Created
March 28, 2014 18:51
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| Call: | |
| glm(formula = over50k ~ ., family = binomial, data = censusTrain) | |
| Deviance Residuals: | |
| Min 1Q Median 3Q Max | |
| -5.1065 -0.5037 -0.1804 -0.0008 3.3383 | |
| Coefficients: (2 not defined because of singularities) | |
| Estimate Std. Error z value Pr(>|z|) | |
| (Intercept) -8.658e+00 1.379e+00 -6.279 3.41e-10 *** | |
| age 2.548e-02 2.139e-03 11.916 < 2e-16 *** | |
| workclass Federal-gov 1.105e+00 2.014e-01 5.489 4.03e-08 *** | |
| workclass Local-gov 3.675e-01 1.821e-01 2.018 0.043641 * | |
| workclass Never-worked -1.283e+01 8.453e+02 -0.015 0.987885 | |
| workclass Private 6.012e-01 1.626e-01 3.698 0.000218 *** | |
| workclass Self-emp-inc 7.575e-01 1.950e-01 3.884 0.000103 *** | |
| workclass Self-emp-not-inc 1.855e-01 1.774e-01 1.046 0.295646 | |
| workclass State-gov 4.012e-01 1.961e-01 2.046 0.040728 * | |
| workclass Without-pay -1.395e+01 6.597e+02 -0.021 0.983134 | |
| education 11th 2.225e-01 2.867e-01 0.776 0.437738 | |
| education 12th 6.380e-01 3.597e-01 1.774 0.076064 . | |
| education 1st-4th -7.075e-01 7.760e-01 -0.912 0.361897 | |
| education 5th-6th -3.170e-01 4.880e-01 -0.650 0.516008 | |
| education 7th-8th -3.498e-01 3.126e-01 -1.119 0.263152 | |
| education 9th -1.258e-01 3.539e-01 -0.355 0.722228 | |
| education Assoc-acdm 1.602e+00 2.427e-01 6.601 4.10e-11 *** | |
| education Assoc-voc 1.541e+00 2.368e-01 6.506 7.74e-11 *** | |
| education Bachelors 2.177e+00 2.218e-01 9.817 < 2e-16 *** | |
| education Doctorate 2.761e+00 2.893e-01 9.544 < 2e-16 *** | |
| education HS-grad 1.006e+00 2.169e-01 4.638 3.52e-06 *** | |
| education Masters 2.421e+00 2.353e-01 10.289 < 2e-16 *** | |
| education Preschool -2.237e+01 6.864e+02 -0.033 0.973996 | |
| education Prof-school 2.938e+00 2.753e-01 10.672 < 2e-16 *** | |
| education Some-college 1.365e+00 2.195e-01 6.219 5.00e-10 *** | |
| educationnum NA NA NA NA | |
| maritalstatus Married-AF-spouse 2.540e+00 7.145e-01 3.555 0.000378 *** | |
| maritalstatus Married-civ-spouse 2.458e+00 3.573e-01 6.880 6.00e-12 *** | |
| maritalstatus Married-spouse-absent -9.486e-02 3.204e-01 -0.296 0.767155 | |
| maritalstatus Never-married -4.515e-01 1.139e-01 -3.962 7.42e-05 *** | |
| maritalstatus Separated 3.609e-02 1.984e-01 0.182 0.855672 | |
| maritalstatus Widowed 1.858e-01 1.962e-01 0.947 0.343449 | |
| occupation Adm-clerical 9.470e-02 1.288e-01 0.735 0.462064 | |
| occupation Armed-Forces -1.008e+00 1.487e+00 -0.677 0.498170 | |
| occupation Craft-repair 2.174e-01 1.109e-01 1.960 0.049972 * | |
| occupation Exec-managerial 9.400e-01 1.138e-01 8.257 < 2e-16 *** | |
| occupation Farming-fishing -1.068e+00 1.908e-01 -5.599 2.15e-08 *** | |
| occupation Handlers-cleaners -6.237e-01 1.946e-01 -3.204 0.001353 ** | |
| occupation Machine-op-inspct -1.862e-01 1.376e-01 -1.353 0.176061 | |
| occupation Other-service -8.183e-01 1.641e-01 -4.987 6.14e-07 *** | |
| occupation Priv-house-serv -1.297e+01 2.267e+02 -0.057 0.954385 | |
| occupation Prof-specialty 6.331e-01 1.222e-01 5.180 2.22e-07 *** | |
| occupation Protective-serv 6.267e-01 1.710e-01 3.664 0.000248 *** | |
| occupation Sales 3.276e-01 1.175e-01 2.789 0.005282 ** | |
| occupation Tech-support 6.173e-01 1.533e-01 4.028 5.63e-05 *** | |
| occupation Transport-moving NA NA NA NA | |
| relationship Not-in-family 7.881e-01 3.530e-01 2.233 0.025562 * | |
| relationship Other-relative -2.194e-01 3.137e-01 -0.699 0.484263 | |
| relationship Own-child -7.489e-01 3.507e-01 -2.136 0.032716 * | |
| relationship Unmarried 7.041e-01 3.720e-01 1.893 0.058392 . | |
| relationship Wife 1.324e+00 1.331e-01 9.942 < 2e-16 *** | |
| race Asian-Pac-Islander 4.830e-01 3.548e-01 1.361 0.173504 | |
| race Black 3.644e-01 2.882e-01 1.265 0.206001 | |
| race Other 2.204e-01 4.513e-01 0.488 0.625263 | |
| race White 4.108e-01 2.737e-01 1.501 0.133356 | |
| sex Male 7.729e-01 1.024e-01 7.545 4.52e-14 *** | |
| capitalgain 3.280e-04 1.372e-05 23.904 < 2e-16 *** | |
| capitalloss 6.445e-04 4.854e-05 13.277 < 2e-16 *** | |
| hoursperweek 2.897e-02 2.101e-03 13.791 < 2e-16 *** | |
| nativecountry Canada 2.593e-01 1.308e+00 0.198 0.842879 | |
| nativecountry China -9.695e-01 1.327e+00 -0.730 0.465157 | |
| nativecountry Columbia -1.954e+00 1.526e+00 -1.280 0.200470 | |
| nativecountry Cuba 5.735e-02 1.323e+00 0.043 0.965432 | |
| nativecountry Dominican-Republic -1.435e+01 3.092e+02 -0.046 0.962972 | |
| nativecountry Ecuador -3.550e-02 1.477e+00 -0.024 0.980829 | |
| nativecountry El-Salvador -6.095e-01 1.395e+00 -0.437 0.662181 | |
| nativecountry England -6.707e-02 1.327e+00 -0.051 0.959686 | |
| nativecountry France 5.301e-01 1.419e+00 0.374 0.708642 | |
| nativecountry Germany 5.474e-02 1.306e+00 0.042 0.966572 | |
| nativecountry Greece -2.646e+00 1.714e+00 -1.544 0.122527 | |
| nativecountry Guatemala -1.293e+01 3.345e+02 -0.039 0.969180 | |
| nativecountry Haiti -9.221e-01 1.615e+00 -0.571 0.568105 | |
| nativecountry Holand-Netherlands -1.282e+01 2.400e+03 -0.005 0.995736 | |
| nativecountry Honduras -9.584e-01 3.412e+00 -0.281 0.778775 | |
| nativecountry Hong -2.362e-01 1.492e+00 -0.158 0.874155 | |
| nativecountry Hungary 1.412e-01 1.555e+00 0.091 0.927653 | |
| nativecountry India -8.218e-01 1.314e+00 -0.625 0.531661 | |
| nativecountry Iran -3.299e-02 1.366e+00 -0.024 0.980736 | |
| nativecountry Ireland 1.579e-01 1.473e+00 0.107 0.914628 | |
| nativecountry Italy 6.100e-01 1.333e+00 0.458 0.647194 | |
| nativecountry Jamaica -2.279e-01 1.387e+00 -0.164 0.869467 | |
| nativecountry Japan 5.072e-01 1.375e+00 0.369 0.712179 | |
| nativecountry Laos -6.831e-01 1.661e+00 -0.411 0.680866 | |
| nativecountry Mexico -9.182e-01 1.303e+00 -0.705 0.481103 | |
| nativecountry Nicaragua -1.987e-01 1.507e+00 -0.132 0.895132 | |
| nativecountry Outlying-US(Guam-USVI-etc) -1.373e+01 8.502e+02 -0.016 0.987115 | |
| nativecountry Peru -9.660e-01 1.678e+00 -0.576 0.564797 | |
| nativecountry Philippines 4.393e-02 1.281e+00 0.034 0.972640 | |
| nativecountry Poland 2.410e-01 1.383e+00 0.174 0.861624 | |
| nativecountry Portugal 7.276e-01 1.477e+00 0.493 0.622327 | |
| nativecountry Puerto-Rico -5.769e-01 1.357e+00 -0.425 0.670837 | |
| nativecountry Scotland -1.188e+00 1.719e+00 -0.691 0.489616 | |
| nativecountry South -8.183e-01 1.341e+00 -0.610 0.541809 | |
| nativecountry Taiwan -2.590e-01 1.350e+00 -0.192 0.847878 | |
| nativecountry Thailand -1.693e+00 1.737e+00 -0.975 0.329678 | |
| nativecountry Trinadad&Tobago -1.346e+00 1.721e+00 -0.782 0.434105 | |
| nativecountry United-States -8.594e-02 1.269e+00 -0.068 0.946020 | |
| nativecountry Vietnam -1.008e+00 1.523e+00 -0.662 0.507799 | |
| nativecountry Yugoslavia 1.402e+00 1.648e+00 0.851 0.394874 | |
| --- | |
| Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 | |
| (Dispersion parameter for binomial family taken to be 1) | |
| Null deviance: 21175 on 19186 degrees of freedom | |
| Residual deviance: 12104 on 19090 degrees of freedom | |
| AIC: 12298 | |
| Number of Fisher Scoring iterations: 15 |
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