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| a | b/grid-search.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 | "scrolled": false |
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| 8 | }, |
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| 9 | "outputs": [ |
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| 10 | { |
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| 11 | "data": { |
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| 12 | "text/html": [ |
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| 13 | "<div>\n", |
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| 14 | "<style scoped>\n", |
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| 15 | " .dataframe tbody tr th:only-of-type {\n", |
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| 16 | " vertical-align: middle;\n", |
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| 17 | " }\n", |
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| 18 | "\n", |
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| 19 | " .dataframe tbody tr th {\n", |
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| 20 | " vertical-align: top;\n", |
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| 21 | " }\n", |
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| 22 | "\n", |
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| 23 | " .dataframe thead th {\n", |
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| 24 | " text-align: right;\n", |
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| 25 | " }\n", |
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| 26 | "</style>\n", |
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| 27 | "<table border=\"1\" class=\"dataframe\">\n", |
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| 28 | " <thead>\n", |
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| 29 | " <tr style=\"text-align: right;\">\n", |
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| 30 | " <th></th>\n", |
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| 31 | " <th>param_kernel</th>\n", |
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| 32 | " <th>param_C</th>\n", |
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| 33 | " <th>param_gamma</th>\n", |
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| 34 | " <th>param_random_state</th>\n", |
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| 35 | " <th>mean_test_score</th>\n", |
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| 36 | " <th>mean_train_score</th>\n", |
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| 37 | " <th>std_test_score</th>\n", |
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| 38 | " <th>std_train_score</th>\n", |
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| 39 | " <th>params</th>\n", |
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| 40 | " </tr>\n", |
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| 41 | " </thead>\n", |
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| 42 | " <tbody>\n", |
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| 43 | " <tr>\n", |
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| 44 | " <th>1467</th>\n", |
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| 45 | " <td>sigmoid</td>\n", |
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| 46 | " <td>9.236709</td>\n", |
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| 47 | " <td>0.048939</td>\n", |
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| 48 | " <td>0</td>\n", |
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| 49 | " <td>0.704950</td>\n", |
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| 50 | " <td>0.676351</td>\n", |
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| 51 | " <td>0.051847</td>\n", |
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| 52 | " <td>0.021118</td>\n", |
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| 53 | " <td>{'C': 9.236708571873866, 'gamma': 0.0489390091...</td>\n", |
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| 54 | " </tr>\n", |
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| 55 | " <tr>\n", |
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| 56 | " <th>1527</th>\n", |
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| 57 | " <td>sigmoid</td>\n", |
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| 58 | " <td>14.873521</td>\n", |
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| 59 | " <td>0.048939</td>\n", |
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| 60 | " <td>0</td>\n", |
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| 61 | " <td>0.697460</td>\n", |
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| 62 | " <td>0.663911</td>\n", |
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| 63 | " <td>0.043561</td>\n", |
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| 64 | " <td>0.018025</td>\n", |
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| 65 | " <td>{'C': 14.873521072935118, 'gamma': 0.048939009...</td>\n", |
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| 66 | " </tr>\n", |
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| 67 | " <tr>\n", |
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| 68 | " <th>1407</th>\n", |
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| 69 | " <td>sigmoid</td>\n", |
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| 70 | " <td>5.736153</td>\n", |
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| 71 | " <td>0.048939</td>\n", |
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| 72 | " <td>0</td>\n", |
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| 73 | " <td>0.691374</td>\n", |
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| 74 | " <td>0.676547</td>\n", |
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| 75 | " <td>0.064586</td>\n", |
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| 76 | " <td>0.017041</td>\n", |
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| 77 | " <td>{'C': 5.736152510448681, 'gamma': 0.0489390091...</td>\n", |
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| 78 | " </tr>\n", |
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| 79 | " <tr>\n", |
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| 80 | " <th>1770</th>\n", |
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| 81 | " <td>rbf</td>\n", |
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| 82 | " <td>100.000000</td>\n", |
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| 83 | " <td>0.126896</td>\n", |
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| 84 | " <td>0</td>\n", |
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| 85 | " <td>0.690550</td>\n", |
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| 86 | " <td>0.934506</td>\n", |
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| 87 | " <td>0.066089</td>\n", |
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| 88 | " <td>0.010535</td>\n", |
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| 89 | " <td>{'C': 100.0, 'gamma': 0.12689610031679222, 'ke...</td>\n", |
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| 90 | " </tr>\n", |
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| 91 | " <tr>\n", |
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| 92 | " <th>1231</th>\n", |
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| 93 | " <td>sigmoid</td>\n", |
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| 94 | " <td>1.373824</td>\n", |
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| 95 | " <td>0.126896</td>\n", |
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| 96 | " <td>0</td>\n", |
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| 97 | " <td>0.685510</td>\n", |
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| 98 | " <td>0.620721</td>\n", |
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| 99 | " <td>0.051742</td>\n", |
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| 100 | " <td>0.019407</td>\n", |
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| 101 | " <td>{'C': 1.3738237958832638, 'gamma': 0.126896100...</td>\n", |
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| 102 | " </tr>\n", |
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| 103 | " <tr>\n", |
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| 104 | " <th>1703</th>\n", |
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| 105 | " <td>sigmoid</td>\n", |
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| 106 | " <td>62.101694</td>\n", |
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| 107 | " <td>0.018874</td>\n", |
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| 108 | " <td>0</td>\n", |
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| 109 | " <td>0.683580</td>\n", |
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| 110 | " <td>0.691920</td>\n", |
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| 111 | " <td>0.055916</td>\n", |
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| 112 | " <td>0.013977</td>\n", |
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| 113 | " <td>{'C': 62.10169418915616, 'gamma': 0.0188739182...</td>\n", |
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| 114 | " </tr>\n", |
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| 115 | " <tr>\n", |
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| 116 | " <th>1649</th>\n", |
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| 117 | " <td>sigmoid</td>\n", |
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| 118 | " <td>38.566204</td>\n", |
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| 119 | " <td>0.078805</td>\n", |
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| 120 | " <td>0</td>\n", |
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| 121 | " <td>0.683087</td>\n", |
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| 122 | " <td>0.625302</td>\n", |
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| 123 | " <td>0.031914</td>\n", |
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| 124 | " <td>0.020393</td>\n", |
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| 125 | " <td>{'C': 38.56620421163472, 'gamma': 0.0788046281...</td>\n", |
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| 126 | " </tr>\n", |
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| 127 | " <tr>\n", |
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| 128 | " <th>1763</th>\n", |
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| 129 | " <td>sigmoid</td>\n", |
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| 130 | " <td>100.000000</td>\n", |
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| 131 | " <td>0.018874</td>\n", |
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| 132 | " <td>0</td>\n", |
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| 133 | " <td>0.683057</td>\n", |
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| 134 | " <td>0.688661</td>\n", |
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| 135 | " <td>0.061643</td>\n", |
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| 136 | " <td>0.012275</td>\n", |
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| 137 | " <td>{'C': 100.0, 'gamma': 0.018873918221350976, 'k...</td>\n", |
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| 138 | " </tr>\n", |
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| 139 | " <tr>\n", |
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| 140 | " <th>1594</th>\n", |
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| 141 | " <td>rbf</td>\n", |
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| 142 | " <td>23.950266</td>\n", |
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| 143 | " <td>0.329034</td>\n", |
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| 144 | " <td>0</td>\n", |
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| 145 | " <td>0.682593</td>\n", |
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| 146 | " <td>0.964882</td>\n", |
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| 147 | " <td>0.089643</td>\n", |
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| 148 | " <td>0.008720</td>\n", |
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| 149 | " <td>{'C': 23.95026619987486, 'gamma': 0.3290344562...</td>\n", |
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| 150 | " </tr>\n", |
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| 151 | " <tr>\n", |
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| 152 | " <th>1772</th>\n", |
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| 153 | " <td>rbf</td>\n", |
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| 154 | " <td>100.000000</td>\n", |
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| 155 | " <td>0.204336</td>\n", |
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| 156 | " <td>0</td>\n", |
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| 157 | " <td>0.682259</td>\n", |
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| 158 | " <td>0.973359</td>\n", |
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| 159 | " <td>0.077046</td>\n", |
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| 160 | " <td>0.005554</td>\n", |
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| 161 | " <td>{'C': 100.0, 'gamma': 0.20433597178569418, 'ke...</td>\n", |
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| 162 | " </tr>\n", |
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| 163 | " <tr>\n", |
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| 164 | " <th>1712</th>\n", |
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| 165 | " <td>rbf</td>\n", |
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| 166 | " <td>62.101694</td>\n", |
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| 167 | " <td>0.204336</td>\n", |
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| 168 | " <td>0</td>\n", |
||
| 169 | " <td>0.682246</td>\n", |
||
| 170 | " <td>0.959333</td>\n", |
||
| 171 | " <td>0.078111</td>\n", |
||
| 172 | " <td>0.004287</td>\n", |
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| 173 | " <td>{'C': 62.10169418915616, 'gamma': 0.2043359717...</td>\n", |
||
| 174 | " </tr>\n", |
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| 175 | " <tr>\n", |
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| 176 | " <th>1705</th>\n", |
||
| 177 | " <td>sigmoid</td>\n", |
||
| 178 | " <td>62.101694</td>\n", |
||
| 179 | " <td>0.030392</td>\n", |
||
| 180 | " <td>0</td>\n", |
||
| 181 | " <td>0.681506</td>\n", |
||
| 182 | " <td>0.669661</td>\n", |
||
| 183 | " <td>0.076843</td>\n", |
||
| 184 | " <td>0.009931</td>\n", |
||
| 185 | " <td>{'C': 62.10169418915616, 'gamma': 0.0303919538...</td>\n", |
||
| 186 | " </tr>\n", |
||
| 187 | " <tr>\n", |
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| 188 | " <th>1349</th>\n", |
||
| 189 | " <td>sigmoid</td>\n", |
||
| 190 | " <td>3.562248</td>\n", |
||
| 191 | " <td>0.078805</td>\n", |
||
| 192 | " <td>0</td>\n", |
||
| 193 | " <td>0.680954</td>\n", |
||
| 194 | " <td>0.637815</td>\n", |
||
| 195 | " <td>0.074110</td>\n", |
||
| 196 | " <td>0.013096</td>\n", |
||
| 197 | " <td>{'C': 3.562247890262444, 'gamma': 0.0788046281...</td>\n", |
||
| 198 | " </tr>\n", |
||
| 199 | " <tr>\n", |
||
| 200 | " <th>1291</th>\n", |
||
| 201 | " <td>sigmoid</td>\n", |
||
| 202 | " <td>2.212216</td>\n", |
||
| 203 | " <td>0.126896</td>\n", |
||
| 204 | " <td>0</td>\n", |
||
| 205 | " <td>0.678744</td>\n", |
||
| 206 | " <td>0.591435</td>\n", |
||
| 207 | " <td>0.049475</td>\n", |
||
| 208 | " <td>0.012008</td>\n", |
||
| 209 | " <td>{'C': 2.21221629107045, 'gamma': 0.12689610031...</td>\n", |
||
| 210 | " </tr>\n", |
||
| 211 | " <tr>\n", |
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| 212 | " <th>1347</th>\n", |
||
| 213 | " <td>sigmoid</td>\n", |
||
| 214 | " <td>3.562248</td>\n", |
||
| 215 | " <td>0.048939</td>\n", |
||
| 216 | " <td>0</td>\n", |
||
| 217 | " <td>0.678556</td>\n", |
||
| 218 | " <td>0.671839</td>\n", |
||
| 219 | " <td>0.052312</td>\n", |
||
| 220 | " <td>0.010032</td>\n", |
||
| 221 | " <td>{'C': 3.562247890262444, 'gamma': 0.0489390091...</td>\n", |
||
| 222 | " </tr>\n", |
||
| 223 | " <tr>\n", |
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| 224 | " <th>1765</th>\n", |
||
| 225 | " <td>sigmoid</td>\n", |
||
| 226 | " <td>100.000000</td>\n", |
||
| 227 | " <td>0.030392</td>\n", |
||
| 228 | " <td>0</td>\n", |
||
| 229 | " <td>0.678413</td>\n", |
||
| 230 | " <td>0.652139</td>\n", |
||
| 231 | " <td>0.052163</td>\n", |
||
| 232 | " <td>0.011748</td>\n", |
||
| 233 | " <td>{'C': 100.0, 'gamma': 0.03039195382313198, 'ke...</td>\n", |
||
| 234 | " </tr>\n", |
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| 235 | " <tr>\n", |
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| 236 | " <th>1534</th>\n", |
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| 237 | " <td>rbf</td>\n", |
||
| 238 | " <td>14.873521</td>\n", |
||
| 239 | " <td>0.329034</td>\n", |
||
| 240 | " <td>0</td>\n", |
||
| 241 | " <td>0.678237</td>\n", |
||
| 242 | " <td>0.946666</td>\n", |
||
| 243 | " <td>0.081420</td>\n", |
||
| 244 | " <td>0.006430</td>\n", |
||
| 245 | " <td>{'C': 14.873521072935118, 'gamma': 0.329034456...</td>\n", |
||
| 246 | " </tr>\n", |
||
| 247 | " <tr>\n", |
||
| 248 | " <th>1409</th>\n", |
||
| 249 | " <td>sigmoid</td>\n", |
||
| 250 | " <td>5.736153</td>\n", |
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| 251 | " <td>0.078805</td>\n", |
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| 252 | " <td>0</td>\n", |
||
| 253 | " <td>0.677684</td>\n", |
||
| 254 | " <td>0.627026</td>\n", |
||
| 255 | " <td>0.080773</td>\n", |
||
| 256 | " <td>0.006785</td>\n", |
||
| 257 | " <td>{'C': 5.736152510448681, 'gamma': 0.0788046281...</td>\n", |
||
| 258 | " </tr>\n", |
||
| 259 | " <tr>\n", |
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| 260 | " <th>1350</th>\n", |
||
| 261 | " <td>rbf</td>\n", |
||
| 262 | " <td>3.562248</td>\n", |
||
| 263 | " <td>0.126896</td>\n", |
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| 264 | " <td>0</td>\n", |
||
| 265 | " <td>0.675988</td>\n", |
||
| 266 | " <td>0.801314</td>\n", |
||
| 267 | " <td>0.058846</td>\n", |
||
| 268 | " <td>0.011939</td>\n", |
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| 269 | " <td>{'C': 3.562247890262444, 'gamma': 0.1268961003...</td>\n", |
||
| 270 | " </tr>\n", |
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| 271 | " <tr>\n", |
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| 272 | " <th>1170</th>\n", |
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| 273 | " <td>rbf</td>\n", |
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| 274 | " <td>0.853168</td>\n", |
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| 275 | " <td>0.126896</td>\n", |
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| 276 | " <td>0</td>\n", |
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| 277 | " <td>0.675799</td>\n", |
||
| 278 | " <td>0.744820</td>\n", |
||
| 279 | " <td>0.059927</td>\n", |
||
| 280 | " <td>0.008552</td>\n", |
||
| 281 | " <td>{'C': 0.8531678524172805, 'gamma': 0.126896100...</td>\n", |
||
| 282 | " </tr>\n", |
||
| 283 | " <tr>\n", |
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| 284 | " <th>1230</th>\n", |
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| 285 | " <td>rbf</td>\n", |
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| 286 | " <td>1.373824</td>\n", |
||
| 287 | " <td>0.126896</td>\n", |
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| 288 | " <td>0</td>\n", |
||
| 289 | " <td>0.675639</td>\n", |
||
| 290 | " <td>0.756591</td>\n", |
||
| 291 | " <td>0.062616</td>\n", |
||
| 292 | " <td>0.007832</td>\n", |
||
| 293 | " <td>{'C': 1.3738237958832638, 'gamma': 0.126896100...</td>\n", |
||
| 294 | " </tr>\n", |
||
| 295 | " <tr>\n", |
||
| 296 | " <th>1714</th>\n", |
||
| 297 | " <td>rbf</td>\n", |
||
| 298 | " <td>62.101694</td>\n", |
||
| 299 | " <td>0.329034</td>\n", |
||
| 300 | " <td>0</td>\n", |
||
| 301 | " <td>0.675157</td>\n", |
||
| 302 | " <td>0.984555</td>\n", |
||
| 303 | " <td>0.077242</td>\n", |
||
| 304 | " <td>0.002139</td>\n", |
||
| 305 | " <td>{'C': 62.10169418915616, 'gamma': 0.3290344562...</td>\n", |
||
| 306 | " </tr>\n", |
||
| 307 | " <tr>\n", |
||
| 308 | " <th>1645</th>\n", |
||
| 309 | " <td>sigmoid</td>\n", |
||
| 310 | " <td>38.566204</td>\n", |
||
| 311 | " <td>0.030392</td>\n", |
||
| 312 | " <td>0</td>\n", |
||
| 313 | " <td>0.674899</td>\n", |
||
| 314 | " <td>0.668847</td>\n", |
||
| 315 | " <td>0.055050</td>\n", |
||
| 316 | " <td>0.017679</td>\n", |
||
| 317 | " <td>{'C': 38.56620421163472, 'gamma': 0.0303919538...</td>\n", |
||
| 318 | " </tr>\n", |
||
| 319 | " <tr>\n", |
||
| 320 | " <th>1520</th>\n", |
||
| 321 | " <td>rbf</td>\n", |
||
| 322 | " <td>14.873521</td>\n", |
||
| 323 | " <td>0.011721</td>\n", |
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| 324 | " <td>0</td>\n", |
||
| 325 | " <td>0.674737</td>\n", |
||
| 326 | " <td>0.709110</td>\n", |
||
| 327 | " <td>0.056658</td>\n", |
||
| 328 | " <td>0.006895</td>\n", |
||
| 329 | " <td>{'C': 14.873521072935118, 'gamma': 0.011721022...</td>\n", |
||
| 330 | " </tr>\n", |
||
| 331 | " <tr>\n", |
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| 332 | " <th>1654</th>\n", |
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| 333 | " <td>rbf</td>\n", |
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| 334 | " <td>38.566204</td>\n", |
||
| 335 | " <td>0.329034</td>\n", |
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| 336 | " <td>0</td>\n", |
||
| 337 | " <td>0.674620</td>\n", |
||
| 338 | " <td>0.977527</td>\n", |
||
| 339 | " <td>0.081328</td>\n", |
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| 340 | " <td>0.005858</td>\n", |
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| 341 | " <td>{'C': 38.56620421163472, 'gamma': 0.3290344562...</td>\n", |
||
| 342 | " </tr>\n", |
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| 343 | " <tr>\n", |
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| 344 | " <th>1229</th>\n", |
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| 345 | " <td>sigmoid</td>\n", |
||
| 346 | " <td>1.373824</td>\n", |
||
| 347 | " <td>0.078805</td>\n", |
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| 348 | " <td>0</td>\n", |
||
| 349 | " <td>0.674563</td>\n", |
||
| 350 | " <td>0.675441</td>\n", |
||
| 351 | " <td>0.057939</td>\n", |
||
| 352 | " <td>0.013220</td>\n", |
||
| 353 | " <td>{'C': 1.3738237958832638, 'gamma': 0.078804628...</td>\n", |
||
| 354 | " </tr>\n", |
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| 355 | " <tr>\n", |
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| 356 | " <th>1465</th>\n", |
||
| 357 | " <td>sigmoid</td>\n", |
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| 358 | " <td>9.236709</td>\n", |
||
| 359 | " <td>0.030392</td>\n", |
||
| 360 | " <td>0</td>\n", |
||
| 361 | " <td>0.674550</td>\n", |
||
| 362 | " <td>0.670956</td>\n", |
||
| 363 | " <td>0.065724</td>\n", |
||
| 364 | " <td>0.012069</td>\n", |
||
| 365 | " <td>{'C': 9.236708571873866, 'gamma': 0.0303919538...</td>\n", |
||
| 366 | " </tr>\n", |
||
| 367 | " <tr>\n", |
||
| 368 | " <th>1759</th>\n", |
||
| 369 | " <td>sigmoid</td>\n", |
||
| 370 | " <td>100.000000</td>\n", |
||
| 371 | " <td>0.007279</td>\n", |
||
| 372 | " <td>0</td>\n", |
||
| 373 | " <td>0.674550</td>\n", |
||
| 374 | " <td>0.690089</td>\n", |
||
| 375 | " <td>0.060210</td>\n", |
||
| 376 | " <td>0.012497</td>\n", |
||
| 377 | " <td>{'C': 100.0, 'gamma': 0.007278953843983146, 'k...</td>\n", |
||
| 378 | " </tr>\n", |
||
| 379 | " <tr>\n", |
||
| 380 | " <th>1639</th>\n", |
||
| 381 | " <td>sigmoid</td>\n", |
||
| 382 | " <td>38.566204</td>\n", |
||
| 383 | " <td>0.007279</td>\n", |
||
| 384 | " <td>0</td>\n", |
||
| 385 | " <td>0.674389</td>\n", |
||
| 386 | " <td>0.681358</td>\n", |
||
| 387 | " <td>0.054698</td>\n", |
||
| 388 | " <td>0.006724</td>\n", |
||
| 389 | " <td>{'C': 38.56620421163472, 'gamma': 0.0072789538...</td>\n", |
||
| 390 | " </tr>\n", |
||
| 391 | " <tr>\n", |
||
| 392 | " <th>1652</th>\n", |
||
| 393 | " <td>rbf</td>\n", |
||
| 394 | " <td>38.566204</td>\n", |
||
| 395 | " <td>0.204336</td>\n", |
||
| 396 | " <td>0</td>\n", |
||
| 397 | " <td>0.673549</td>\n", |
||
| 398 | " <td>0.942928</td>\n", |
||
| 399 | " <td>0.089477</td>\n", |
||
| 400 | " <td>0.009427</td>\n", |
||
| 401 | " <td>{'C': 38.56620421163472, 'gamma': 0.2043359717...</td>\n", |
||
| 402 | " </tr>\n", |
||
| 403 | " <tr>\n", |
||
| 404 | " <th>...</th>\n", |
||
| 405 | " <td>...</td>\n", |
||
| 406 | " <td>...</td>\n", |
||
| 407 | " <td>...</td>\n", |
||
| 408 | " <td>...</td>\n", |
||
| 409 | " <td>...</td>\n", |
||
| 410 | " <td>...</td>\n", |
||
| 411 | " <td>...</td>\n", |
||
| 412 | " <td>...</td>\n", |
||
| 413 | " <td>...</td>\n", |
||
| 414 | " </tr>\n", |
||
| 415 | " <tr>\n", |
||
| 416 | " <th>1790</th>\n", |
||
| 417 | " <td>rbf</td>\n", |
||
| 418 | " <td>100.000000</td>\n", |
||
| 419 | " <td>14.873521</td>\n", |
||
| 420 | " <td>0</td>\n", |
||
| 421 | " <td>0.492521</td>\n", |
||
| 422 | " <td>1.000000</td>\n", |
||
| 423 | " <td>0.031298</td>\n", |
||
| 424 | " <td>0.000000</td>\n", |
||
| 425 | " <td>{'C': 100.0, 'gamma': 14.873521072935118, 'ker...</td>\n", |
||
| 426 | " </tr>\n", |
||
| 427 | " <tr>\n", |
||
| 428 | " <th>1430</th>\n", |
||
| 429 | " <td>rbf</td>\n", |
||
| 430 | " <td>5.736153</td>\n", |
||
| 431 | " <td>14.873521</td>\n", |
||
| 432 | " <td>0</td>\n", |
||
| 433 | " <td>0.492521</td>\n", |
||
| 434 | " <td>1.000000</td>\n", |
||
| 435 | " <td>0.031298</td>\n", |
||
| 436 | " <td>0.000000</td>\n", |
||
| 437 | " <td>{'C': 5.736152510448681, 'gamma': 14.873521072...</td>\n", |
||
| 438 | " </tr>\n", |
||
| 439 | " <tr>\n", |
||
| 440 | " <th>1730</th>\n", |
||
| 441 | " <td>rbf</td>\n", |
||
| 442 | " <td>62.101694</td>\n", |
||
| 443 | " <td>14.873521</td>\n", |
||
| 444 | " <td>0</td>\n", |
||
| 445 | " <td>0.492521</td>\n", |
||
| 446 | " <td>1.000000</td>\n", |
||
| 447 | " <td>0.031298</td>\n", |
||
| 448 | " <td>0.000000</td>\n", |
||
| 449 | " <td>{'C': 62.10169418915616, 'gamma': 14.873521072...</td>\n", |
||
| 450 | " </tr>\n", |
||
| 451 | " <tr>\n", |
||
| 452 | " <th>1370</th>\n", |
||
| 453 | " <td>rbf</td>\n", |
||
| 454 | " <td>3.562248</td>\n", |
||
| 455 | " <td>14.873521</td>\n", |
||
| 456 | " <td>0</td>\n", |
||
| 457 | " <td>0.492521</td>\n", |
||
| 458 | " <td>1.000000</td>\n", |
||
| 459 | " <td>0.031298</td>\n", |
||
| 460 | " <td>0.000000</td>\n", |
||
| 461 | " <td>{'C': 3.562247890262444, 'gamma': 14.873521072...</td>\n", |
||
| 462 | " </tr>\n", |
||
| 463 | " <tr>\n", |
||
| 464 | " <th>1550</th>\n", |
||
| 465 | " <td>rbf</td>\n", |
||
| 466 | " <td>14.873521</td>\n", |
||
| 467 | " <td>14.873521</td>\n", |
||
| 468 | " <td>0</td>\n", |
||
| 469 | " <td>0.492521</td>\n", |
||
| 470 | " <td>1.000000</td>\n", |
||
| 471 | " <td>0.031298</td>\n", |
||
| 472 | " <td>0.000000</td>\n", |
||
| 473 | " <td>{'C': 14.873521072935118, 'gamma': 14.87352107...</td>\n", |
||
| 474 | " </tr>\n", |
||
| 475 | " <tr>\n", |
||
| 476 | " <th>1670</th>\n", |
||
| 477 | " <td>rbf</td>\n", |
||
| 478 | " <td>38.566204</td>\n", |
||
| 479 | " <td>14.873521</td>\n", |
||
| 480 | " <td>0</td>\n", |
||
| 481 | " <td>0.492521</td>\n", |
||
| 482 | " <td>1.000000</td>\n", |
||
| 483 | " <td>0.031298</td>\n", |
||
| 484 | " <td>0.000000</td>\n", |
||
| 485 | " <td>{'C': 38.56620421163472, 'gamma': 14.873521072...</td>\n", |
||
| 486 | " </tr>\n", |
||
| 487 | " <tr>\n", |
||
| 488 | " <th>1310</th>\n", |
||
| 489 | " <td>rbf</td>\n", |
||
| 490 | " <td>2.212216</td>\n", |
||
| 491 | " <td>14.873521</td>\n", |
||
| 492 | " <td>0</td>\n", |
||
| 493 | " <td>0.492521</td>\n", |
||
| 494 | " <td>1.000000</td>\n", |
||
| 495 | " <td>0.031298</td>\n", |
||
| 496 | " <td>0.000000</td>\n", |
||
| 497 | " <td>{'C': 2.21221629107045, 'gamma': 14.8735210729...</td>\n", |
||
| 498 | " </tr>\n", |
||
| 499 | " <tr>\n", |
||
| 500 | " <th>1610</th>\n", |
||
| 501 | " <td>rbf</td>\n", |
||
| 502 | " <td>23.950266</td>\n", |
||
| 503 | " <td>14.873521</td>\n", |
||
| 504 | " <td>0</td>\n", |
||
| 505 | " <td>0.492521</td>\n", |
||
| 506 | " <td>1.000000</td>\n", |
||
| 507 | " <td>0.031298</td>\n", |
||
| 508 | " <td>0.000000</td>\n", |
||
| 509 | " <td>{'C': 23.95026619987486, 'gamma': 14.873521072...</td>\n", |
||
| 510 | " </tr>\n", |
||
| 511 | " <tr>\n", |
||
| 512 | " <th>1490</th>\n", |
||
| 513 | " <td>rbf</td>\n", |
||
| 514 | " <td>9.236709</td>\n", |
||
| 515 | " <td>14.873521</td>\n", |
||
| 516 | " <td>0</td>\n", |
||
| 517 | " <td>0.492521</td>\n", |
||
| 518 | " <td>1.000000</td>\n", |
||
| 519 | " <td>0.031298</td>\n", |
||
| 520 | " <td>0.000000</td>\n", |
||
| 521 | " <td>{'C': 9.236708571873866, 'gamma': 14.873521072...</td>\n", |
||
| 522 | " </tr>\n", |
||
| 523 | " <tr>\n", |
||
| 524 | " <th>1250</th>\n", |
||
| 525 | " <td>rbf</td>\n", |
||
| 526 | " <td>1.373824</td>\n", |
||
| 527 | " <td>14.873521</td>\n", |
||
| 528 | " <td>0</td>\n", |
||
| 529 | " <td>0.492521</td>\n", |
||
| 530 | " <td>1.000000</td>\n", |
||
| 531 | " <td>0.031298</td>\n", |
||
| 532 | " <td>0.000000</td>\n", |
||
| 533 | " <td>{'C': 1.3738237958832638, 'gamma': 14.87352107...</td>\n", |
||
| 534 | " </tr>\n", |
||
| 535 | " <tr>\n", |
||
| 536 | " <th>1792</th>\n", |
||
| 537 | " <td>rbf</td>\n", |
||
| 538 | " <td>100.000000</td>\n", |
||
| 539 | " <td>23.950266</td>\n", |
||
| 540 | " <td>0</td>\n", |
||
| 541 | " <td>0.491827</td>\n", |
||
| 542 | " <td>1.000000</td>\n", |
||
| 543 | " <td>0.016153</td>\n", |
||
| 544 | " <td>0.000000</td>\n", |
||
| 545 | " <td>{'C': 100.0, 'gamma': 23.95026619987486, 'kern...</td>\n", |
||
| 546 | " </tr>\n", |
||
| 547 | " <tr>\n", |
||
| 548 | " <th>1252</th>\n", |
||
| 549 | " <td>rbf</td>\n", |
||
| 550 | " <td>1.373824</td>\n", |
||
| 551 | " <td>23.950266</td>\n", |
||
| 552 | " <td>0</td>\n", |
||
| 553 | " <td>0.491827</td>\n", |
||
| 554 | " <td>1.000000</td>\n", |
||
| 555 | " <td>0.016153</td>\n", |
||
| 556 | " <td>0.000000</td>\n", |
||
| 557 | " <td>{'C': 1.3738237958832638, 'gamma': 23.95026619...</td>\n", |
||
| 558 | " </tr>\n", |
||
| 559 | " <tr>\n", |
||
| 560 | " <th>1552</th>\n", |
||
| 561 | " <td>rbf</td>\n", |
||
| 562 | " <td>14.873521</td>\n", |
||
| 563 | " <td>23.950266</td>\n", |
||
| 564 | " <td>0</td>\n", |
||
| 565 | " <td>0.491827</td>\n", |
||
| 566 | " <td>1.000000</td>\n", |
||
| 567 | " <td>0.016153</td>\n", |
||
| 568 | " <td>0.000000</td>\n", |
||
| 569 | " <td>{'C': 14.873521072935118, 'gamma': 23.95026619...</td>\n", |
||
| 570 | " </tr>\n", |
||
| 571 | " <tr>\n", |
||
| 572 | " <th>1732</th>\n", |
||
| 573 | " <td>rbf</td>\n", |
||
| 574 | " <td>62.101694</td>\n", |
||
| 575 | " <td>23.950266</td>\n", |
||
| 576 | " <td>0</td>\n", |
||
| 577 | " <td>0.491827</td>\n", |
||
| 578 | " <td>1.000000</td>\n", |
||
| 579 | " <td>0.016153</td>\n", |
||
| 580 | " <td>0.000000</td>\n", |
||
| 581 | " <td>{'C': 62.10169418915616, 'gamma': 23.950266199...</td>\n", |
||
| 582 | " </tr>\n", |
||
| 583 | " <tr>\n", |
||
| 584 | " <th>1672</th>\n", |
||
| 585 | " <td>rbf</td>\n", |
||
| 586 | " <td>38.566204</td>\n", |
||
| 587 | " <td>23.950266</td>\n", |
||
| 588 | " <td>0</td>\n", |
||
| 589 | " <td>0.491827</td>\n", |
||
| 590 | " <td>1.000000</td>\n", |
||
| 591 | " <td>0.016153</td>\n", |
||
| 592 | " <td>0.000000</td>\n", |
||
| 593 | " <td>{'C': 38.56620421163472, 'gamma': 23.950266199...</td>\n", |
||
| 594 | " </tr>\n", |
||
| 595 | " <tr>\n", |
||
| 596 | " <th>1492</th>\n", |
||
| 597 | " <td>rbf</td>\n", |
||
| 598 | " <td>9.236709</td>\n", |
||
| 599 | " <td>23.950266</td>\n", |
||
| 600 | " <td>0</td>\n", |
||
| 601 | " <td>0.491827</td>\n", |
||
| 602 | " <td>1.000000</td>\n", |
||
| 603 | " <td>0.016153</td>\n", |
||
| 604 | " <td>0.000000</td>\n", |
||
| 605 | " <td>{'C': 9.236708571873866, 'gamma': 23.950266199...</td>\n", |
||
| 606 | " </tr>\n", |
||
| 607 | " <tr>\n", |
||
| 608 | " <th>1432</th>\n", |
||
| 609 | " <td>rbf</td>\n", |
||
| 610 | " <td>5.736153</td>\n", |
||
| 611 | " <td>23.950266</td>\n", |
||
| 612 | " <td>0</td>\n", |
||
| 613 | " <td>0.491827</td>\n", |
||
| 614 | " <td>1.000000</td>\n", |
||
| 615 | " <td>0.016153</td>\n", |
||
| 616 | " <td>0.000000</td>\n", |
||
| 617 | " <td>{'C': 5.736152510448681, 'gamma': 23.950266199...</td>\n", |
||
| 618 | " </tr>\n", |
||
| 619 | " <tr>\n", |
||
| 620 | " <th>1372</th>\n", |
||
| 621 | " <td>rbf</td>\n", |
||
| 622 | " <td>3.562248</td>\n", |
||
| 623 | " <td>23.950266</td>\n", |
||
| 624 | " <td>0</td>\n", |
||
| 625 | " <td>0.491827</td>\n", |
||
| 626 | " <td>1.000000</td>\n", |
||
| 627 | " <td>0.016153</td>\n", |
||
| 628 | " <td>0.000000</td>\n", |
||
| 629 | " <td>{'C': 3.562247890262444, 'gamma': 23.950266199...</td>\n", |
||
| 630 | " </tr>\n", |
||
| 631 | " <tr>\n", |
||
| 632 | " <th>1312</th>\n", |
||
| 633 | " <td>rbf</td>\n", |
||
| 634 | " <td>2.212216</td>\n", |
||
| 635 | " <td>23.950266</td>\n", |
||
| 636 | " <td>0</td>\n", |
||
| 637 | " <td>0.491827</td>\n", |
||
| 638 | " <td>1.000000</td>\n", |
||
| 639 | " <td>0.016153</td>\n", |
||
| 640 | " <td>0.000000</td>\n", |
||
| 641 | " <td>{'C': 2.21221629107045, 'gamma': 23.9502661998...</td>\n", |
||
| 642 | " </tr>\n", |
||
| 643 | " <tr>\n", |
||
| 644 | " <th>1612</th>\n", |
||
| 645 | " <td>rbf</td>\n", |
||
| 646 | " <td>23.950266</td>\n", |
||
| 647 | " <td>23.950266</td>\n", |
||
| 648 | " <td>0</td>\n", |
||
| 649 | " <td>0.491827</td>\n", |
||
| 650 | " <td>1.000000</td>\n", |
||
| 651 | " <td>0.016153</td>\n", |
||
| 652 | " <td>0.000000</td>\n", |
||
| 653 | " <td>{'C': 23.95026619987486, 'gamma': 23.950266199...</td>\n", |
||
| 654 | " </tr>\n", |
||
| 655 | " <tr>\n", |
||
| 656 | " <th>1788</th>\n", |
||
| 657 | " <td>rbf</td>\n", |
||
| 658 | " <td>100.000000</td>\n", |
||
| 659 | " <td>9.236709</td>\n", |
||
| 660 | " <td>0</td>\n", |
||
| 661 | " <td>0.468045</td>\n", |
||
| 662 | " <td>1.000000</td>\n", |
||
| 663 | " <td>0.036989</td>\n", |
||
| 664 | " <td>0.000000</td>\n", |
||
| 665 | " <td>{'C': 100.0, 'gamma': 9.236708571873866, 'kern...</td>\n", |
||
| 666 | " </tr>\n", |
||
| 667 | " <tr>\n", |
||
| 668 | " <th>1308</th>\n", |
||
| 669 | " <td>rbf</td>\n", |
||
| 670 | " <td>2.212216</td>\n", |
||
| 671 | " <td>9.236709</td>\n", |
||
| 672 | " <td>0</td>\n", |
||
| 673 | " <td>0.468045</td>\n", |
||
| 674 | " <td>1.000000</td>\n", |
||
| 675 | " <td>0.036989</td>\n", |
||
| 676 | " <td>0.000000</td>\n", |
||
| 677 | " <td>{'C': 2.21221629107045, 'gamma': 9.23670857187...</td>\n", |
||
| 678 | " </tr>\n", |
||
| 679 | " <tr>\n", |
||
| 680 | " <th>1728</th>\n", |
||
| 681 | " <td>rbf</td>\n", |
||
| 682 | " <td>62.101694</td>\n", |
||
| 683 | " <td>9.236709</td>\n", |
||
| 684 | " <td>0</td>\n", |
||
| 685 | " <td>0.468045</td>\n", |
||
| 686 | " <td>1.000000</td>\n", |
||
| 687 | " <td>0.036989</td>\n", |
||
| 688 | " <td>0.000000</td>\n", |
||
| 689 | " <td>{'C': 62.10169418915616, 'gamma': 9.2367085718...</td>\n", |
||
| 690 | " </tr>\n", |
||
| 691 | " <tr>\n", |
||
| 692 | " <th>1548</th>\n", |
||
| 693 | " <td>rbf</td>\n", |
||
| 694 | " <td>14.873521</td>\n", |
||
| 695 | " <td>9.236709</td>\n", |
||
| 696 | " <td>0</td>\n", |
||
| 697 | " <td>0.468045</td>\n", |
||
| 698 | " <td>1.000000</td>\n", |
||
| 699 | " <td>0.036989</td>\n", |
||
| 700 | " <td>0.000000</td>\n", |
||
| 701 | " <td>{'C': 14.873521072935118, 'gamma': 9.236708571...</td>\n", |
||
| 702 | " </tr>\n", |
||
| 703 | " <tr>\n", |
||
| 704 | " <th>1368</th>\n", |
||
| 705 | " <td>rbf</td>\n", |
||
| 706 | " <td>3.562248</td>\n", |
||
| 707 | " <td>9.236709</td>\n", |
||
| 708 | " <td>0</td>\n", |
||
| 709 | " <td>0.468045</td>\n", |
||
| 710 | " <td>1.000000</td>\n", |
||
| 711 | " <td>0.036989</td>\n", |
||
| 712 | " <td>0.000000</td>\n", |
||
| 713 | " <td>{'C': 3.562247890262444, 'gamma': 9.2367085718...</td>\n", |
||
| 714 | " </tr>\n", |
||
| 715 | " <tr>\n", |
||
| 716 | " <th>1488</th>\n", |
||
| 717 | " <td>rbf</td>\n", |
||
| 718 | " <td>9.236709</td>\n", |
||
| 719 | " <td>9.236709</td>\n", |
||
| 720 | " <td>0</td>\n", |
||
| 721 | " <td>0.468045</td>\n", |
||
| 722 | " <td>1.000000</td>\n", |
||
| 723 | " <td>0.036989</td>\n", |
||
| 724 | " <td>0.000000</td>\n", |
||
| 725 | " <td>{'C': 9.236708571873866, 'gamma': 9.2367085718...</td>\n", |
||
| 726 | " </tr>\n", |
||
| 727 | " <tr>\n", |
||
| 728 | " <th>1668</th>\n", |
||
| 729 | " <td>rbf</td>\n", |
||
| 730 | " <td>38.566204</td>\n", |
||
| 731 | " <td>9.236709</td>\n", |
||
| 732 | " <td>0</td>\n", |
||
| 733 | " <td>0.468045</td>\n", |
||
| 734 | " <td>1.000000</td>\n", |
||
| 735 | " <td>0.036989</td>\n", |
||
| 736 | " <td>0.000000</td>\n", |
||
| 737 | " <td>{'C': 38.56620421163472, 'gamma': 9.2367085718...</td>\n", |
||
| 738 | " </tr>\n", |
||
| 739 | " <tr>\n", |
||
| 740 | " <th>1608</th>\n", |
||
| 741 | " <td>rbf</td>\n", |
||
| 742 | " <td>23.950266</td>\n", |
||
| 743 | " <td>9.236709</td>\n", |
||
| 744 | " <td>0</td>\n", |
||
| 745 | " <td>0.468045</td>\n", |
||
| 746 | " <td>1.000000</td>\n", |
||
| 747 | " <td>0.036989</td>\n", |
||
| 748 | " <td>0.000000</td>\n", |
||
| 749 | " <td>{'C': 23.95026619987486, 'gamma': 9.2367085718...</td>\n", |
||
| 750 | " </tr>\n", |
||
| 751 | " <tr>\n", |
||
| 752 | " <th>1248</th>\n", |
||
| 753 | " <td>rbf</td>\n", |
||
| 754 | " <td>1.373824</td>\n", |
||
| 755 | " <td>9.236709</td>\n", |
||
| 756 | " <td>0</td>\n", |
||
| 757 | " <td>0.468045</td>\n", |
||
| 758 | " <td>1.000000</td>\n", |
||
| 759 | " <td>0.036989</td>\n", |
||
| 760 | " <td>0.000000</td>\n", |
||
| 761 | " <td>{'C': 1.3738237958832638, 'gamma': 9.236708571...</td>\n", |
||
| 762 | " </tr>\n", |
||
| 763 | " <tr>\n", |
||
| 764 | " <th>1428</th>\n", |
||
| 765 | " <td>rbf</td>\n", |
||
| 766 | " <td>5.736153</td>\n", |
||
| 767 | " <td>9.236709</td>\n", |
||
| 768 | " <td>0</td>\n", |
||
| 769 | " <td>0.468045</td>\n", |
||
| 770 | " <td>1.000000</td>\n", |
||
| 771 | " <td>0.036989</td>\n", |
||
| 772 | " <td>0.000000</td>\n", |
||
| 773 | " <td>{'C': 5.736152510448681, 'gamma': 9.2367085718...</td>\n", |
||
| 774 | " </tr>\n", |
||
| 775 | " </tbody>\n", |
||
| 776 | "</table>\n", |
||
| 777 | "<p>1800 rows × 9 columns</p>\n", |
||
| 778 | "</div>" |
||
| 779 | ], |
||
| 780 | "text/plain": [ |
||
| 781 | " param_kernel param_C param_gamma param_random_state \\\n", |
||
| 782 | "1467 sigmoid 9.236709 0.048939 0 \n", |
||
| 783 | "1527 sigmoid 14.873521 0.048939 0 \n", |
||
| 784 | "1407 sigmoid 5.736153 0.048939 0 \n", |
||
| 785 | "1770 rbf 100.000000 0.126896 0 \n", |
||
| 786 | "1231 sigmoid 1.373824 0.126896 0 \n", |
||
| 787 | "1703 sigmoid 62.101694 0.018874 0 \n", |
||
| 788 | "1649 sigmoid 38.566204 0.078805 0 \n", |
||
| 789 | "1763 sigmoid 100.000000 0.018874 0 \n", |
||
| 790 | "1594 rbf 23.950266 0.329034 0 \n", |
||
| 791 | "1772 rbf 100.000000 0.204336 0 \n", |
||
| 792 | "1712 rbf 62.101694 0.204336 0 \n", |
||
| 793 | "1705 sigmoid 62.101694 0.030392 0 \n", |
||
| 794 | "1349 sigmoid 3.562248 0.078805 0 \n", |
||
| 795 | "1291 sigmoid 2.212216 0.126896 0 \n", |
||
| 796 | "1347 sigmoid 3.562248 0.048939 0 \n", |
||
| 797 | "1765 sigmoid 100.000000 0.030392 0 \n", |
||
| 798 | "1534 rbf 14.873521 0.329034 0 \n", |
||
| 799 | "1409 sigmoid 5.736153 0.078805 0 \n", |
||
| 800 | "1350 rbf 3.562248 0.126896 0 \n", |
||
| 801 | "1170 rbf 0.853168 0.126896 0 \n", |
||
| 802 | "1230 rbf 1.373824 0.126896 0 \n", |
||
| 803 | "1714 rbf 62.101694 0.329034 0 \n", |
||
| 804 | "1645 sigmoid 38.566204 0.030392 0 \n", |
||
| 805 | "1520 rbf 14.873521 0.011721 0 \n", |
||
| 806 | "1654 rbf 38.566204 0.329034 0 \n", |
||
| 807 | "1229 sigmoid 1.373824 0.078805 0 \n", |
||
| 808 | "1465 sigmoid 9.236709 0.030392 0 \n", |
||
| 809 | "1759 sigmoid 100.000000 0.007279 0 \n", |
||
| 810 | "1639 sigmoid 38.566204 0.007279 0 \n", |
||
| 811 | "1652 rbf 38.566204 0.204336 0 \n", |
||
| 812 | "... ... ... ... ... \n", |
||
| 813 | "1790 rbf 100.000000 14.873521 0 \n", |
||
| 814 | "1430 rbf 5.736153 14.873521 0 \n", |
||
| 815 | "1730 rbf 62.101694 14.873521 0 \n", |
||
| 816 | "1370 rbf 3.562248 14.873521 0 \n", |
||
| 817 | "1550 rbf 14.873521 14.873521 0 \n", |
||
| 818 | "1670 rbf 38.566204 14.873521 0 \n", |
||
| 819 | "1310 rbf 2.212216 14.873521 0 \n", |
||
| 820 | "1610 rbf 23.950266 14.873521 0 \n", |
||
| 821 | "1490 rbf 9.236709 14.873521 0 \n", |
||
| 822 | "1250 rbf 1.373824 14.873521 0 \n", |
||
| 823 | "1792 rbf 100.000000 23.950266 0 \n", |
||
| 824 | "1252 rbf 1.373824 23.950266 0 \n", |
||
| 825 | "1552 rbf 14.873521 23.950266 0 \n", |
||
| 826 | "1732 rbf 62.101694 23.950266 0 \n", |
||
| 827 | "1672 rbf 38.566204 23.950266 0 \n", |
||
| 828 | "1492 rbf 9.236709 23.950266 0 \n", |
||
| 829 | "1432 rbf 5.736153 23.950266 0 \n", |
||
| 830 | "1372 rbf 3.562248 23.950266 0 \n", |
||
| 831 | "1312 rbf 2.212216 23.950266 0 \n", |
||
| 832 | "1612 rbf 23.950266 23.950266 0 \n", |
||
| 833 | "1788 rbf 100.000000 9.236709 0 \n", |
||
| 834 | "1308 rbf 2.212216 9.236709 0 \n", |
||
| 835 | "1728 rbf 62.101694 9.236709 0 \n", |
||
| 836 | "1548 rbf 14.873521 9.236709 0 \n", |
||
| 837 | "1368 rbf 3.562248 9.236709 0 \n", |
||
| 838 | "1488 rbf 9.236709 9.236709 0 \n", |
||
| 839 | "1668 rbf 38.566204 9.236709 0 \n", |
||
| 840 | "1608 rbf 23.950266 9.236709 0 \n", |
||
| 841 | "1248 rbf 1.373824 9.236709 0 \n", |
||
| 842 | "1428 rbf 5.736153 9.236709 0 \n", |
||
| 843 | "\n", |
||
| 844 | " mean_test_score mean_train_score std_test_score std_train_score \\\n", |
||
| 845 | "1467 0.704950 0.676351 0.051847 0.021118 \n", |
||
| 846 | "1527 0.697460 0.663911 0.043561 0.018025 \n", |
||
| 847 | "1407 0.691374 0.676547 0.064586 0.017041 \n", |
||
| 848 | "1770 0.690550 0.934506 0.066089 0.010535 \n", |
||
| 849 | "1231 0.685510 0.620721 0.051742 0.019407 \n", |
||
| 850 | "1703 0.683580 0.691920 0.055916 0.013977 \n", |
||
| 851 | "1649 0.683087 0.625302 0.031914 0.020393 \n", |
||
| 852 | "1763 0.683057 0.688661 0.061643 0.012275 \n", |
||
| 853 | "1594 0.682593 0.964882 0.089643 0.008720 \n", |
||
| 854 | "1772 0.682259 0.973359 0.077046 0.005554 \n", |
||
| 855 | "1712 0.682246 0.959333 0.078111 0.004287 \n", |
||
| 856 | "1705 0.681506 0.669661 0.076843 0.009931 \n", |
||
| 857 | "1349 0.680954 0.637815 0.074110 0.013096 \n", |
||
| 858 | "1291 0.678744 0.591435 0.049475 0.012008 \n", |
||
| 859 | "1347 0.678556 0.671839 0.052312 0.010032 \n", |
||
| 860 | "1765 0.678413 0.652139 0.052163 0.011748 \n", |
||
| 861 | "1534 0.678237 0.946666 0.081420 0.006430 \n", |
||
| 862 | "1409 0.677684 0.627026 0.080773 0.006785 \n", |
||
| 863 | "1350 0.675988 0.801314 0.058846 0.011939 \n", |
||
| 864 | "1170 0.675799 0.744820 0.059927 0.008552 \n", |
||
| 865 | "1230 0.675639 0.756591 0.062616 0.007832 \n", |
||
| 866 | "1714 0.675157 0.984555 0.077242 0.002139 \n", |
||
| 867 | "1645 0.674899 0.668847 0.055050 0.017679 \n", |
||
| 868 | "1520 0.674737 0.709110 0.056658 0.006895 \n", |
||
| 869 | "1654 0.674620 0.977527 0.081328 0.005858 \n", |
||
| 870 | "1229 0.674563 0.675441 0.057939 0.013220 \n", |
||
| 871 | "1465 0.674550 0.670956 0.065724 0.012069 \n", |
||
| 872 | "1759 0.674550 0.690089 0.060210 0.012497 \n", |
||
| 873 | "1639 0.674389 0.681358 0.054698 0.006724 \n", |
||
| 874 | "1652 0.673549 0.942928 0.089477 0.009427 \n", |
||
| 875 | "... ... ... ... ... \n", |
||
| 876 | "1790 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 877 | "1430 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 878 | "1730 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 879 | "1370 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 880 | "1550 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 881 | "1670 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 882 | "1310 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 883 | "1610 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 884 | "1490 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 885 | "1250 0.492521 1.000000 0.031298 0.000000 \n", |
||
| 886 | "1792 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 887 | "1252 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 888 | "1552 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 889 | "1732 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 890 | "1672 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 891 | "1492 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 892 | "1432 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 893 | "1372 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 894 | "1312 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 895 | "1612 0.491827 1.000000 0.016153 0.000000 \n", |
||
| 896 | "1788 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 897 | "1308 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 898 | "1728 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 899 | "1548 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 900 | "1368 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 901 | "1488 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 902 | "1668 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 903 | "1608 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 904 | "1248 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 905 | "1428 0.468045 1.000000 0.036989 0.000000 \n", |
||
| 906 | "\n", |
||
| 907 | " params \n", |
||
| 908 | "1467 {'C': 9.236708571873866, 'gamma': 0.0489390091... \n", |
||
| 909 | "1527 {'C': 14.873521072935118, 'gamma': 0.048939009... \n", |
||
| 910 | "1407 {'C': 5.736152510448681, 'gamma': 0.0489390091... \n", |
||
| 911 | "1770 {'C': 100.0, 'gamma': 0.12689610031679222, 'ke... \n", |
||
| 912 | "1231 {'C': 1.3738237958832638, 'gamma': 0.126896100... \n", |
||
| 913 | "1703 {'C': 62.10169418915616, 'gamma': 0.0188739182... \n", |
||
| 914 | "1649 {'C': 38.56620421163472, 'gamma': 0.0788046281... \n", |
||
| 915 | "1763 {'C': 100.0, 'gamma': 0.018873918221350976, 'k... \n", |
||
| 916 | "1594 {'C': 23.95026619987486, 'gamma': 0.3290344562... \n", |
||
| 917 | "1772 {'C': 100.0, 'gamma': 0.20433597178569418, 'ke... \n", |
||
| 918 | "1712 {'C': 62.10169418915616, 'gamma': 0.2043359717... \n", |
||
| 919 | "1705 {'C': 62.10169418915616, 'gamma': 0.0303919538... \n", |
||
| 920 | "1349 {'C': 3.562247890262444, 'gamma': 0.0788046281... \n", |
||
| 921 | "1291 {'C': 2.21221629107045, 'gamma': 0.12689610031... \n", |
||
| 922 | "1347 {'C': 3.562247890262444, 'gamma': 0.0489390091... \n", |
||
| 923 | "1765 {'C': 100.0, 'gamma': 0.03039195382313198, 'ke... \n", |
||
| 924 | "1534 {'C': 14.873521072935118, 'gamma': 0.329034456... \n", |
||
| 925 | "1409 {'C': 5.736152510448681, 'gamma': 0.0788046281... \n", |
||
| 926 | "1350 {'C': 3.562247890262444, 'gamma': 0.1268961003... \n", |
||
| 927 | "1170 {'C': 0.8531678524172805, 'gamma': 0.126896100... \n", |
||
| 928 | "1230 {'C': 1.3738237958832638, 'gamma': 0.126896100... \n", |
||
| 929 | "1714 {'C': 62.10169418915616, 'gamma': 0.3290344562... \n", |
||
| 930 | "1645 {'C': 38.56620421163472, 'gamma': 0.0303919538... \n", |
||
| 931 | "1520 {'C': 14.873521072935118, 'gamma': 0.011721022... \n", |
||
| 932 | "1654 {'C': 38.56620421163472, 'gamma': 0.3290344562... \n", |
||
| 933 | "1229 {'C': 1.3738237958832638, 'gamma': 0.078804628... \n", |
||
| 934 | "1465 {'C': 9.236708571873866, 'gamma': 0.0303919538... \n", |
||
| 935 | "1759 {'C': 100.0, 'gamma': 0.007278953843983146, 'k... \n", |
||
| 936 | "1639 {'C': 38.56620421163472, 'gamma': 0.0072789538... \n", |
||
| 937 | "1652 {'C': 38.56620421163472, 'gamma': 0.2043359717... \n", |
||
| 938 | "... ... \n", |
||
| 939 | "1790 {'C': 100.0, 'gamma': 14.873521072935118, 'ker... \n", |
||
| 940 | "1430 {'C': 5.736152510448681, 'gamma': 14.873521072... \n", |
||
| 941 | "1730 {'C': 62.10169418915616, 'gamma': 14.873521072... \n", |
||
| 942 | "1370 {'C': 3.562247890262444, 'gamma': 14.873521072... \n", |
||
| 943 | "1550 {'C': 14.873521072935118, 'gamma': 14.87352107... \n", |
||
| 944 | "1670 {'C': 38.56620421163472, 'gamma': 14.873521072... \n", |
||
| 945 | "1310 {'C': 2.21221629107045, 'gamma': 14.8735210729... \n", |
||
| 946 | "1610 {'C': 23.95026619987486, 'gamma': 14.873521072... \n", |
||
| 947 | "1490 {'C': 9.236708571873866, 'gamma': 14.873521072... \n", |
||
| 948 | "1250 {'C': 1.3738237958832638, 'gamma': 14.87352107... \n", |
||
| 949 | "1792 {'C': 100.0, 'gamma': 23.95026619987486, 'kern... \n", |
||
| 950 | "1252 {'C': 1.3738237958832638, 'gamma': 23.95026619... \n", |
||
| 951 | "1552 {'C': 14.873521072935118, 'gamma': 23.95026619... \n", |
||
| 952 | "1732 {'C': 62.10169418915616, 'gamma': 23.950266199... \n", |
||
| 953 | "1672 {'C': 38.56620421163472, 'gamma': 23.950266199... \n", |
||
| 954 | "1492 {'C': 9.236708571873866, 'gamma': 23.950266199... \n", |
||
| 955 | "1432 {'C': 5.736152510448681, 'gamma': 23.950266199... \n", |
||
| 956 | "1372 {'C': 3.562247890262444, 'gamma': 23.950266199... \n", |
||
| 957 | "1312 {'C': 2.21221629107045, 'gamma': 23.9502661998... \n", |
||
| 958 | "1612 {'C': 23.95026619987486, 'gamma': 23.950266199... \n", |
||
| 959 | "1788 {'C': 100.0, 'gamma': 9.236708571873866, 'kern... \n", |
||
| 960 | "1308 {'C': 2.21221629107045, 'gamma': 9.23670857187... \n", |
||
| 961 | "1728 {'C': 62.10169418915616, 'gamma': 9.2367085718... \n", |
||
| 962 | "1548 {'C': 14.873521072935118, 'gamma': 9.236708571... \n", |
||
| 963 | "1368 {'C': 3.562247890262444, 'gamma': 9.2367085718... \n", |
||
| 964 | "1488 {'C': 9.236708571873866, 'gamma': 9.2367085718... \n", |
||
| 965 | "1668 {'C': 38.56620421163472, 'gamma': 9.2367085718... \n", |
||
| 966 | "1608 {'C': 23.95026619987486, 'gamma': 9.2367085718... \n", |
||
| 967 | "1248 {'C': 1.3738237958832638, 'gamma': 9.236708571... \n", |
||
| 968 | "1428 {'C': 5.736152510448681, 'gamma': 9.2367085718... \n", |
||
| 969 | "\n", |
||
| 970 | "[1800 rows x 9 columns]" |
||
| 971 | ] |
||
| 972 | }, |
||
| 973 | "execution_count": 1, |
||
| 974 | "metadata": {}, |
||
| 975 | "output_type": "execute_result" |
||
| 976 | } |
||
| 977 | ], |
||
| 978 | "source": [ |
||
| 979 | "import numpy as np\n", |
||
| 980 | "import pandas as pd\n", |
||
| 981 | "from sklearn import svm\n", |
||
| 982 | "from sklearn.model_selection import GridSearchCV\n", |
||
| 983 | "from sklearn.metrics import roc_auc_score, make_scorer\n", |
||
| 984 | "from preprocessing import preprocessing, get_train_and_test, standardize_features\n", |
||
| 985 | "\n", |
||
| 986 | "import warnings\n", |
||
| 987 | "warnings.filterwarnings('ignore')\n", |
||
| 988 | "\n", |
||
| 989 | "x_values, y_values = preprocessing()\n", |
||
| 990 | "x_train, x_test, y_train, y_test = get_train_and_test(x_values, y_values)\n", |
||
| 991 | "x_train, x_test = standardize_features(x_train, x_test)\n", |
||
| 992 | "\n", |
||
| 993 | "param_grid = {\n", |
||
| 994 | " 'kernel': ['rbf', 'sigmoid'],\n", |
||
| 995 | " 'C': np.logspace(-4, 2, num=30),\n", |
||
| 996 | " 'gamma':np.logspace(-4, 2, num=30),\n", |
||
| 997 | " 'random_state':[0]\n", |
||
| 998 | "}\n", |
||
| 999 | "grid = GridSearchCV(svm.SVC(), param_grid, scoring=make_scorer(roc_auc_score), cv=10)\n", |
||
| 1000 | "grid.fit(x_train, y_train)\n", |
||
| 1001 | "\n", |
||
| 1002 | "df = pd.DataFrame(grid.cv_results_)\n", |
||
| 1003 | "cols_to_keep = ['param_' + k for k in param_grid.keys()] +\\\n", |
||
| 1004 | " [\"mean_test_score\", \"mean_train_score\", \"std_test_score\", \"std_train_score\",\"params\"] \n", |
||
| 1005 | "df_output = df[cols_to_keep].fillna('-')\n", |
||
| 1006 | "df_output.sort_values(by=[\"mean_test_score\"], ascending=False)" |
||
| 1007 | ] |
||
| 1008 | }, |
||
| 1009 | { |
||
| 1010 | "cell_type": "code", |
||
| 1011 | "execution_count": 2, |
||
| 1012 | "metadata": {}, |
||
| 1013 | "outputs": [ |
||
| 1014 | { |
||
| 1015 | "name": "stdout", |
||
| 1016 | "output_type": "stream", |
||
| 1017 | "text": [ |
||
| 1018 | "{'C': 9.236708571873866, 'gamma': 0.04893900918477494, 'kernel': 'sigmoid', 'random_state': 0}\n" |
||
| 1019 | ] |
||
| 1020 | }, |
||
| 1021 | { |
||
| 1022 | "data": { |
||
| 1023 | "text/plain": [ |
||
| 1024 | "(0.6427479855515422, 0.6607748184019371)" |
||
| 1025 | ] |
||
| 1026 | }, |
||
| 1027 | "execution_count": 2, |
||
| 1028 | "metadata": {}, |
||
| 1029 | "output_type": "execute_result" |
||
| 1030 | } |
||
| 1031 | ], |
||
| 1032 | "source": [ |
||
| 1033 | "df_output = df[cols_to_keep].fillna('-')\n", |
||
| 1034 | "best_params = df_output.sort_values(by=[\"mean_test_score\"], ascending=False)['params'].iloc[0]\n", |
||
| 1035 | "print(best_params)\n", |
||
| 1036 | "\n", |
||
| 1037 | "clf = svm.SVC()\n", |
||
| 1038 | "clf.set_params(**best_params)\n", |
||
| 1039 | "clf.fit(x_train, y_train)\n", |
||
| 1040 | "\n", |
||
| 1041 | "roc_auc_score(y_train, clf.predict(x_train)), roc_auc_score(y_test, clf.predict(x_test))" |
||
| 1042 | ] |
||
| 1043 | }, |
||
| 1044 | { |
||
| 1045 | "cell_type": "code", |
||
| 1046 | "execution_count": null, |
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| 1047 | "metadata": {}, |
||
| 1048 | "outputs": [], |
||
| 1049 | "source": [] |
||
| 1050 | } |
||
| 1051 | ], |
||
| 1052 | "metadata": { |
||
| 1053 | "kernelspec": { |
||
| 1054 | "display_name": "Python 3", |
||
| 1055 | "language": "python", |
||
| 1056 | "name": "python3" |
||
| 1057 | }, |
||
| 1058 | "language_info": { |
||
| 1059 | "codemirror_mode": { |
||
| 1060 | "name": "ipython", |
||
| 1061 | "version": 3 |
||
| 1062 | }, |
||
| 1063 | "file_extension": ".py", |
||
| 1064 | "mimetype": "text/x-python", |
||
| 1065 | "name": "python", |
||
| 1066 | "nbconvert_exporter": "python", |
||
| 1067 | "pygments_lexer": "ipython3", |
||
| 1068 | "version": "3.6.5" |
||
| 1069 | } |
||
| 1070 | }, |
||
| 1071 | "nbformat": 4, |
||
| 1072 | "nbformat_minor": 2 |
||
| 1073 | } |