Example 19 for PROC LOGISTIC
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: LOGIEX19 */
/* TITLE: Example 19 for PROC LOGISTIC */
/* DESC: Goodness-of-Fit Tests and Calibration */
/* PRODUCT: STAT */
/* SYSTEM: ALL */
/* KEYS: logistic regression analysis, */
/* binary response data */
/* PROCS: LOGISTIC */
/* DATA: MROZ data set */
/* */
/* SUPPORT: Bob Derr */
/* REF: SAS/STAT User's Guide, PROC LOGISTIC chapter */
/* MISC: */
/* */
/****************************************************************/
/*****************************************************************
Example 19: Goodness-of-Fit Tests and Calibration
*****************************************************************/
/*
The following data were originally published by Mroz (1987) and
downloaded from Woolridge (2002). This data set is based on a
sample of 753 married white women. The dependent variable is a
discrete measure of labor force participation
(\Variable{InLaborForce}). Explanatory variables are the number of
children age 5 or younger (\Variable{KidsLt6}), the number of
children ages 6 to 18 (\Variable{KidsGe6}), the woman's age
(\Variable{Age}), the woman's years of schooling
(\Variable{Education}), wife's labor experience
(\Variable{Experience}), square of experience
(\Variable{SqExperience}), and the family income excluding the
wife's wage (\Variable{IncomeExcl}).
*/
title 'Example 19: Goodness-of-Fit Tests and Calibration';
data Mroz;
input InLaborForce IncomeExcl Education Experience
SqExperience Age KidsLt6 KidsGe6 lWage;
datalines;
1 10.91006 12 14 196 32 1 0 1.210154
1 19.49998 12 5 25 30 0 2 0.3285121
1 12.03991 12 15 225 35 1 3 1.514138
1 6.799996 12 6 36 34 0 3 0.0921233
1 20.10006 14 7 49 31 1 2 1.524272
1 9.859054 12 33 1089 54 0 0 1.55648
1 9.152048 16 11 121 37 0 2 2.12026
1 10.90004 12 35 1225 54 0 0 2.059634
1 17.305 12 24 576 48 0 2 0.7543364
1 12.925 12 21 441 39 0 2 1.544899
1 24.29995 12 15 225 33 0 1 1.401922
1 19.70007 11 14 196 42 0 1 1.524272
1 15.00001 12 0 0 30 1 2 0.7339532
1 14.6 12 14 196 43 0 2 0.8183691
1 24.63091 10 6 36 43 0 1 1.302831
1 17.53103 11 9 81 35 0 3 0.2980284
1 14.09998 12 20 400 43 0 2 1.16761
1 15.839 12 6 36 39 0 5 1.643839
1 14.1 12 23 529 45 0 0 0.6931472
1 10.29996 12 9 81 35 0 4 2.021932
1 22.65498 16 5 25 42 0 2 1.254248
1 8.090048 12 11 121 30 0 0 1.272958
1 17.479 13 18 324 48 0 0 1.178655
1 9.56 12 15 225 45 0 0 1.178655
1 8.274953 12 4 16 31 1 1 0.7675587
1 27.34999 17 21 441 43 0 2 1.331812
1 16 12 31 961 59 0 0 1.386294
1 16.99998 12 9 81 32 0 3 1.55327
1 15.10006 17 7 49 31 1 0 1.981815
1 15.69998 12 7 49 42 0 0 1.76936
1 5.11896 11 32 1024 50 0 0 0.4308079
1 16.75001 16 11 121 59 0 0 0.8997548
1 13.59993 13 16 256 36 0 2 1.76663
1 17.10005 12 14 196 51 0 1 1.272958
1 16.73405 16 27 729 45 0 3 1.336789
1 14.19698 11 0 0 42 0 1 0.9017048
1 10.31999 12 17 289 46 0 0 0.8651237
1 11.3841 10 28 784 46 0 1 1.511847
1 14.59408 14 24 576 51 0 0 1.726029
1 17.50044 17 11 121 30 0 0 2.683142
1 15.51 12 1 1 30 1 2 0.9852943
1 21.99998 12 14 196 57 0 0 1.365939
1 22.5 16 6 36 31 1 2 0.9450337
1 19.994 12 10 100 48 0 2 1.512376
1 14.13 12 6 36 30 0 3 0.6931472
1 5.000013 12 4 16 34 0 2 1.244788
1 21.1549 16 10 100 48 0 2 0.7011649
1 7.141946 12 22 484 45 0 0 1.519863
1 16.65007 12 16 256 51 0 0 0.8209686
1 6.352 12 6 36 30 0 2 0.9698315
1 27.31395 12 12 144 46 0 1 0.8285082
1 14.5 12 32 1024 58 0 0 0.0943096
1 16.25799 12 15 225 37 0 8 0.1625439
1 9.5 8 17 289 52 0 0 0.4700036
1 7.999956 10 34 1156 52 0 0 0.6292484
1 12.50003 16 9 81 31 0 0 1.39716
1 14.00003 14 37 1369 55 0 0 2.265444
1 20.80007 17 10 100 34 0 0 2.084541
1 19.38511 14 35 1225 55 0 0 1.525839
1 12.38699 12 6 36 39 0 2 0.7621601
1 28.5 14 19 361 40 0 3 1.481605
1 15.04991 12 10 100 43 0 4 1.262826
1 10.49998 8 11 121 48 0 0 0.9996756
1 11.81 12 15 225 47 0 0 1.832582
1 6.950073 12 12 144 41 0 4 2.479308
1 12.41997 8 12 144 36 0 0 1.279015
1 17.4 17 14 196 46 0 2 1.937936
1 15.5 12 11 121 34 0 0 1.070453
1 21.21704 12 9 81 41 0 3 1.123923
1 18 12 24 576 51 0 1 1.321756
1 11.89992 12 12 144 33 0 0 1.745
1 26.75196 12 13 169 52 0 0 1.301744
1 12.14996 9 29 841 58 0 0 1.641866
1 10.19999 10 11 121 34 2 4 2.10702
1 8.120015 12 13 169 31 0 1 1.467068
1 10.65996 12 19 361 48 0 1 1.605811
1 18.10001 12 2 4 32 0 2 -1.029739
1 8.599986 17 24 576 49 0 0 1.087686
1 13.665 15 9 81 32 2 2 0
1 32.34996 12 6 36 58 0 0 0.9382087
1 12.08501 6 22 484 50 0 0 -0.1505904
1 12.15 14 30 900 60 0 0 0
1 17.69502 12 10 100 50 0 1 1.073671
1 24.7 14 6 36 56 0 0 1.265848
1 2.133992 9 29 841 51 0 0 0.486369
1 20.95005 17 29 841 54 0 1 2.12026
1 10.50008 13 36 1296 59 0 0 1.129853
1 10.55 9 19 361 46 0 2 0.9932518
1 45.75 15 8 64 46 0 1 1.658628
1 13.63204 12 13 169 39 1 3 0.3474122
1 18.23894 12 16 256 44 0 2 1.568324
1 17.09 12 11 121 33 2 0 0.5108456
1 30.2349 12 15 225 33 1 2 0.1148454
1 28.7 12 6 36 48 0 2 -0.6931472
1 19.63 12 13 169 31 0 4 -0.3364523
1 12.82494 12 22 484 45 0 1 1.028226
1 23.8 12 24 576 45 0 1 1.580689
1 26.30003 13 2 4 32 0 2 0.5558946
1 20.69991 12 6 36 47 0 0 0.9014207
1 26 13 2 4 34 0 2 0.8843046
1 10.87702 12 2 4 37 0 1 0.4282046
1 25.61206 12 14 196 36 0 1 1.058415
1 20.98899 12 9 81 47 1 2 0.8783396
1 70.74993 16 11 121 48 0 1 1.654908
1 17.05 12 9 81 42 0 2 1.321756
1 21 13 6 36 33 0 3 0.3285121
1 8.12 11 19 361 46 0 0 1.386294
1 20.88599 12 26 676 47 0 3 1.172885
1 17.66892 12 19 361 44 0 1 1.224187
1 25.20003 12 3 9 36 0 4 0.2876571
1 14.24501 17 7 49 31 2 0 2.230262
1 14.3 14 28 784 55 0 0 1.504077
1 23.70001 16 13 169 45 0 1 1.531152
1 46 17 9 81 47 0 0 1.375158
1 42.9999 12 15 225 46 0 3 1.760269
1 14.749 11 20 400 49 0 0 -0.6931472
1 16.15005 12 29 841 49 0 0 1.406489
1 17.774 12 9 81 45 0 2 1.791759
1 91 17 1 1 38 1 3 1.299292
1 22.29993 10 8 64 47 0 0 1.351004
1 34.60001 13 19 361 54 0 3 1.016281
1 9.620002 11 23 529 41 0 0 1.075344
1 10.89995 12 3 9 43 0 2 1.478965
1 14.49994 16 13 169 31 1 1 1.689487
1 22.00002 17 8 64 47 0 0 2.288598
1 17.90008 12 17 289 35 0 2 -1.822631
1 23.67506 16 4 16 45 0 3 -0.9607652
1 11.79996 12 15 225 33 1 0 1.290994
1 16.14195 16 11 121 54 0 1 0.8648711
1 18.39997 8 7 49 35 0 4 1.540452
1 15.49995 12 0 0 31 1 2 0.6162121
1 17.324 12 0 0 55 0 0 1.648659
1 19.205 12 10 100 34 0 2 1.193498
1 21.30006 13 8 64 38 0 1 2.143976
1 23.56 11 2 4 45 0 1 0.7244036
1 20.85 12 4 16 47 0 1 0.9416075
1 26.15 12 6 36 39 0 2 0.7827594
1 17 14 18 324 36 1 0 1.832582
1 20.72 12 3 9 33 1 2 1.203963
1 17.00009 12 22 484 50 0 0 1.491645
1 16 12 33 1089 58 0 0 1.892133
1 19.50005 17 28 784 49 0 0 2.130895
1 12 14 23 529 41 0 2 1.480604
1 13.73191 12 27 729 51 0 1 0.8943313
1 27.19999 9 11 121 53 0 0 0.2025325
1 5.315 12 6 36 36 1 2 0.4855078
1 16 12 11 121 46 0 2 1.098612
1 27.87198 12 14 196 36 0 2 1.55327
1 40.00001 14 17 289 53 0 1 0.121598
1 15.90003 16 17 289 40 0 3 2.001804
1 27.49997 17 14 196 42 0 2 1.495037
1 17.02005 15 11 121 33 1 1 0.9052298
1 22.39494 12 7 49 43 0 3 0.6325476
1 11.1 16 8 64 31 1 0 1.386294
1 32.70001 17 6 36 47 0 0 2.102914
1 27.79996 17 8 64 54 0 0 1.959644
1 2.199994 12 4 16 33 1 3 0.5108456
1 19.72095 16 25 625 43 0 0 1.236924
1 9.999988 13 24 576 46 0 1 1.443313
1 13.19997 12 11 121 35 0 3 1.021659
1 12.70897 11 19 361 37 0 3 0.6361535
1 27.30005 16 9 81 37 0 2 1.616453
1 21.2 14 19 361 34 0 3 0.2231435
1 14.4 16 14 196 43 1 0 1.049807
1 20.57596 12 22 484 46 0 0 1.415052
1 12.49999 9 6 36 35 0 3 0.5753766
1 17.50022 17 23 529 46 0 0 2.606682
1 44.00004 14 15 225 46 0 0 1.517915
1 13.11895 12 6 36 43 0 2 0.7550416
1 14.00006 12 11 121 30 0 0 1.094972
1 9.645086 11 2 4 41 0 2 0.9421144
1 17.39705 12 22 484 54 0 1 1.724943
1 7.799889 12 10 100 31 0 1 1.031546
1 13.13398 10 14 196 44 0 0 0.4743691
1 25.6 12 12 144 32 0 1 0.8109302
1 13.90003 5 9 81 47 0 0 0.7092666
1 19.29794 17 13 169 46 0 1 1.710549
1 9.200016 11 18 324 37 0 0 0.4602689
1 37.99999 12 8 64 51 0 2 1.331812
1 44 12 11 121 49 0 1 1.098612
1 21.37202 14 9 81 36 0 4 2.157999
1 23.66802 11 9 81 39 0 1 1.437581
1 9 12 14 196 48 0 2 1.544899
1 25.19995 14 9 81 38 0 2 1.410597
1 21.22 12 2 4 40 0 2 3.218876
1 33.96991 10 12 144 39 1 5 0.9681619
1 17.07 16 15 225 37 0 0 1.791759
1 6.016024 13 11 121 49 0 1 1.68873
1 17.10001 12 7 49 33 0 3 -0.409172
1 8.237 12 9 81 30 0 0 0.2231435
1 13.30008 12 19 361 54 0 0 0.8221558
1 16.00002 11 11 121 39 0 4 1.241702
1 12.53999 12 8 64 43 0 3 1.427124
1 18.00004 9 13 169 31 0 3 1.497097
1 31.2 13 4 16 33 0 3 0.5596158
1 20.74991 12 7 49 40 0 3 1.300028
1 11.09992 12 19 361 36 0 1 1.88443
1 20.68 12 14 196 51 0 0 0.9555114
1 18.00001 13 14 196 44 0 1 1.582087
1 32.43007 16 3 9 42 0 3 1.755614
1 32.90003 12 9 81 40 0 1 1.513103
1 24.10001 16 7 49 34 1 1 2.251892
1 17.80039 17 7 49 30 0 0 2.364432
1 20.50002 12 14 196 54 0 0 0.1053505
1 10.4999 12 29 841 51 0 0 1.399729
1 10.43703 9 19 361 44 0 2 0.9884625
1 18.19499 12 14 196 43 0 1 1.090647
1 12.84508 12 16 256 34 0 1 1.154614
1 13.8 13 10 100 45 0 0 1.266948
1 22.2 12 12 144 39 0 0 2.885192
1 6.699941 12 24 576 50 0 0 1.22888
1 6.250016 12 6 36 52 0 0 1.203963
1 15.60001 12 9 81 41 0 2 1.35738
1 3.30001 10 14 196 59 0 0 0.8377236
1 3.670978 12 26 676 52 0 0 0.5369611
1 7.789997 16 7 49 46 0 0 0.7487238
1 18.27199 12 4 16 41 1 5 2.295873
1 10.95398 11 15 225 33 0 2 1.107803
1 13.49999 12 23 529 45 0 0 0.6208453
1 11.20001 10 1 1 36 1 2 -2.054164
1 20.99991 12 29 841 48 0 1 1.892012
1 25.7 12 9 81 47 0 1 1.729725
1 8.932994 12 6 36 45 0 0 0.4693784
1 19.15998 12 11 121 37 0 2 0.9808417
1 26.58999 16 17 289 46 0 4 2.069492
1 22.40001 17 6 36 43 0 3 1.675188
1 20.633 12 7 49 42 0 2 1.386294
1 28.20001 17 2 4 34 1 2 1.799215
1 28.8 12 24 576 52 0 0 1.832582
1 8.999997 12 4 16 37 0 3 1.090647
1 11.39994 12 11 121 37 0 1 1.443124
1 10.40001 8 25 625 52 0 0 1.25036
1 19.08006 12 11 121 30 1 0 1.602313
1 9.46604 13 2 4 31 0 1 1.018559
1 6.50006 12 19 361 38 0 1 1.297053
1 29.11701 12 7 49 43 0 3 1.685194
1 19.10302 8 2 4 49 0 1 -0.4209849
1 16.34997 12 20 400 55 0 0 1.562095
1 32.02502 17 10 100 38 0 2 2.146528
1 16.70006 17 19 361 52 0 0 2.347463
1 4.811038 12 17 289 48 0 0 0.9698315
1 24.62601 13 12 144 32 0 2 1.924146
1 17.40001 12 11 121 32 0 1 1.626728
1 13.02504 12 6 36 38 0 2 -0.0392607
1 19.00698 12 10 100 46 0 3 1.460149
1 14.03 12 4 16 40 0 3 1.955394
1 14.89991 9 2 4 31 0 4 0.9263599
1 25.00006 10 13 169 43 0 1 2.066192
1 10.70007 12 21 441 51 0 0 1.422843
1 24.25 16 9 81 30 1 0 2.101032
1 39.13997 13 4 16 52 0 0 2.261461
1 7.199973 8 2 4 30 1 5 0.7013138
1 31.811 16 19 361 51 0 0 2.031013
1 10.00005 13 4 16 31 0 2 1.162369
1 20.66 12 9 81 34 0 4 0.4700036
1 13.49998 11 14 196 49 0 0 1.410597
1 25.38 13 6 36 35 1 3 0.3930551
1 18.27498 12 24 576 53 1 0 1.290994
1 39.213 12 1 1 32 0 3 0
1 10.49994 10 13 169 38 0 3 0.9571255
1 34.857 12 3 9 54 0 0 0.5596158
1 28.502 17 10 100 47 0 1 1.568616
1 12.99996 15 16 256 45 0 1 1.710188
1 41.39991 16 9 81 47 0 1 1.410597
1 14.78 10 19 361 59 0 0 0.2231435
1 15.05 11 4 16 32 0 1 0.5108456
1 29.69998 12 10 100 45 0 1 1.332392
1 16.16502 12 5 25 40 0 4 0.8601859
1 25.20516 14 7 49 47 0 2 2.32278
1 14.2 16 3 9 36 1 2 1.919595
1 18.15897 14 38 1444 56 0 0 1.976107
1 28.98106 8 16 256 41 0 1 0.8954347
1 13.392 7 13 169 48 0 3 0.1812376
1 9.17502 12 1 1 36 1 2 0.4953058
1 27.03985 12 7 49 41 0 0 0.5777924
1 13.14995 14 15 225 41 0 0 1.078818
1 16.40007 12 10 100 36 0 3 1.603199
1 21.29999 12 2 4 37 0 3 0.6208453
1 17.20102 12 19 361 38 0 0 2.083894
1 8.560026 14 25 625 43 0 2 1.379169
1 6.49084 16 25 625 54 0 0 1.112384
1 12.49997 12 7 49 38 0 1 1.067122
1 27.00002 12 15 225 30 1 0 1.118807
1 53.50005 12 11 121 49 0 0 1.588541
1 52.49995 13 25 625 45 0 1 1.390311
1 38.39998 13 19 361 51 0 0 1.714806
1 13.89194 10 4 16 34 0 0 0.2010615
1 3.899993 12 14 196 34 0 2 0.987271
1 34.2 12 19 361 41 0 1 0.9835007
1 19.70008 12 18 324 49 0 1 2.233171
1 18.49995 12 14 196 32 0 0 1.143618
1 10.99998 14 11 121 32 0 0 -0.6113829
1 43.30001 17 4 16 32 0 2 2.153052
1 18.76001 10 29 841 47 0 0 1.299837
1 4.800096 9 21 441 39 0 1 0.8409204
1 21.5 12 24 576 49 0 0 1.058484
1 28.03994 12 19 361 37 0 3 1.152658
1 26 16 31 961 59 0 0 1.293576
1 27 12 28 784 50 0 0 1.832582
1 17.79969 17 15 225 32 0 1 2.32718
1 17.40195 12 27 729 46 0 0 1.166146
1 19.30999 17 13 169 43 0 2 2.034993
1 9.99998 11 4 16 37 0 3 0.6792511
1 11.17998 16 10 100 32 0 2 1.547137
1 18.85696 11 8 64 39 0 1 0.7530186
1 12.30002 13 4 16 34 0 2 0.8472836
1 13.67712 11 18 324 39 0 1 0.871126
1 9.559997 8 3 9 45 0 3 0.2282505
1 24.49998 11 11 121 50 0 0 0.0896578
1 23.15 12 8 64 40 0 1 1.321756
1 15.59088 10 10 100 30 0 1 1.196102
1 14.42092 17 33 1089 57 0 0 1.636119
1 17.45491 12 19 361 39 0 1 1.892012
1 9.800019 12 35 1225 53 0 0 1.518309
1 17.57446 17 21 441 48 0 1 2.472159
1 16.555 14 7 49 46 0 1 1.321756
1 13.29497 12 18 324 47 0 0 1.473641
1 11.844 12 4 16 43 0 1 1.369479
1 46.64506 12 12 144 47 0 0 1.203963
1 14.69999 12 16 256 47 0 1 1.198729
1 26.09008 12 14 196 47 0 0 1.27021
1 9.9 12 3 9 46 0 0 0.4700036
1 9.048026 9 1 1 34 0 4 0.7999817
1 30.75006 10 27 729 48 0 0 1.565946
1 8.49994 12 12 144 30 0 1 1.758978
1 22.24999 12 6 36 51 0 1 0.8580258
1 42.91 12 9 81 52 0 5 0.6931472
1 33.3 12 2 4 37 0 2 0.6418539
1 13.8199 12 6 36 32 0 2 1.63374
1 23.60001 17 9 81 36 0 2 1.703748
1 13.00007 12 16 256 35 0 2 1.844004
1 20.74994 17 22 484 45 0 0 1.966119
1 6.3 12 26 676 56 0 0 0.8649974
1 7.788925 10 11 121 40 0 2 0.9333052
1 10.47004 12 11 121 45 1 2 0.7792332
1 12 12 15 225 32 0 2 0.9555114
1 16.97992 12 13 169 45 0 0 1.316247
1 17.9 12 6 36 40 0 2 1.475906
1 15.53994 12 20 400 38 0 1 1.491397
1 9.883986 12 17 289 49 0 4 1.45575
1 28.59995 16 8 64 47 0 1 0.5108456
1 17.66001 13 13 169 52 0 0 1.180438
1 25.99992 13 15 225 34 0 1 1.688489
1 13.60201 12 14 196 44 0 2 0.7907275
1 15.8 16 14 196 36 0 3 1.401799
1 41.09999 17 6 36 50 0 0 -0.433556
1 10.77504 12 24 576 45 0 0 1.683172
1 9.000047 14 10 100 44 0 2 -1.766677
1 24.39899 12 2 4 57 0 2 3.155595
1 37.30009 17 9 81 35 0 0 2.259521
1 27.99995 12 23 529 46 0 0 1.306926
1 13.7 14 12 144 30 2 1 0.7984977
1 17.20994 12 8 64 42 0 3 0.5590442
1 14.00001 12 16 256 34 0 1 0.1479026
1 35.75502 17 10 100 45 0 2 1.944495
1 23.5 16 7 49 35 1 2 1.378338
1 31.99993 16 19 361 40 0 0 3.064745
1 17.15 12 2 4 32 0 1 -0.7419173
1 20.25002 9 9 81 54 0 0 0.7657004
1 5.485985 12 14 196 38 0 3 0.619393
1 25.07504 12 9 81 43 0 3 1.465452
1 18.21995 16 16 256 54 0 0 2.18926
1 26 14 7 49 39 0 3 1.021659
1 34.50007 12 6 36 37 0 1 0.9770095
1 12.4 12 22 484 46 0 2 0.9162908
1 10.78685 11 9 81 56 0 0 2.905096
1 16.32301 12 9 81 41 0 3 -0.1996712
1 30.5 16 14 196 45 0 1 0.6931472
1 51.29963 17 17 289 44 0 1 2.733393
1 33.04997 17 12 144 50 0 1 1.868335
1 34.75001 14 13 169 37 0 5 2.12026
1 16.40004 12 8 64 44 0 1 1.515193
1 19.70007 14 10 100 32 0 2 0.9146093
1 6.600003 12 16 256 34 1 1 1.499556
1 9.020008 10 1 1 32 0 2 0.8030772
1 10.40001 12 6 36 37 0 3 0.7280316
1 14.51999 13 4 16 44 0 1 0.51641
1 17.2 16 8 64 34 0 2 1.226448
1 43 12 4 16 33 1 3 0.9162908
1 13.87196 7 15 225 43 0 3 1.376471
1 -0.0290575 16 7 49 35 0 2 1.828975
1 16.76994 14 14 196 43 0 1 1.368283
1 7.8 12 16 256 34 0 0 1.064711
1 14.50006 10 15 225 36 0 3 1.406489
1 7.9 12 23 529 41 0 2 1.047319
1 79.80001 16 19 361 41 0 0 1.948093
1 7.17597 10 4 16 35 0 3 1.078001
1 17.50698 12 12 144 32 1 3 0.6539385
1 20.6 14 12 144 30 0 0 1.927892
1 18.55992 12 25 625 43 0 0 1.361028
1 9.3 6 14 196 54 0 0 0.6931472
1 5.120008 15 14 196 35 0 2 1.604687
1 14.50004 12 11 121 50 0 0 0.1839036
1 19.8 17 7 49 34 1 1 3.113515
1 18.29995 14 18 324 52 0 0 1.926829
1 33.99994 13 4 16 35 0 3 1.270126
1 11.62794 6 37 1369 55 0 0 0.6826927
1 11.80005 16 13 169 35 0 0 1.68107
1 39.09998 14 14 196 49 0 1 0.556296
1 18.43007 15 17 289 38 2 2 1.62822
1 21 14 5 25 42 0 2 0.9162908
1 59 8 2 4 48 0 1 1.341558
1 25.3 14 0 0 51 0 0 0
1 23.24899 12 3 9 43 0 2 1.122231
1 24.92809 12 21 441 43 0 1 0.5401708
1 14.78199 12 20 400 38 0 1 1.391506
1 18.90003 12 19 361 44 0 1 1.697174
1 21 12 4 16 36 1 3 3.218876
1 10.00001 12 19 361 38 0 0 0.8711678
1 29.30997 8 11 121 47 0 0 1.16733
1 13.14003 12 14 196 34 0 2 1.216988
1 25.08999 17 8 64 40 1 2 0.5753766
1 14.59993 12 13 169 31 0 1 1.151616
1 1.200001 12 24 576 46 0 0 0.9942513
1 32 14 1 1 36 0 3 0.5263249
1 16.11997 13 1 1 39 1 2 -1.543182
1 26.50002 17 3 9 36 0 2 1.912043
1 12.75006 8 4 16 37 0 4 0.5542873
1 12.9 12 21 441 39 0 4 0.9162908
1 10.69998 11 10 100 36 1 3 1.500939
1 14.43403 12 13 169 49 0 2 0.9446838
1 23.709 12 9 81 45 1 1 1.241269
1 15.1 17 14 196 32 2 0 1.564984
1 18.19998 10 2 4 36 0 5 0.8380265
1 22.64106 12 21 441 40 0 1 1.668857
1 21.64008 13 22 484 43 0 2 1.769429
1 23.99998 12 14 196 33 0 1 1.226448
1 16.00002 12 7 49 30 0 1 1.406489
0 21.025 12 2 4 49 0 1 .
0 23.6 16 5 25 30 2 0 .
0 22.8 12 12 144 30 1 0 .
0 35.91 12 1 1 41 0 4 .
0 21.7 12 12 144 45 0 1 .
0 21.823 12 4 16 43 0 5 .
0 31 13 9 81 42 0 1 .
0 15.3 12 9 81 60 0 0 .
0 12.925 12 6 36 57 0 0 .
0 15.83 10 5 25 38 0 2 .
0 30.2 12 5 25 56 0 0 .
0 16.6 12 8 64 32 0 3 .
0 11 7 2 4 49 0 1 .
0 15 12 6 36 55 0 0 .
0 20.528 9 0 0 36 1 1 .
0 13.126 12 3 9 44 0 3 .
0 15.55 10 7 49 44 0 1 .
0 18.01 14 3 9 35 1 2 .
0 18.874 14 10 100 44 2 3 .
0 24.8 12 3 9 45 0 1 .
0 17.5 12 2 4 34 1 0 .
0 16.15 17 12 144 30 2 0 .
0 15.189 8 15 225 39 0 1 .
0 6 12 5 25 36 0 2 .
0 37.25 17 4 16 38 0 2 .
0 27.76 12 10 100 53 0 0 .
0 9.09 12 1 1 36 0 2 .
0 14.5 12 8 64 32 1 1 .
0 19.7 9 20 400 51 0 3 .
0 16.788 11 4 16 38 0 0 .
0 18.52 12 7 49 33 2 0 .
0 20.95 12 10 100 54 0 0 .
0 7.574 9 3 9 38 0 3 .
0 10.027 11 5 25 30 2 2 .
0 5 12 10 100 34 2 3 .
0 7.04 9 0 0 34 0 1 .
0 40.8 12 3 9 50 0 2 .
0 16.05 17 10 100 30 2 0 .
0 33.1 12 2 4 38 0 2 .
0 33.856 14 10 100 54 0 0 .
0 20.5 12 4 16 30 1 2 .
0 28.6 12 0 0 55 0 0 .
0 18.75 10 10 100 51 0 1 .
0 20.3 12 5 25 44 0 1 .
0 13.42 12 0 0 53 0 0 .
0 18.4 10 0 0 42 0 2 .
0 16.682 12 19 361 38 0 2 .
0 32.685 13 2 4 38 1 3 .
0 7.05 12 12 144 41 1 4 .
0 10.867 8 5 25 35 0 3 .
0 18.22 12 5 25 33 1 2 .
0 26.613 13 5 25 48 0 0 .
0 25 12 10 100 47 0 0 .
0 15.7 12 0 0 34 0 5 .
0 40.25 13 4 16 33 2 1 .
0 73.6 13 3 9 31 3 1 .
0 10.592 8 2 4 58 0 0 .
0 8 12 1 1 49 0 0 .
0 13.4 8 0 0 55 0 1 .
0 23.7 14 1 1 44 0 0 .
0 18.9 9 1 1 44 0 0 .
0 48.3 16 6 36 36 0 3 .
0 24.47 12 12 144 38 0 3 .
0 28.63 16 6 36 37 0 3 .
0 25.32 12 9 81 47 0 0 .
0 13.53 12 14 196 47 0 3 .
0 14.8 12 13 169 32 1 1 .
0 17.4 12 8 64 43 1 2 .
0 15.98 11 0 0 42 1 4 .
0 16.576 12 1 1 56 0 0 .
0 21.85 13 3 9 38 0 5 .
0 14.6 12 13 169 52 0 2 .
0 21.6 12 3 9 50 0 0 .
0 24 16 8 64 33 0 0 .
0 20.883 16 8 64 44 0 2 .
0 19.5 12 18 324 41 0 1 .
0 42.8 12 2 4 45 0 1 .
0 41.5 14 3 9 53 0 0 .
0 18.965 14 5 25 53 0 0 .
0 16.1 12 2 4 42 0 1 .
0 14.7 13 10 100 32 2 0 .
0 18.8 12 30 900 56 0 0 .
0 14.75 11 1 1 37 1 3 .
0 21 12 5 25 40 1 2 .
0 35.4 15 8 64 54 0 3 .
0 10.7 7 0 0 53 0 0 .
0 24.5 12 4 16 48 0 1 .
0 17.045 12 2 4 36 1 2 .
0 18.8 12 30 900 57 0 0 .
0 14 12 25 625 51 0 0 .
0 18.214 13 3 9 33 0 4 .
0 20.177 12 20 400 52 0 0 .
0 8.3 10 20 400 56 0 0 .
0 14.2 12 0 0 36 1 2 .
0 21.768 14 15 225 36 1 0 .
0 29.553 12 10 100 46 0 1 .
0 4.35 10 4 16 31 0 3 .
0 24 11 3 9 52 0 0 .
0 18.3 12 10 100 46 0 2 .
0 17.2 12 9 81 35 2 0 .
0 16.476 12 7 49 59 0 0 .
0 13.4 8 12 144 36 0 1 .
0 44.988 7 0 0 51 1 3 .
0 18.2 16 16 256 31 1 0 .
0 28 14 4 16 31 0 2 .
0 11.55 12 7 49 32 1 1 .
0 28.45 16 7 49 35 1 2 .
0 15.096 12 14 196 40 0 3 .
0 8.009 10 2 4 33 1 2 .
0 10.04 7 20 400 54 0 0 .
0 16.7 12 5 25 36 1 1 .
0 8.4 10 10 100 50 0 1 .
0 13 8 20 400 54 0 0 .
0 17.97 11 10 100 48 0 1 .
0 18.45 15 8 64 41 0 4 .
0 31 12 11 121 50 0 4 .
0 24.135 12 3 9 46 0 2 .
0 31.7 13 6 36 42 0 1 .
0 10.19 9 4 16 31 1 2 .
0 21.574 12 4 16 53 0 0 .
0 26.68 12 9 81 51 0 1 .
0 17.7 12 10 100 47 0 1 .
0 29.4 12 3 9 50 0 1 .
0 22.159 6 2 4 37 0 1 .
0 35 12 2 4 30 2 2 .
0 8.63 12 0 0 49 0 0 .
0 17.08 12 8 64 52 0 2 .
0 32.5 12 6 36 47 0 2 .
0 16 12 15 225 49 0 0 .
0 18.85 12 15 225 44 0 4 .
0 17.5 8 9 81 53 0 0 .
0 19.392 12 8 64 30 1 0 .
0 14.45 12 18 324 54 0 2 .
0 21.8 7 3 9 47 1 1 .
0 7.7 15 10 100 56 0 0 .
0 31.8 12 6 36 49 0 1 .
0 17.258 6 20 400 48 0 0 .
0 13.399 12 8 64 49 0 1 .
0 16.073 12 3 9 56 0 1 .
0 23.26 12 4 16 46 0 0 .
0 37.3 12 13 169 45 0 2 .
0 11 12 4 16 32 0 2 .
0 13.075 12 17 289 43 1 1 .
0 13.7 12 4 16 34 1 1 .
0 25.1 12 0 0 30 1 1 .
0 18.6 17 15 225 38 2 0 .
0 29 16 11 121 33 1 1 .
0 19.237 12 23 529 52 0 0 .
0 19.855 11 1 1 43 0 3 .
0 9.45 12 5 25 33 1 1 .
0 30 10 1 1 45 0 0 .
0 15 10 5 25 36 2 1 .
0 24.701 12 3 9 34 1 1 .
0 15.9 14 3 9 37 0 2 .
0 16.24 10 19 361 46 0 1 .
0 21.1 12 20 400 47 0 0 .
0 23 16 5 25 31 2 1 .
0 6.34 5 0 0 57 0 0 .
0 42.25 12 3 9 30 1 1 .
0 14.694 12 3 9 30 0 0 .
0 21.417 12 7 49 44 0 3 .
0 20.2 13 7 49 53 0 0 .
0 12.09 8 1 1 51 0 0 .
0 24.76 12 13 169 39 1 3 .
0 23 8 0 0 52 0 0 .
0 19.365 8 0 0 46 0 4 .
0 5.55 12 12 144 47 0 5 .
0 68.035 8 0 0 52 0 2 .
0 29.3 12 5 25 45 0 2 .
0 18.5 11 45 2025 60 0 0 .
0 22.582 13 10 100 41 0 2 .
0 21.5 8 2 4 39 0 3 .
0 28.07 12 3 9 49 0 1 .
0 50.3 15 1 1 32 1 1 .
0 23.5 12 5 25 33 1 3 .
0 15.5 10 10 100 36 0 4 .
0 13.44 13 4 16 37 3 3 .
0 8.1 12 7 49 30 1 2 .
0 9.8 11 9 81 44 1 1 .
0 20.3 12 5 25 48 0 1 .
0 15 11 4 16 40 0 4 .
0 56.1 13 11 121 47 0 0 .
0 22.846 12 9 81 36 0 2 .
0 22.225 11 4 16 40 0 2 .
0 17.635 12 2 4 46 0 1 .
0 18.5 12 23 529 52 0 0 .
0 13.39 12 3 9 44 0 1 .
0 15.15 10 15 225 45 0 1 .
0 16.2 7 8 64 30 2 1 .
0 33.92 12 3 9 40 1 3 .
0 14 12 25 625 43 0 1 .
0 16.736 12 2 4 49 0 2 .
0 30.65 12 0 0 46 1 4 .
0 12.4 11 19 361 52 0 0 .
0 19.022 12 3 9 31 1 1 .
0 11.203 10 7 49 42 1 1 .
0 19.876 11 1 1 33 0 3 .
0 57 16 9 81 57 0 0 .
0 18.29 10 3 9 49 0 0 .
0 20.22 14 8 64 45 0 1 .
0 22.15 11 0 0 56 0 0 .
0 30.623 12 5 25 41 1 3 .
0 9.38 5 20 400 56 0 0 .
0 22 10 3 9 48 0 1 .
0 23.675 16 12 144 52 0 2 .
0 33.671 12 5 25 51 0 0 .
0 12.367 11 1 1 35 0 3 .
0 21.95 12 0 0 45 0 0 .
0 32 12 7 49 54 0 0 .
0 22.61 12 13 169 54 0 2 .
0 12.092 12 3 9 31 1 0 .
0 3.777 6 0 0 53 0 3 .
0 36 14 2 4 35 2 2 .
0 26.9 12 0 0 36 1 3 .
0 32.242 12 2 4 59 0 0 .
0 35.02 16 1 1 54 0 0 .
0 37.6 12 10 100 37 1 1 .
0 1.5 12 10 100 44 0 0 .
0 96 17 1 1 34 1 2 .
0 18.15 12 3 9 49 0 0 .
0 15.5 12 32 1024 49 0 0 .
0 14 9 0 0 60 0 0 .
0 14.756 12 7 49 51 0 0 .
0 22 12 5 25 30 1 1 .
0 24.466 12 2 4 47 0 2 .
0 24.4 12 5 25 36 0 4 .
0 24 12 3 9 35 1 3 .
0 15.5 12 25 625 58 0 0 .
0 30.8 14 0 0 41 1 3 .
0 10.66 10 3 9 51 0 1 .
0 13.35 12 10 100 47 0 0 .
0 10.09 9 10 100 45 1 2 .
0 55.6 14 7 49 60 0 0 .
0 25.7 16 5 25 30 1 1 .
0 29 11 15 225 55 0 0 .
0 7.286 12 1 1 32 1 2 .
0 37.752 12 5 25 36 0 2 .
0 13.072 12 9 81 55 0 0 .
0 7.044 12 18 324 47 0 0 .
0 18.2 12 1 1 47 0 1 .
0 27 11 0 0 37 0 1 .
0 30.3 12 6 36 50 0 2 .
0 12 12 1 1 30 0 3 .
0 31.5 17 2 4 48 0 1 .
0 27.092 10 15 225 43 0 2 .
0 20.968 11 25 625 48 1 0 .
0 27 14 1 1 41 1 2 .
0 11.225 12 0 0 50 0 0 .
0 37.7 8 0 0 58 0 0 .
0 28.2 13 0 0 38 0 5 .
0 34 12 8 64 37 0 1 .
0 63.2 16 22 484 50 0 0 .
0 7.5 8 5 25 42 0 4 .
0 17.41 9 10 100 37 1 3 .
0 51 16 1 1 41 0 2 .
0 12.916 12 1 1 31 0 2 .
0 21.9 12 6 36 51 0 0 .
0 17.64 12 4 16 36 1 2 .
0 20 15 6 36 54 0 0 .
0 15 12 0 0 49 0 0 .
0 14.06 9 1 1 48 1 1 .
0 15.825 9 3 9 42 0 2 .
0 16.51 12 15 225 41 1 2 .
0 13 16 33 1089 55 0 0 .
0 10 9 2 4 42 0 0 .
0 22 15 1 1 32 0 1 .
0 29.8 12 10 100 43 0 2 .
0 15 12 0 0 33 1 3 .
0 22.3 15 14 196 48 0 1 .
0 14.55 12 15 225 43 0 2 .
0 19.73 17 15 225 47 1 3 .
0 35 12 10 100 54 0 0 .
0 21.014 12 6 36 51 0 1 .
0 10.876 10 18 324 51 0 1 .
0 27.85 13 15 225 43 1 1 .
0 9.56 12 30 900 53 0 0 .
0 30.3 11 15 225 34 1 1 .
0 7.72 8 10 100 31 1 1 .
0 10.55 12 0 0 56 0 0 .
0 24.106 16 0 0 42 0 1 .
0 22.995 12 4 16 32 0 2 .
0 6 12 0 0 35 1 3 .
0 24.35 12 3 9 30 1 1 .
0 7.608 10 20 400 51 0 0 .
0 28.2 12 3 9 47 0 3 .
0 16.15 12 1 1 54 0 1 .
0 51.2 15 5 25 31 3 0 .
0 12.646 10 7 49 47 0 0 .
0 19 14 6 36 47 0 3 .
0 19 12 2 4 40 0 3 .
0 14.4 8 0 0 48 0 0 .
0 7.232 8 10 100 34 0 7 .
0 21.943 12 6 36 38 0 3 .
0 47.5 12 4 16 32 1 3 .
0 28.9 16 8 64 48 0 1 .
0 12.4 12 18 324 41 0 2 .
0 6.531 5 7 49 49 0 2 .
0 22.422 8 15 225 59 0 0 .
0 22.2 13 7 49 58 0 0 .
0 77 12 8 64 41 0 3 .
0 88 12 8 64 45 0 2 .
0 26.04 14 3 9 30 1 1 .
0 63.5 12 10 100 41 0 1 .
0 12.1 12 9 81 30 2 0 .
0 17.505 12 24 576 53 0 1 .
0 18 12 12 144 31 0 0 .
0 28.069 14 2 4 43 0 2 .
0 14 12 6 36 31 1 1 .
0 8.117 12 18 324 51 0 0 .
0 11.895 9 17 289 43 0 0 .
0 45.25 14 7 49 31 1 2 .
0 31.106 11 6 36 48 0 0 .
0 4 12 10 100 31 1 1 .
0 40.5 12 5 25 44 0 1 .
0 21.62 11 7 49 48 0 1 .
0 23.426 12 11 121 53 0 1 .
0 26 10 14 196 42 0 3 .
0 7.84 12 5 25 39 2 6 .
0 6.8 10 2 4 32 1 2 .
0 5.33 12 4 16 36 0 2 .
0 28.2 13 5 25 40 0 2 .
0 10 12 14 196 31 2 3 .
0 9.952 12 4 16 43 0 0 .
0 24.984 12 15 225 60 0 0 .
0 28.363 9 12 144 39 0 3 .
;
data Mroz;
set Mroz;
if (ranuni(3939)<.3) then InLaborForce2=.;
else InLaborForce2=InLaborForce;
run;
ods graphics on;
proc logistic data=Mroz plots=calibration(clm showobs);
model InLaborForce2 = IncomeExcl Education Experience
SqExperience Age KidsLt6 KidsGe6 / gof;
id InLaborForce;
output out=Scored xbeta=XBeta;
run;
proc logistic data=Scored(where=(InLaborForce2=.))
plots=calibration(clm showobs);
model InLaborForce = XBeta;
test intercept = 0, XBeta = 1;
run;
