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tmountain/gist:92c1ca3fe9690260e620f2378bef1d55

Created April 19, 2018 21:32
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RFE Top 100 Terms
Raw
gistfile1.txt
Optimization terminated successfully.
Current function value: 0.272877
Iterations: 8
Function evaluations: 8498
Logit Regression Results
==============================================================================
Dep. Variable: agency No. Observations: 31414
Model: Logit Df Residuals: 31313
Method: MLE Df Model: 100
Date: Thu, 19 Apr 2018 Pseudo R-squ.: 0.6063
Time: 17:31:49 Log-Likelihood: -8572.2
converged: True LL-Null: -21775.
LLR p-value: 0.000
==============================================================================
coef std err z P>|z| [0.025 0.975]
------------------------------------------------------------------------------
kw7 0.9711 0.088 10.976 0.000 0.798 1.144
kw8 0.8940 0.106 8.442 0.000 0.686 1.102
kw9 1.2547 0.220 5.703 0.000 0.824 1.686
kw16 -1.2882 0.336 -3.838 0.000 -1.946 -0.630
kw19 -1.2045 0.185 -6.512 0.000 -1.567 -0.842
kw24 -1.9068 0.340 -5.616 0.000 -2.572 -1.241
kw31 -0.9637 0.293 -3.292 0.001 -1.537 -0.390
kw37 -1.0627 0.192 -5.540 0.000 -1.439 -0.687
kw39 1.3147 0.233 5.645 0.000 0.858 1.771
kw40 1.2630 0.184 6.875 0.000 0.903 1.623
kw41 1.5346 0.197 7.782 0.000 1.148 1.921
kw42 0.9510 0.146 6.508 0.000 0.665 1.237
kw48 -1.0673 0.257 -4.158 0.000 -1.570 -0.564
kw49 -1.0115 0.409 -2.472 0.013 -1.814 -0.209
kw53 -1.5439 0.450 -3.434 0.001 -2.425 -0.663
kw56 2.3240 0.754 3.084 0.002 0.847 3.801
kw61 -3.1492 0.851 -3.699 0.000 -4.818 -1.480
kw62 -3.2163 1.066 -3.018 0.003 -5.305 -1.128
kw72 1.0229 0.122 8.401 0.000 0.784 1.262
kw76 1.1055 0.237 4.669 0.000 0.641 1.570
kw79 1.1350 0.173 6.575 0.000 0.797 1.473
kw87 -2.5095 0.927 -2.707 0.007 -4.327 -0.693
kw88 1.4700 0.216 6.813 0.000 1.047 1.893
kw90 1.5753 0.244 6.462 0.000 1.098 2.053
kw92 1.0266 0.082 12.561 0.000 0.866 1.187
kw94 1.2709 0.318 4.002 0.000 0.648 1.893
kw100 1.2671 0.217 5.839 0.000 0.842 1.692
kw106 1.0189 0.111 9.204 0.000 0.802 1.236
kw108 1.3850 0.133 10.428 0.000 1.125 1.645
kw113 1.2234 0.371 3.302 0.001 0.497 1.950
kw118 1.3809 0.177 7.803 0.000 1.034 1.728
kw119 1.2871 0.075 17.140 0.000 1.140 1.434
kw126 -1.4168 0.596 -2.376 0.017 -2.585 -0.248
kw140 -1.4198 0.303 -4.686 0.000 -2.014 -0.826
kw143 -1.0162 0.215 -4.718 0.000 -1.438 -0.594
kw146 -1.0797 0.113 -9.537 0.000 -1.302 -0.858
kw151 -1.2344 0.190 -6.500 0.000 -1.607 -0.862
kw155 1.2730 0.490 2.596 0.009 0.312 2.234
kw157 -1.1838 0.294 -4.033 0.000 -1.759 -0.609
kw158 -2.1380 0.310 -6.903 0.000 -2.745 -1.531
kw169 -0.9297 0.162 -5.743 0.000 -1.247 -0.612
kw192 1.5443 0.161 9.586 0.000 1.229 1.860
kw193 1.0441 0.220 4.742 0.000 0.613 1.476
kw201 -1.0001 0.306 -3.273 0.001 -1.599 -0.401
kw212 -0.9315 0.189 -4.929 0.000 -1.302 -0.561
kw214 -1.0817 0.204 -5.307 0.000 -1.481 -0.682
kw218 1.4968 0.316 4.742 0.000 0.878 2.115
kw228 1.5631 0.122 12.832 0.000 1.324 1.802
kw239 1.4051 0.440 3.191 0.001 0.542 2.268
kw246 0.9781 0.096 10.241 0.000 0.791 1.165
kw248 1.1905 0.117 10.147 0.000 0.961 1.420
kw275 1.0894 0.182 5.988 0.000 0.733 1.446
kw281 -1.5518 0.334 -4.642 0.000 -2.207 -0.897
kw284 -1.2308 0.166 -7.417 0.000 -1.556 -0.906
kw293 0.9120 0.117 7.765 0.000 0.682 1.142
kw294 -0.9892 0.267 -3.707 0.000 -1.512 -0.466
kw296 1.8167 1.030 1.765 0.078 -0.201 3.834
kw302 -2.0738 0.528 -3.928 0.000 -3.109 -1.039
kw307 -0.9961 0.292 -3.406 0.001 -1.569 -0.423
kw310 -1.3896 0.668 -2.080 0.038 -2.699 -0.080
kw312 -1.3770 0.266 -5.169 0.000 -1.899 -0.855
kw315 -1.0962 0.236 -4.636 0.000 -1.560 -0.633
kw319 1.0562 0.200 5.276 0.000 0.664 1.449
kw320 1.1486 0.159 7.213 0.000 0.836 1.461
kw321 -1.0282 0.268 -3.830 0.000 -1.554 -0.502
kw326 1.2855 0.201 6.408 0.000 0.892 1.679
kw328 -1.2217 0.269 -4.544 0.000 -1.749 -0.695
kw331 0.9381 0.123 7.609 0.000 0.696 1.180
kw332 -1.0156 0.176 -5.765 0.000 -1.361 -0.670
kw340 1.0685 0.242 4.418 0.000 0.594 1.542
kw343 -2.0400 0.472 -4.319 0.000 -2.966 -1.114
kw347 1.1371 0.252 4.504 0.000 0.642 1.632
kw348 -1.2467 0.247 -5.039 0.000 -1.732 -0.762
kw354 1.1826 0.074 16.015 0.000 1.038 1.327
kw359 1.4283 0.470 3.040 0.002 0.507 2.349
kw371 1.2500 0.219 5.716 0.000 0.821 1.679
kw376 1.2902 0.103 12.499 0.000 1.088 1.493
kw384 0.9799 0.053 18.665 0.000 0.877 1.083
kw387 -0.9946 0.208 -4.792 0.000 -1.401 -0.588
kw388 -1.0563 0.236 -4.482 0.000 -1.518 -0.594
kw390 -2.8901 0.727 -3.977 0.000 -4.315 -1.466
kw396 -1.0338 0.219 -4.725 0.000 -1.463 -0.605
kw397 -0.9812 0.246 -3.989 0.000 -1.463 -0.499
kw405 -1.0475 0.238 -4.408 0.000 -1.513 -0.582
kw408 1.4645 0.175 8.349 0.000 1.121 1.808
kw426 1.2485 0.237 5.271 0.000 0.784 1.713
kw439 1.1863 0.087 13.591 0.000 1.015 1.357
kw449 1.0146 0.106 9.610 0.000 0.808 1.222
kw461 -1.7779 0.317 -5.617 0.000 -2.398 -1.158
kw464 1.2584 0.147 8.579 0.000 0.971 1.546
kw465 1.1269 0.198 5.682 0.000 0.738 1.516
kw466 1.2196 0.144 8.455 0.000 0.937 1.502
kw467 1.5885 0.185 8.579 0.000 1.226 1.951
kw475 -2.4749 0.616 -4.019 0.000 -3.682 -1.268
kw479 -1.5864 0.264 -6.018 0.000 -2.103 -1.070
kw480 -1.4045 0.146 -9.623 0.000 -1.691 -1.118
kw484 -1.3243 0.583 -2.271 0.023 -2.467 -0.181
kw485 -1.2923 0.289 -4.471 0.000 -1.859 -0.726
kw488 -1.7213 0.419 -4.105 0.000 -2.543 -0.899
kw490 1.2741 0.072 17.786 0.000 1.134 1.414
int -1.5517 0.028 -55.873 0.000 -1.606 -1.497
==============================================================================
real 1m14.284s
user 1m5.668s
sys 0m23.413s
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