_name": "Python 3", |
||
| 2488 | "language": "python", |
||
| 2489 | "name": "python3" |
||
| 2490 | }, |
||
| 2491 | "language_info": { |
||
| 2492 | "codemirror_mode": { |
||
| 2493 | "name": "ipython", |
||
| 2494 | "version": 3 |
||
| 2495 | }, |
||
| 2496 | "file_extension": ".py", |
||
| 2497 | "mimetype": "text/x-python", |
||
| 2498 | "name": "python", |
||
| 2499 | "nbconvert_exporter": "python", |
||
| 2500 | "pygments_lexer": "ipython3", |
||
| 2501 | "version": "3.6.8" |
||
| 2502 | } |
||
| 2503 | }, |
||
| 2504 | "nbformat": 4, |
||
| 2505 | "nbformat_minor": 2 |
||
| 2506 | } |