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tmountain/gist:6550e9851997ea0deba55a1cd9a972d5

Created April 19, 2018 21:46
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gistfile1.txt
Optimization terminated successfully.
Current function value: 0.375376
Iterations: 6
Function evaluations: 6339
Logit Regression Results
==============================================================================
Dep. Variable: agency No. Observations: 31414
Model: Logit Df Residuals: 31315
Method: MLE Df Model: 98
Date: Thu, 19 Apr 2018 Pseudo R-squ.: 0.4584
Time: 17:45:51 Log-Likelihood: -11792.
converged: True LL-Null: -21775.
LLR p-value: 0.000
==============================================================================
coef std err z P>|z| [0.025 0.975]
------------------------------------------------------------------------------
kw0 -0.5357 0.196 -2.727 0.006 -0.921 -0.151
kw1 -1.6410 0.204 -8.031 0.000 -2.041 -1.241
kw2 -0.1606 0.051 -3.141 0.002 -0.261 -0.060
kw3 -1.5774 0.171 -9.216 0.000 -1.913 -1.242
kw4 -0.8038 0.204 -3.940 0.000 -1.204 -0.404
kw5 0.0940 0.070 1.349 0.177 -0.043 0.230
kw6 -1.1999 0.756 -1.587 0.112 -2.682 0.282
kw7 1.6467 0.071 23.199 0.000 1.508 1.786
kw8 1.1452 0.087 13.212 0.000 0.975 1.315
kw9 1.8527 0.188 9.831 0.000 1.483 2.222
kw10 1.2908 0.145 8.877 0.000 1.006 1.576
kw11 1.7727 1.049 1.690 0.091 -0.283 3.828
kw12 -0.4629 2.98e+06 -1.55e-07 1.000 -5.85e+06 5.85e+06
kw13 0.0011 2.77e+06 3.91e-10 1.000 -5.43e+06 5.43e+06
kw14 -0.1388 0.375 -0.370 0.712 -0.874 0.597
kw15 -0.1968 0.434 -0.453 0.650 -1.048 0.654
kw16 -1.3766 0.270 -5.094 0.000 -1.906 -0.847
kw17 -0.9919 0.171 -5.810 0.000 -1.327 -0.657
kw18 -0.9069 0.128 -7.075 0.000 -1.158 -0.656
kw19 -1.8404 0.159 -11.560 0.000 -2.152 -1.528
kw20 0.2613 0.075 3.499 0.000 0.115 0.408
kw21 1.0075 0.087 11.533 0.000 0.836 1.179
kw22 -0.4066 0.065 -6.241 0.000 -0.534 -0.279
kw23 1.0892 0.063 17.321 0.000 0.966 1.212
kw24 -2.6632 0.328 -8.124 0.000 -3.306 -2.021
kw25 1.1555 0.137 8.446 0.000 0.887 1.424
kw26 1.4243 0.132 10.830 0.000 1.167 1.682
kw27 0.8419 0.083 10.084 0.000 0.678 1.005
kw28 0.9238 0.125 7.412 0.000 0.680 1.168
kw29 0.6772 0.112 6.021 0.000 0.457 0.898
kw30 0.2637 0.367 0.719 0.472 -0.455 0.983
kw31 -1.4383 0.265 -5.430 0.000 -1.957 -0.919
kw32 1.6244 1.731 0.938 0.348 -1.769 5.018
kw33 -1.0451 0.341 -3.063 0.002 -1.714 -0.376
kw34 -0.4781 0.307 -1.559 0.119 -1.079 0.123
kw35 -0.1498 0.316 -0.475 0.635 -0.768 0.469
kw36 -0.4090 0.306 -1.337 0.181 -1.009 0.191
kw37 -1.6130 0.161 -10.041 0.000 -1.928 -1.298
kw38 1.2804 0.145 8.806 0.000 0.995 1.565
kw39 1.5724 0.213 7.390 0.000 1.155 1.989
kw40 1.3954 0.164 8.496 0.000 1.073 1.717
kw41 1.4433 0.185 7.803 0.000 1.081 1.806
kw42 0.9774 0.135 7.264 0.000 0.714 1.241
kw43 0.1688 2.91e+06 5.8e-08 1.000 -5.7e+06 5.7e+06
kw44 0.4556 0.126 3.622 0.000 0.209 0.702
kw45 1.1319 0.131 8.668 0.000 0.876 1.388
kw46 1.2803 0.167 7.678 0.000 0.953 1.607
kw47 -0.3931 2.676 -0.147 0.883 -5.637 4.851
kw48 -1.6436 0.208 -7.914 0.000 -2.051 -1.237
kw49 -1.4155 0.314 -4.507 0.000 -2.031 -0.800
kw50 0.2643 0.058 4.559 0.000 0.151 0.378
kw51 0.4334 0.086 5.024 0.000 0.264 0.602
kw52 -0.2742 0.099 -2.757 0.006 -0.469 -0.079
kw53 -2.0052 0.388 -5.170 0.000 -2.765 -1.245
kw54 2.2056 0.250 8.839 0.000 1.717 2.695
kw55 -0.5985 0.058 -10.326 0.000 -0.712 -0.485
kw56 3.2408 0.625 5.182 0.000 2.015 4.467
kw57 2.7394 0.312 8.789 0.000 2.129 3.350
kw58 -0.2729 0.114 -2.394 0.017 -0.496 -0.049
kw59 -0.3914 0.166 -2.362 0.018 -0.716 -0.067
kw60 -0.3925 0.078 -5.048 0.000 -0.545 -0.240
kw61 -3.0110 0.720 -4.185 0.000 -4.421 -1.601
kw62 -3.2125 0.868 -3.703 0.000 -4.913 -1.512
kw63 -2.3702 0.880 -2.692 0.007 -4.096 -0.645
kw64 0.8724 0.196 4.462 0.000 0.489 1.256
kw65 1.0386 0.241 4.301 0.000 0.565 1.512
kw66 -0.1164 0.087 -1.335 0.182 -0.287 0.054
kw67 -0.3120 0.265 -1.177 0.239 -0.831 0.208
kw68 -0.5547 0.085 -6.539 0.000 -0.721 -0.388
kw69 -0.2410 0.034 -6.988 0.000 -0.309 -0.173
kw70 1.7002 0.156 10.898 0.000 1.394 2.006
kw71 1.2747 0.096 13.309 0.000 1.087 1.462
kw72 2.4744 0.102 24.231 0.000 2.274 2.675
kw73 1.2927 0.213 6.082 0.000 0.876 1.709
kw74 -0.5225 0.162 -3.216 0.001 -0.841 -0.204
kw75 1.4609 0.168 8.680 0.000 1.131 1.791
kw76 1.3459 0.210 6.403 0.000 0.934 1.758
kw77 -1.0148 0.651 -1.559 0.119 -2.290 0.261
kw78 0.9777 0.160 6.101 0.000 0.664 1.292
kw79 1.1332 0.154 7.342 0.000 0.831 1.436
kw80 0.9788 0.155 6.318 0.000 0.675 1.283
kw81 1.4175 0.178 7.970 0.000 1.069 1.766
kw82 -0.4926 0.061 -8.029 0.000 -0.613 -0.372
kw83 -0.7175 0.203 -3.527 0.000 -1.116 -0.319
kw84 -0.2958 0.199 -1.488 0.137 -0.685 0.094
kw85 -0.7120 0.311 -2.293 0.022 -1.321 -0.103
kw86 -1.0026 0.397 -2.525 0.012 -1.781 -0.224
kw87 -1.5660 0.739 -2.119 0.034 -3.015 -0.117
kw88 1.4630 0.202 7.248 0.000 1.067 1.859
kw89 0.5321 0.047 11.292 0.000 0.440 0.624
kw90 1.7634 0.232 7.615 0.000 1.309 2.217
kw91 0.8311 0.111 7.472 0.000 0.613 1.049
kw92 1.2521 0.069 18.043 0.000 1.116 1.388
kw93 1.6658 0.190 8.758 0.000 1.293 2.039
kw94 2.1214 0.299 7.103 0.000 1.536 2.707
kw95 0.4639 0.102 4.536 0.000 0.263 0.664
kw96 1.1860 0.172 6.894 0.000 0.849 1.523
kw97 0.5854 0.178 3.283 0.001 0.236 0.935
kw98 0.9954 0.143 6.963 0.000 0.715 1.276
kw99 1.6008 0.240 6.683 0.000 1.131 2.070
int -0.9083 0.031 -29.244 0.000 -0.969 -0.847
==============================================================================
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