\n", 91 | " | FLAIR | \n", 92 | "PD | \n", 93 | "T1 | \n", 94 | "T2 | \n", 95 | "FLAIR_10 | \n", 96 | "PD_10 | \n", 97 | "T1_10 | \n", 98 | "T2_10 | \n", 99 | "FLAIR_20 | \n", 100 | "PD_20 | \n", 101 | "T1_20 | \n", 102 | "T2_20 | \n", 103 | "GOLD_Lesions | \n", 104 | "y | \n", 105 | "x | \n", 106 | "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", 111 | "1.143692 | \n", 112 | "1.586219 | \n", 113 | "-0.799859 | \n", 114 | "1.634467 | \n", 115 | "0.437568 | \n", 116 | "0.823800 | \n", 117 | "-0.002059 | \n", 118 | "0.573663 | \n", 119 | "0.279832 | \n", 120 | "0.548341 | \n", 121 | "0.219136 | \n", 122 | "0.298662 | \n", 123 | "0 | \n", 124 | "1 | \n", 125 | "1.181648 | \n", 126 | "
1 | \n", 129 | "1.652552 | \n", 130 | "1.766672 | \n", 131 | "-1.250992 | \n", 132 | "0.921230 | \n", 133 | "0.663037 | \n", 134 | "0.880250 | \n", 135 | "-0.422060 | \n", 136 | "0.542597 | \n", 137 | "0.422182 | \n", 138 | "0.549711 | \n", 139 | "0.061573 | \n", 140 | "0.280972 | \n", 141 | "0 | \n", 142 | "1 | \n", 143 | "1.426453 | \n", 144 | "
2 | \n", 147 | "1.036099 | \n", 148 | "0.262042 | \n", 149 | "-0.858565 | \n", 150 | "-0.058211 | \n", 151 | "-0.044280 | \n", 152 | "-0.308569 | \n", 153 | "0.014766 | \n", 154 | "-0.256075 | \n", 155 | "-0.136532 | \n", 156 | "-0.350905 | \n", 157 | "0.020673 | \n", 158 | "-0.259914 | \n", 159 | "0 | \n", 160 | "0 | \n", 161 | "-0.614749 | \n", 162 | "
3 | \n", 165 | "1.037692 | \n", 166 | "0.011104 | \n", 167 | "-1.228796 | \n", 168 | "-0.470222 | \n", 169 | "-0.013971 | \n", 170 | "-0.000498 | \n", 171 | "-0.395575 | \n", 172 | "-0.221900 | \n", 173 | "0.000807 | \n", 174 | "-0.003085 | \n", 175 | "-0.193249 | \n", 176 | "-0.139284 | \n", 177 | "0 | \n", 178 | "0 | \n", 179 | "-0.955175 | \n", 180 | "
4 | \n", 183 | "1.580589 | \n", 184 | "1.730152 | \n", 185 | "-0.860949 | \n", 186 | "1.245609 | \n", 187 | "0.617957 | \n", 188 | "0.866352 | \n", 189 | "-0.099919 | \n", 190 | "0.384261 | \n", 191 | "0.391133 | \n", 192 | "0.608826 | \n", 193 | "0.071648 | \n", 194 | "0.340601 | \n", 195 | "0 | \n", 196 | "1 | \n", 197 | "1.376909 | \n", 198 | "
Dep. Variable: | y | No. Observations: | 100 | \n", 254 | "
---|---|---|---|
Model: | Logit | Df Residuals: | 98 | \n", 257 | "
Method: | MLE | Df Model: | 1 | \n", 260 | "
Date: | Wed, 30 Sep 2020 | Pseudo R-squ.: | 0.3827 | \n", 263 | "
Time: | 02:50:12 | Log-Likelihood: | -42.785 | \n", 266 | "
converged: | True | LL-Null: | -69.315 | \n", 269 | "
Covariance Type: | nonrobust | LLR p-value: | 3.238e-13 | \n", 272 | "
coef | std err | z | P>|z| | [0.025 | 0.975] | \n", 277 | "|
---|---|---|---|---|---|---|
Intercept | 0.0367 | 0.269 | 0.136 | 0.892 | -0.491 | 0.565 | \n", 280 | "
x | 2.2226 | 0.436 | 5.095 | 0.000 | 1.368 | 3.078 | \n", 283 | "
\n", 96 | " | y | \n", 97 | "x1 | \n", 98 | "x2 | \n", 99 | "x3 | \n", 100 | "x4 | \n", 101 | "x5 | \n", 102 | "x6 | \n", 103 | "
---|---|---|---|---|---|---|---|
0 | \n", 108 | "1.586219 | \n", 109 | "-0.841279 | \n", 110 | "-0.904128 | \n", 111 | "1.466353 | \n", 112 | "0.556695 | \n", 113 | "-0.569218 | \n", 114 | "1.921010 | \n", 115 | "
1 | \n", 118 | "1.766672 | \n", 119 | "-0.049795 | \n", 120 | "-1.501128 | \n", 121 | "0.534121 | \n", 122 | "1.403361 | \n", 123 | "-1.811374 | \n", 124 | "1.800152 | \n", 125 | "
2 | \n", 128 | "0.262042 | \n", 129 | "-1.008629 | \n", 130 | "-0.981815 | \n", 131 | "-0.746050 | \n", 132 | "-1.252711 | \n", 133 | "-0.519458 | \n", 134 | "-1.307041 | \n", 135 | "
3 | \n", 138 | "0.011104 | \n", 139 | "-1.006151 | \n", 140 | "-1.471756 | \n", 141 | "-1.284565 | \n", 142 | "-1.138899 | \n", 143 | "-1.733044 | \n", 144 | "-1.174082 | \n", 145 | "
4 | \n", 148 | "1.730152 | \n", 149 | "-0.161726 | \n", 150 | "-0.984970 | \n", 151 | "0.958099 | \n", 152 | "1.234082 | \n", 153 | "-0.858639 | \n", 154 | "1.184153 | \n", 155 | "
\n", 90 | " | FLAIR | \n", 91 | "PD | \n", 92 | "T1 | \n", 93 | "T2 | \n", 94 | "FLAIR_10 | \n", 95 | "PD_10 | \n", 96 | "T1_10 | \n", 97 | "T2_10 | \n", 98 | "FLAIR_20 | \n", 99 | "PD_20 | \n", 100 | "T1_20 | \n", 101 | "T2_20 | \n", 102 | "GOLD_Lesions | \n", 103 | "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", 108 | "1.143692 | \n", 109 | "1.586219 | \n", 110 | "-0.799859 | \n", 111 | "1.634467 | \n", 112 | "0.437568 | \n", 113 | "0.823800 | \n", 114 | "-0.002059 | \n", 115 | "0.573663 | \n", 116 | "0.279832 | \n", 117 | "0.548341 | \n", 118 | "0.219136 | \n", 119 | "0.298662 | \n", 120 | "0 | \n", 121 | "
1 | \n", 124 | "1.652552 | \n", 125 | "1.766672 | \n", 126 | "-1.250992 | \n", 127 | "0.921230 | \n", 128 | "0.663037 | \n", 129 | "0.880250 | \n", 130 | "-0.422060 | \n", 131 | "0.542597 | \n", 132 | "0.422182 | \n", 133 | "0.549711 | \n", 134 | "0.061573 | \n", 135 | "0.280972 | \n", 136 | "0 | \n", 137 | "
2 | \n", 140 | "1.036099 | \n", 141 | "0.262042 | \n", 142 | "-0.858565 | \n", 143 | "-0.058211 | \n", 144 | "-0.044280 | \n", 145 | "-0.308569 | \n", 146 | "0.014766 | \n", 147 | "-0.256075 | \n", 148 | "-0.136532 | \n", 149 | "-0.350905 | \n", 150 | "0.020673 | \n", 151 | "-0.259914 | \n", 152 | "0 | \n", 153 | "
3 | \n", 156 | "1.037692 | \n", 157 | "0.011104 | \n", 158 | "-1.228796 | \n", 159 | "-0.470222 | \n", 160 | "-0.013971 | \n", 161 | "-0.000498 | \n", 162 | "-0.395575 | \n", 163 | "-0.221900 | \n", 164 | "0.000807 | \n", 165 | "-0.003085 | \n", 166 | "-0.193249 | \n", 167 | "-0.139284 | \n", 168 | "0 | \n", 169 | "
4 | \n", 172 | "1.580589 | \n", 173 | "1.730152 | \n", 174 | "-0.860949 | \n", 175 | "1.245609 | \n", 176 | "0.617957 | \n", 177 | "0.866352 | \n", 178 | "-0.099919 | \n", 179 | "0.384261 | \n", 180 | "0.391133 | \n", 181 | "0.608826 | \n", 182 | "0.071648 | \n", 183 | "0.340601 | \n", 184 | "0 | \n", 185 | "
\n", 82 | " | Region | \n", 83 | "Fertility | \n", 84 | "Agriculture | \n", 85 | "Examination | \n", 86 | "Education | \n", 87 | "Catholic | \n", 88 | "Infant.Mortality | \n", 89 | "
---|---|---|---|---|---|---|---|
0 | \n", 94 | "Courtelary | \n", 95 | "80.2 | \n", 96 | "17.0 | \n", 97 | "15 | \n", 98 | "12 | \n", 99 | "9.96 | \n", 100 | "22.2 | \n", 101 | "
1 | \n", 104 | "Delemont | \n", 105 | "83.1 | \n", 106 | "45.1 | \n", 107 | "6 | \n", 108 | "9 | \n", 109 | "84.84 | \n", 110 | "22.2 | \n", 111 | "
2 | \n", 114 | "Franches-Mnt | \n", 115 | "92.5 | \n", 116 | "39.7 | \n", 117 | "5 | \n", 118 | "5 | \n", 119 | "93.40 | \n", 120 | "20.2 | \n", 121 | "
3 | \n", 124 | "Moutier | \n", 125 | "85.8 | \n", 126 | "36.5 | \n", 127 | "12 | \n", 128 | "7 | \n", 129 | "33.77 | \n", 130 | "20.3 | \n", 131 | "
4 | \n", 134 | "Neuveville | \n", 135 | "76.9 | \n", 136 | "43.5 | \n", 137 | "17 | \n", 138 | "15 | \n", 139 | "5.16 | \n", 140 | "20.6 | \n", 141 | "
\n", 81 | " | FLAIR | \n", 82 | "PD | \n", 83 | "T1 | \n", 84 | "T2 | \n", 85 | "FLAIR_10 | \n", 86 | "PD_10 | \n", 87 | "T1_10 | \n", 88 | "T2_10 | \n", 89 | "FLAIR_20 | \n", 90 | "PD_20 | \n", 91 | "T1_20 | \n", 92 | "T2_20 | \n", 93 | "GOLD_Lesions | \n", 94 | "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", 99 | "1.143692 | \n", 100 | "1.586219 | \n", 101 | "-0.799859 | \n", 102 | "1.634467 | \n", 103 | "0.437568 | \n", 104 | "0.823800 | \n", 105 | "-0.002059 | \n", 106 | "0.573663 | \n", 107 | "0.279832 | \n", 108 | "0.548341 | \n", 109 | "0.219136 | \n", 110 | "0.298662 | \n", 111 | "0 | \n", 112 | "
1 | \n", 115 | "1.652552 | \n", 116 | "1.766672 | \n", 117 | "-1.250992 | \n", 118 | "0.921230 | \n", 119 | "0.663037 | \n", 120 | "0.880250 | \n", 121 | "-0.422060 | \n", 122 | "0.542597 | \n", 123 | "0.422182 | \n", 124 | "0.549711 | \n", 125 | "0.061573 | \n", 126 | "0.280972 | \n", 127 | "0 | \n", 128 | "
2 | \n", 131 | "1.036099 | \n", 132 | "0.262042 | \n", 133 | "-0.858565 | \n", 134 | "-0.058211 | \n", 135 | "-0.044280 | \n", 136 | "-0.308569 | \n", 137 | "0.014766 | \n", 138 | "-0.256075 | \n", 139 | "-0.136532 | \n", 140 | "-0.350905 | \n", 141 | "0.020673 | \n", 142 | "-0.259914 | \n", 143 | "0 | \n", 144 | "
3 | \n", 147 | "1.037692 | \n", 148 | "0.011104 | \n", 149 | "-1.228796 | \n", 150 | "-0.470222 | \n", 151 | "-0.013971 | \n", 152 | "-0.000498 | \n", 153 | "-0.395575 | \n", 154 | "-0.221900 | \n", 155 | "0.000807 | \n", 156 | "-0.003085 | \n", 157 | "-0.193249 | \n", 158 | "-0.139284 | \n", 159 | "0 | \n", 160 | "
4 | \n", 163 | "1.580589 | \n", 164 | "1.730152 | \n", 165 | "-0.860949 | \n", 166 | "1.245609 | \n", 167 | "0.617957 | \n", 168 | "0.866352 | \n", 169 | "-0.099919 | \n", 170 | "0.384261 | \n", 171 | "0.391133 | \n", 172 | "0.608826 | \n", 173 | "0.071648 | \n", 174 | "0.340601 | \n", 175 | "0 | \n", 176 | "