LogisticPerformance

Orb Python
Optimization terminated successfully.
         Current function value: 4191.796170
         Iterations 14
INFO:q2Logger:                           Logit Regression Results                           
==============================================================================
Dep. Variable:                  offer   No. Observations:               380583
Model:                          Logit   Df Residuals:                   380567
Method:                           MLE   Df Model:                           15
Date:                Tue, 27 Aug 2013   Pseudo R-squ.:                  0.1061
Time:                        21:45:07   Log-Likelihood:                -4191.8
converged:                       True   LL-Null:                       -4689.4
                                        LLR p-value:                1.393e-202
============================================================================================
                               coef    std err          z      P>|z|      [95.0% Conf. Int.]
--------------------------------------------------------------------------------------------
base_likelihood             -7.5562      0.114    -66.162      0.000        -7.780    -7.332
poster grad 3 yrs after      0.8861      0.146      6.071      0.000         0.600     1.172
poster grad 2 yrs after      0.7646      0.196      3.900      0.000         0.380     1.149
poster grad 1 yrs after      0.9522      0.181      5.261      0.000         0.597     1.307
poster grad 0 yrs after      0.8910      0.176      5.069      0.000         0.546     1.236
poster grad 1 yrs before     0.1861      0.218      0.852      0.394        -0.242     0.614
poster grad 2 yrs before     0.2322      0.209      1.112      0.266        -0.177     0.641
poster grad 3 yrs before     0.0842      0.154      0.545      0.586        -0.218     0.387
dist < 50                    1.5074      0.126     11.948      0.000         1.260     1.755
50 < dist < 200              1.5889      0.209      7.610      0.000         1.180     1.998
dist > 200                   0.9280      0.102      9.134      0.000         0.729     1.127
accepts                      2.3180      0.421      5.510      0.000         1.493     3.142
likes                        0.0986      0.016      6.023      0.000         0.067     0.131
comments                    -1.3517      0.687     -1.966      0.049        -2.699    -0.004
praises                      3.6987      0.209     17.726      0.000         3.290     4.108
words                        0.6834      0.041     16.496      0.000         0.602     0.765
============================================================================================
INFO:q2Logger:saved model:   89.933