rsasr-haven

Unable to read SAS Transport File in R using Haven


I'm trying to view a SAS Transport File provided by CMS HCC risk adjustment model software files (2020 Model Software (zip)).

I already tried to open with SAS Universal Viewer to no luck.

Also tried reading in the file using library(haven) by doing the following.

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-apple-darwin17.0 (64-bit)
Running under: macOS Catalina 10.15.7

setwd('~/Documents/MSSP/CMS-HCC software V2421.86.P1')
library(haven)
sasdata <- read_xpt("C2419P1M")

Which gave me the following error.

Error: Failed to parse Documents/MSSP/CMS-HCC software V2421.86.P1/C2419P1M: Invalid file, or file has unsupported features.

The read_xpt() from haven should be able to read the transport file according to the documentation.

Hoping someone may have a troubleshooting idea that I haven't come across.


Solution

  • The files are not SAS transport files. They are SAS CPORT files, created by PROC CPORT. So HAVEN cannot read them.

    You seem to be asking about one data file that is just one observation with 1,039 variables. Here is SAS code to convert it to a text file with 1,039 lines containing the variable name and value.

    %let path=C:\downloads\CMS-HCC;
    libname out "&path";
    proc cimport file="&path\C2419P1M" lib=out; run;
    
    proc transpose data=out.C2419P1M out=C2419P1M(rename=(col1=VALUE)) name=NAME;
    run;
    
    filename text temp;
    
    data _null_;
      set C2419P1M;
      file text;
      put name value;
    run;
    

    Results:

    CFA_F65_69 0.441
    CFA_F70_74 0.519
    CFA_F75_79 0.593
    CFA_F80_84 0.716
    CFA_F85_89 0.865
    CFA_F90_94 0.987
    CFA_F95_GT 1.041
    CFA_M65_69 0.494
    CFA_M70_74 0.6
    CFA_M75_79 0.71
    CFA_M80_84 0.803
    CFA_M85_89 1
    CFA_M90_94 1.142
    CFA_M95_GT 1.267
    CFA_OriginallyDisabled_Female 0.173
    CFA_OriginallyDisabled_Male 0.182
    CFA_HCC1 0.595
    CFA_HCC2 0.453
    CFA_HCC6 0.572
    CFA_HCC8 2.566
    CFA_HCC9 1.01
    CFA_HCC10 0.717
    CFA_HCC11 0.317
    CFA_HCC12 0.158
    CFA_HCC17 0.34
    CFA_HCC18 0.34
    CFA_HCC19 0.107
    CFA_HCC21 0.693
    CFA_HCC22 0.383
    CFA_HCC23 0.211
    CFA_HCC27 1.111
    CFA_HCC28 0.411
    CFA_HCC29 0.042
    CFA_HCC33 0.258
    CFA_HCC34 0.349
    CFA_HCC35 0.275
    CFA_HCC39 0.558
    CFA_HCC40 0.371
    CFA_HCC46 1.214
    CFA_HCC47 0.452
    CFA_HCC48 0.221
    CFA_HCC54 0.538
    CFA_HCC55 0.538
    CFA_HCC56 0.538
    CFA_HCC57 0.57
    CFA_HCC58 0.57
    CFA_HCC59 0.299
    CFA_HCC60 0.299
    CFA_HCC70 1.038
    CFA_HCC71 0.921
    CFA_HCC72 0.532
    CFA_HCC73 1.101
    CFA_HCC74 0
    CFA_HCC75 0.407
    CFA_HCC76 0.413
    CFA_HCC77 0.742
    CFA_HCC78 0.601
    CFA_HCC79 0.237
    CFA_HCC80 0.511
    CFA_HCC82 2.183
    CFA_HCC83 0.902
    CFA_HCC84 0.492
    CFA_HCC85 0.371
    CFA_HCC86 0.377
    CFA_HCC87 0.302
    CFA_HCC88 0.034
    CFA_HCC96 0.384
    CFA_HCC99 0.38
    CFA_HCC100 0.38
    CFA_HCC103 0.487
    CFA_HCC104 0.345
    CFA_HCC106 1.724
    CFA_HCC107 0.565
    CFA_HCC108 0.294
    CFA_HCC110 0.509
    CFA_HCC111 0.43
    CFA_HCC112 0.161
    CFA_HCC114 0.641
    CFA_HCC115 0.258
    CFA_HCC122 0.271
    CFA_HCC124 0.298
    CFA_HCC134 0.683
    CFA_HCC135 0.683
    CFA_HCC136 0.26
    CFA_HCC137 0.26
    CFA_HCC138 0.017
    CFA_HCC157 2.463
    CFA_HCC158 1.471
    CFA_HCC161 0.727
    CFA_HCC162 0.162
    CFA_HCC166 0.511
    CFA_HCC167 0.144
    CFA_HCC169 0.532
    CFA_HCC170 0.409
    CFA_HCC173 0.221
    CFA_HCC176 0.68
    CFA_HCC186 0.728
    CFA_HCC188 0.742
    CFA_HCC189 0.795
    CFA_HCC51 0.453
    CFA_HCC52 0.453
    CFA_HCC159 0.863
    CFA_HCC47_gCancer 0.853
    CFA_DIABETES_CHF 0.192
    CFA_CHF_gCopdCF 0.23
    CFA_HCC85_gRenal_V24 0.187
    CFA_gCopdCF_CARD_RESP_FAIL 0.528
    CFA_HCC85_HCC96 0.138
    CFA_D6 0.04
    CFA_D7 0.057
    CFA_D8 0.095
    CFA_D9 0.156
    CFA_D10P 0.373
    CFD_F0_34 0.349
    CFD_F35_44 0.349
    CFD_F45_54 0.374
    CFD_F55_59 0.434
    CFD_F60_64 0.49
    CFD_M0_34 0.24
    CFD_M35_44 0.235
    CFD_M45_54 0.307
    CFD_M55_59 0.402
    CFD_M60_64 0.526
    CFD_HCC1 0.396
    CFD_HCC2 0.53
    CFD_HCC6 0.803
    CFD_HCC8 2.801
    CFD_HCC9 1.001
    CFD_HCC10 0.756
    CFD_HCC11 0.355
    CFD_HCC12 0.212
    CFD_HCC17 0.423
    CFD_HCC18 0.423
    CFD_HCC19 0.145
    CFD_HCC21 0.723
    CFD_HCC22 0.297
    CFD_HCC23 0.299
    CFD_HCC27 1.101
    CFD_HCC28 0.365
    CFD_HCC29 0.292
    CFD_HCC33 0.538
    CFD_HCC34 0.762
    CFD_HCC35 0.551
    CFD_HCC39 0.682
    CFD_HCC40 0.328
    CFD_HCC46 4.309
    CFD_HCC47 0.691
    CFD_HCC48 0.298
    CFD_HCC54 0.896
    CFD_HCC55 0.356
    CFD_HCC56 0.348
    CFD_HCC57 0.381
    CFD_HCC58 0.231
    CFD_HCC59 0.127
    CFD_HCC60 0.1
    CFD_HCC70 1
    CFD_HCC71 0.957
    CFD_HCC72 0.377
    CFD_HCC73 1.245
    CFD_HCC74 0
    CFD_HCC75 0.404
    CFD_HCC76 0.597
    CFD_HCC77 0.789
    CFD_HCC78 0.443
    CFD_HCC79 0.139
    CFD_HCC80 0.105
    CFD_HCC82 1.465
    CFD_HCC83 0.531
    CFD_HCC84 0.531
    CFD_HCC85 0.486
    CFD_HCC86 0.425
    CFD_HCC87 0.425
    CFD_HCC88 0.152
    CFD_HCC96 0.308
    CFD_HCC99 0.486
    CFD_HCC100 0.324
    CFD_HCC103 0.296
    CFD_HCC104 0.258
    CFD_HCC106 1.748
    CFD_HCC107 0.653
    CFD_HCC108 0.267
    CFD_HCC110 3.516
    CFD_HCC111 0.331
    CFD_HCC112 0.275
    CFD_HCC114 0.375
    CFD_HCC115 0
    CFD_HCC122 0.269
    CFD_HCC124 0.145
    CFD_HCC134 0.594
    CFD_HCC135 0.594
    CFD_HCC136 0.323
    CFD_HCC137 0.138
    CFD_HCC138 0
    CFD_HCC157 2.582
    CFD_HCC158 1.38
    CFD_HCC161 0.583
    CFD_HCC162 0.308
    CFD_HCC166 0.105
    CFD_HCC167 0.025
    CFD_HCC169 0.377
    CFD_HCC170 0.469
    CFD_HCC173 0.525
    CFD_HCC176 0.982
    CFD_HCC186 0.865
    CFD_HCC188 0.77
    CFD_HCC189 0.934
    CFD_HCC51 0.256
    CFD_HCC52 0.256
    CFD_HCC159 0.467
    CFD_HCC47_gCancer 0.679
    CFD_DIABETES_CHF 0.043
    CFD_CHF_gCopdCF 0.154
    CFD_HCC85_gRenal_V24 0.461
    CFD_gCopdCF_CARD_RESP_FAIL 0.455
    CFD_HCC85_HCC96 0.361
    CFD_gSubstanceUseDisorder_gPsych 0.191
    CFD_D5 0.055
    CFD_D6 0.167
    CFD_D7 0.269
    CFD_D8 0.424
    CFD_D9 0.549
    CFD_D10P 1.056
    CPA_F65_69 0.359
    CPA_F70_74 0.406
    CPA_F75_79 0.476
    CPA_F80_84 0.55
    CPA_F85_89 0.653
    CPA_F90_94 0.783
    CPA_F95_GT 0.873
    CPA_M65_69 0.37
    CPA_M70_74 0.427
    CPA_M75_79 0.5
    CPA_M80_84 0.544
    CPA_M85_89 0.659
    CPA_M90_94 0.834
    CPA_M95_GT 1.047
    CPA_OriginallyDisabled_Female 0.136
    CPA_OriginallyDisabled_Male 0.083
    CPA_HCC1 0.482
    CPA_HCC2 0.316
    CPA_HCC6 0.318
    CPA_HCC8 2.455
    CPA_HCC9 1.001
    CPA_HCC10 0.648
    CPA_HCC11 0.33
    CPA_HCC12 0.154
    CPA_HCC17 0.326
    CPA_HCC18 0.326
    CPA_HCC19 0.087
    CPA_HCC21 0.457
    CPA_HCC22 0.233
    CPA_HCC23 0.174
    CPA_HCC27 0.729
    CPA_HCC28 0.403
    CPA_HCC29 0.181
    CPA_HCC33 0.232
    CPA_HCC34 0.371
    CPA_HCC35 0.275
    CPA_HCC39 0.443
    CPA_HCC40 0.347
    CPA_HCC46 1.234
    CPA_HCC47 0.674
    CPA_HCC48 0.186
    CPA_HCC54 0.372
    CPA_HCC55 0.372
    CPA_HCC56 0.372
    CPA_HCC57 0.495
    CPA_HCC58 0.449
    CPA_HCC59 0.306
    CPA_HCC60 0.255
    CPA_HCC70 1
    CPA_HCC71 1
    CPA_HCC72 0.512
    CPA_HCC73 0.687
    CPA_HCC74 0.114
    CPA_HCC75 0.287
    CPA_HCC76 0
    CPA_HCC77 0.276
    CPA_HCC78 0.536
    CPA_HCC79 0.257
    CPA_HCC80 0.729
    CPA_HCC82 0.836
    CPA_HCC83 0.361
    CPA_HCC84 0.361
    CPA_HCC85 0.336
    CPA_HCC86 0.293
    CPA_HCC87 0.276
    CPA_HCC88 0.149
    CPA_HCC96 0.264
    CPA_HCC99 0.23
    CPA_HCC100 0.23
    CPA_HCC103 0.438
    CPA_HCC104 0.3
    CPA_HCC106 1.504
    CPA_HCC107 0.463
    CPA_HCC108 0.297
    CPA_HCC110 0.392
    CPA_HCC111 0.358
    CPA_HCC112 0.2
    CPA_HCC114 0.514
    CPA_HCC115 0.093
    CPA_HCC122 0.182
    CPA_HCC124 0.393
    CPA_HCC134 0.446
    CPA_HCC135 0.446
    CPA_HCC136 0.28
    CPA_HCC137 0.28
    CPA_HCC138 0.043
    CPA_HCC157 2.028
    CPA_HCC158 1.162
    CPA_HCC161 0.541
    CPA_HCC162 0
    CPA_HCC166 0.729
    CPA_HCC167 0.034
    CPA_HCC169 0.512
    CPA_HCC170 0.354
    CPA_HCC173 0.176
    CPA_HCC176 0.52
    CPA_HCC186 0.438
    CPA_HCC188 0.52
    CPA_HCC189 0.697
    CPA_HCC51 0.42
    CPA_HCC52 0.42
    CPA_HCC159 0.649
    CPA_HCC47_gCancer 0.656
    CPA_DIABETES_CHF 0.113
    CPA_CHF_gCopdCF 0.158
    CPA_HCC85_gRenal_V24 0.186
    CPA_gCopdCF_CARD_RESP_FAIL 0.392
    CPA_HCC85_HCC96 0.101
    CPA_D5 0.037
    CPA_D6 0.071
    CPA_D7 0.08
    CPA_D8 0.125
    CPA_D9 0.402
    CPA_D10P 0.548
    CPD_F0_34 0.383
    CPD_F35_44 0.414
    CPD_F45_54 0.418
    CPD_F55_59 0.414
    CPD_F60_64 0.412
    CPD_M0_34 0.389
    CPD_M35_44 0.282
    CPD_M45_54 0.313
    CPD_M55_59 0.34
    CPD_M60_64 0.373
    CPD_HCC1 0.2
    CPD_HCC2 0.297
    CPD_HCC6 0.658
    CPD_HCC8 2.659
    CPD_HCC9 0.88
    CPD_HCC10 0.667
    CPD_HCC11 0.351
    CPD_HCC12 0.181
    CPD_HCC17 0.373
    CPD_HCC18 0.373
    CPD_HCC19 0.122
    CPD_HCC21 0.679
    CPD_HCC22 0.204
    CPD_HCC23 0.319
    CPD_HCC27 0.887
    CPD_HCC28 0.341
    CPD_HCC29 0.238
    CPD_HCC33 0.552
    CPD_HCC34 0.597
    CPD_HCC35 0.543
    CPD_HCC39 0.435
    CPD_HCC40 0.264
    CPD_HCC46 4.138
    CPD_HCC47 0.594
    CPD_HCC48 0.33
    CPD_HCC54 0.679
    CPD_HCC55 0.275
    CPD_HCC56 0.275
    CPD_HCC57 0.309
    CPD_HCC58 0.239
    CPD_HCC59 0.109
    CPD_HCC60 0.065
    CPD_HCC70 1.134
    CPD_HCC71 0.933
    CPD_HCC72 0.336
    CPD_HCC73 0.933
    CPD_HCC74 0
    CPD_HCC75 0.314
    CPD_HCC76 0.286
    CPD_HCC77 0.46
    CPD_HCC78 0.43
    CPD_HCC79 0.169
    CPD_HCC80 0.134
    CPD_HCC82 0.769
    CPD_HCC83 0.769
    CPD_HCC84 0.343
    CPD_HCC85 0.422
    CPD_HCC86 0.379
    CPD_HCC87 0.379
    CPD_HCC88 0.149
    CPD_HCC96 0.281
    CPD_HCC99 0.163
    CPD_HCC100 0.163
    CPD_HCC103 0.31
    CPD_HCC104 0.164
    CPD_HCC106 1.525
    CPD_HCC107 0.45
    CPD_HCC108 0.314
    CPD_HCC110 3.051
    CPD_HCC111 0.267
    CPD_HCC112 0.229
    CPD_HCC114 0.198
    CPD_HCC115 0.082
    CPD_HCC122 0.201
    CPD_HCC124 0.158
    CPD_HCC134 0.48
    CPD_HCC135 0.48
    CPD_HCC136 0.261
    CPD_HCC137 0.039
    CPD_HCC138 0
    CPD_HCC157 2.512
    CPD_HCC158 0.925
    CPD_HCC161 0.542
    CPD_HCC162 0.324
    CPD_HCC166 0.134
    CPD_HCC167 0.019
    CPD_HCC169 0.336
    CPD_HCC170 0.333
    CPD_HCC173 0.18
    CPD_HCC176 0.832
    CPD_HCC186 0.613
    CPD_HCC188 0.732
    CPD_HCC189 0.626
    CPD_HCC51 0.257
    CPD_HCC52 0.257
    CPD_HCC159 0.824
    CPD_HCC47_gCancer 0.601
    CPD_DIABETES_CHF 0
    CPD_CHF_gCopdCF 0.141
    CPD_HCC85_gRenal_V24 0.382
    CPD_gCopdCF_CARD_RESP_FAIL 0.479
    CPD_HCC85_HCC96 0.303
    CPD_gSubstanceUseDisorder_gPsych 0.201
    CPD_D5 0.083
    CPD_D6 0.117
    CPD_D7 0.291
    CPD_D8 0.452
    CPD_D9 0.499
    CPD_D10P 0.893
    CND_F0_34 0.241
    CND_F35_44 0.315
    CND_F45_54 0.348
    CND_F55_59 0.379
    CND_F60_64 0.428
    CND_M0_34 0.156
    CND_M35_44 0.199
    CND_M45_54 0.241
    CND_M55_59 0.287
    CND_M60_64 0.33
    CND_HCC1 0.287
    CND_HCC2 0.414
    CND_HCC6 0.74
    CND_HCC8 2.714
    CND_HCC9 0.91
    CND_HCC10 0.663
    CND_HCC11 0.345
    CND_HCC12 0.212
    CND_HCC17 0.351
    CND_HCC18 0.351
    CND_HCC19 0.124
    CND_HCC21 0.674
    CND_HCC22 0.183
    CND_HCC23 0.378
    CND_HCC27 1.065
    CND_HCC28 0.334
    CND_HCC29 0.314
    CND_HCC33 0.503
    CND_HCC34 0.58
    CND_HCC35 0.523
    CND_HCC39 0.378
    CND_HCC40 0.367
    CND_HCC46 3.566
    CND_HCC47 0.86
    CND_HCC48 0.312
    CND_HCC54 0.543
    CND_HCC55 0.279
    CND_HCC56 0.247
    CND_HCC57 0.352
    CND_HCC58 0.352
    CND_HCC59 0.164
    CND_HCC60 0.108
    CND_HCC70 1.001
    CND_HCC71 0.739
    CND_HCC72 0.369
    CND_HCC73 1.132
    CND_HCC74 0.098
    CND_HCC75 0.481
    CND_HCC76 0.621
    CND_HCC77 0.566
    CND_HCC78 0.501
    CND_HCC79 0.196
    CND_HCC80 0.274
    CND_HCC82 0.781
    CND_HCC83 0.4
    CND_HCC84 0.385
    CND_HCC85 0.447
    CND_HCC86 0.264
    CND_HCC87 0.264
    CND_HCC88 0.111
    CND_HCC96 0.262
    CND_HCC99 0.17
    CND_HCC100 0.146
    CND_HCC103 0.281
    CND_HCC104 0.27
    CND_HCC106 1.521
    CND_HCC107 0.464
    CND_HCC108 0.301
    CND_HCC110 2.676
    CND_HCC111 0.246
    CND_HCC112 0.237
    CND_HCC114 0.236
    CND_HCC115 0
    CND_HCC122 0.231
    CND_HCC124 0.314
    CND_HCC134 0.406
    CND_HCC135 0.406
    CND_HCC136 0.231
    CND_HCC137 0.105
    CND_HCC138 0.021
    CND_HCC157 2.097
    CND_HCC158 1.212
    CND_HCC161 0.592
    CND_HCC162 0.506
    CND_HCC166 0.274
    CND_HCC167 0
    CND_HCC169 0.369
    CND_HCC170 0.394
    CND_HCC173 0.172
    CND_HCC176 0.911
    CND_HCC186 0.445
    CND_HCC188 0.755
    CND_HCC189 0.437
    CND_HCC51 0.224
    CND_HCC52 0.224
    CND_HCC159 0.628
    CND_HCC47_gCancer 0.46
    CND_DIABETES_CHF 0.024
    CND_CHF_gCopdCF 0.121
    CND_HCC85_gRenal_V24 0.411
    CND_gCopdCF_CARD_RESP_FAIL 0.379
    CND_HCC85_HCC96 0.282
    CND_gSubstanceUseDisorder_gPsych 0.138
    CND_D5 0.043
    CND_D6 0.131
    CND_D7 0.201
    CND_D8 0.441
    CND_D9 0.441
    CND_D10P 0.897
    INS_F0_34 0.902
    INS_F35_44 1.105
    INS_F45_54 1.043
    INS_F55_59 1.065
    INS_F60_64 1.067
    INS_F65_69 1.245
    INS_F70_74 1.15
    INS_F75_79 1.014
    INS_F80_84 0.882
    INS_F85_89 0.798
    INS_F90_94 0.668
    INS_F95_GT 0.501
    INS_M0_34 1.101
    INS_M35_44 1.002
    INS_M45_54 0.965
    INS_M55_59 1.017
    INS_M60_64 1.061
    INS_M65_69 1.288
    INS_M70_74 1.329
    INS_M75_79 1.317
    INS_M80_84 1.207
    INS_M85_89 1.122
    INS_M90_94 0.989
    INS_M95_GT 0.821
    INS_LTIMCAID 0.061
    INS_ORIGDS 0
    INS_DISABLED_HCC85 0.279
    INS_DISABLED_PRESSURE_ULCER 0.544
    INS_DISABLED_HCC161 0.473
    INS_DISABLED_HCC39 0.456
    INS_DISABLED_HCC77 0.496
    INS_DISABLED_HCC6 0.405
    INS_CHF_gCopdCF 0.191
    INS_gCopdCF_CARD_RESP_FAIL 0.414
    INS_SEPSIS_PRESSURE_ULCER 0.155
    INS_SEPSIS_ARTIF_OPENINGS 0.474
    INS_ART_OPENINGS_PRESS_ULCER 0.359
    INS_DIABETES_CHF 0.169
    INS_gCopdCF_ASP_SPEC_B_PNEUM 0.216
    INS_ASP_SPEC_B_PNEUM_PRES_ULC 0.472
    INS_SEPSIS_ASP_SPEC_BACT_PNEUM 0.346
    INS_SCHIZOPHRENIA_gCopdCF 0.417
    INS_SCHIZOPHRENIA_CHF 0.127
    INS_SCHIZOPHRENIA_SEIZURES 0.573
    INS_HCC1 1.722
    INS_HCC2 0.324
    INS_HCC6 0.534
    INS_HCC8 1.303
    INS_HCC9 0.623
    INS_HCC10 0.461
    INS_HCC11 0.294
    INS_HCC12 0.21
    INS_HCC17 0.44
    INS_HCC18 0.44
    INS_HCC19 0.178
    INS_HCC21 0.267
    INS_HCC22 0.455
    INS_HCC23 0.379
    INS_HCC27 0.874
    INS_HCC28 0.485
    INS_HCC29 0.485
    INS_HCC33 0.352
    INS_HCC34 0.422
    INS_HCC35 0.355
    INS_HCC39 0.401
    INS_HCC40 0.292
    INS_HCC46 0.799
    INS_HCC47 0.576
    INS_HCC48 0.19
    INS_HCC54 0.178
    INS_HCC55 0.178
    INS_HCC56 0.178
    INS_HCC57 0.187
    INS_HCC58 0.187
    INS_HCC59 0.187
    INS_HCC60 0
    INS_HCC70 0.549
    INS_HCC71 0.492
    INS_HCC72 0.289
    INS_HCC73 0.476
    INS_HCC74 0
    INS_HCC75 0.332
    INS_HCC76 0.356
    INS_HCC77 0
    INS_HCC78 0.159
    INS_HCC79 0.065
    INS_HCC80 0
    INS_HCC82 1.622
    INS_HCC83 0.511
    INS_HCC84 0.313
    INS_HCC85 0.203
    INS_HCC86 0.366
    INS_HCC87 0.366
    INS_HCC88 0.366
    INS_HCC96 0.252
    INS_HCC99 0.111
    INS_HCC100 0.111
    INS_HCC103 0
    INS_HCC104 0
    INS_HCC106 0.867
    INS_HCC107 0.299
    INS_HCC108 0.093
    INS_HCC110 0.593
    INS_HCC111 0.311
    INS_HCC112 0.11
    INS_HCC114 0.156
    INS_HCC115 0.156
    INS_HCC122 0.394
    INS_HCC124 0.217
    INS_HCC134 0.468
    INS_HCC135 0.468
    INS_HCC136 0.245
    INS_HCC137 0.201
    INS_HCC138 0.092
    INS_HCC157 0.854
    INS_HCC158 0.322
    INS_HCC161 0.294
    INS_HCC162 0
    INS_HCC166 0
    INS_HCC167 0
    INS_HCC169 0.25
    INS_HCC170 0
    INS_HCC173 0.092
    INS_HCC176 0.469
    INS_HCC186 1.046
    INS_HCC188 0.514
    INS_HCC189 0.357
    INS_HCC51 0
    INS_HCC52 0
    INS_HCC159 0.322
    NE_NMCAID_NORIGDIS_NEF0_34 0.804
    NE_NMCAID_NORIGDIS_NEF35_44 0.947
    NE_NMCAID_NORIGDIS_NEF45_54 1.016
    NE_NMCAID_NORIGDIS_NEF55_59 1.017
    NE_NMCAID_NORIGDIS_NEF60_64 1.122
    NE_NMCAID_NORIGDIS_NEF65 0.52
    NE_NMCAID_NORIGDIS_NEF66 0.515
    NE_NMCAID_NORIGDIS_NEF67 0.544
    NE_NMCAID_NORIGDIS_NEF68 0.598
    NE_NMCAID_NORIGDIS_NEF69 0.6
    NE_NMCAID_NORIGDIS_NEF70_74 0.69
    NE_NMCAID_NORIGDIS_NEF75_79 0.86
    NE_NMCAID_NORIGDIS_NEF80_84 1.014
    NE_NMCAID_NORIGDIS_NEF85_89 1.293
    NE_NMCAID_NORIGDIS_NEF90_94 1.293
    NE_NMCAID_NORIGDIS_NEF95_GT 1.293
    NE_NMCAID_NORIGDIS_NEM0_34 0.442
    NE_NMCAID_NORIGDIS_NEM35_44 0.657
    NE_NMCAID_NORIGDIS_NEM45_54 0.864
    NE_NMCAID_NORIGDIS_NEM55_59 0.904
    NE_NMCAID_NORIGDIS_NEM60_64 0.921
    NE_NMCAID_NORIGDIS_NEM65 0.518
    NE_NMCAID_NORIGDIS_NEM66 0.533
    NE_NMCAID_NORIGDIS_NEM67 0.582
    NE_NMCAID_NORIGDIS_NEM68 0.626
    NE_NMCAID_NORIGDIS_NEM69 0.69
    NE_NMCAID_NORIGDIS_NEM70_74 0.786
    NE_NMCAID_NORIGDIS_NEM75_79 1.06
    NE_NMCAID_NORIGDIS_NEM80_84 1.247
    NE_NMCAID_NORIGDIS_NEM85_89 1.498
    NE_NMCAID_NORIGDIS_NEM90_94 1.498
    NE_NMCAID_NORIGDIS_NEM95_GT 1.498
    NE_MCAID_NORIGDIS_NEF0_34 0.969
    NE_MCAID_NORIGDIS_NEF35_44 1.202
    NE_MCAID_NORIGDIS_NEF45_54 1.306
    NE_MCAID_NORIGDIS_NEF55_59 1.307
    NE_MCAID_NORIGDIS_NEF60_64 1.408
    NE_MCAID_NORIGDIS_NEF65 0.993
    NE_MCAID_NORIGDIS_NEF66 0.897
    NE_MCAID_NORIGDIS_NEF67 0.92
    NE_MCAID_NORIGDIS_NEF68 0.951
    NE_MCAID_NORIGDIS_NEF69 0.951
    NE_MCAID_NORIGDIS_NEF70_74 0.985
    NE_MCAID_NORIGDIS_NEF75_79 1.134
    NE_MCAID_NORIGDIS_NEF80_84 1.353
    NE_MCAID_NORIGDIS_NEF85_89 1.536
    NE_MCAID_NORIGDIS_NEF90_94 1.701
    NE_MCAID_NORIGDIS_NEF95_GT 1.701
    NE_MCAID_NORIGDIS_NEM0_34 0.734
    NE_MCAID_NORIGDIS_NEM35_44 1.059
    NE_MCAID_NORIGDIS_NEM45_54 1.353
    NE_MCAID_NORIGDIS_NEM55_59 1.418
    NE_MCAID_NORIGDIS_NEM60_64 1.551
    NE_MCAID_NORIGDIS_NEM65 1.144
    NE_MCAID_NORIGDIS_NEM66 1.094
    NE_MCAID_NORIGDIS_NEM67 1.151
    NE_MCAID_NORIGDIS_NEM68 1.202
    NE_MCAID_NORIGDIS_NEM69 1.202
    NE_MCAID_NORIGDIS_NEM70_74 1.298
    NE_MCAID_NORIGDIS_NEM75_79 1.407
    NE_MCAID_NORIGDIS_NEM80_84 1.555
    NE_MCAID_NORIGDIS_NEM85_89 1.777
    NE_MCAID_NORIGDIS_NEM90_94 1.777
    NE_MCAID_NORIGDIS_NEM95_GT 1.777
    NE_NMCAID_ORIGDIS_NEF65 1.122
    NE_NMCAID_ORIGDIS_NEF66 1.174
    NE_NMCAID_ORIGDIS_NEF67 1.174
    NE_NMCAID_ORIGDIS_NEF68 1.174
    NE_NMCAID_ORIGDIS_NEF69 1.174
    NE_NMCAID_ORIGDIS_NEF70_74 1.174
    NE_NMCAID_ORIGDIS_NEF75_79 1.174
    NE_NMCAID_ORIGDIS_NEF80_84 1.174
    NE_NMCAID_ORIGDIS_NEF85_89 1.293
    NE_NMCAID_ORIGDIS_NEF90_94 1.293
    NE_NMCAID_ORIGDIS_NEF95_GT 1.293
    NE_NMCAID_ORIGDIS_NEM65 0.921
    NE_NMCAID_ORIGDIS_NEM66 1.071
    NE_NMCAID_ORIGDIS_NEM67 1.123
    NE_NMCAID_ORIGDIS_NEM68 1.123
    NE_NMCAID_ORIGDIS_NEM69 1.32
    NE_NMCAID_ORIGDIS_NEM70_74 1.408
    NE_NMCAID_ORIGDIS_NEM75_79 1.408
    NE_NMCAID_ORIGDIS_NEM80_84 1.408
    NE_NMCAID_ORIGDIS_NEM85_89 1.498
    NE_NMCAID_ORIGDIS_NEM90_94 1.498
    NE_NMCAID_ORIGDIS_NEM95_GT 1.498
    NE_MCAID_ORIGDIS_NEF65 1.462
    NE_MCAID_ORIGDIS_NEF66 1.887
    NE_MCAID_ORIGDIS_NEF67 1.887
    NE_MCAID_ORIGDIS_NEF68 1.887
    NE_MCAID_ORIGDIS_NEF69 1.887
    NE_MCAID_ORIGDIS_NEF70_74 1.887
    NE_MCAID_ORIGDIS_NEF75_79 1.887
    NE_MCAID_ORIGDIS_NEF80_84 1.887
    NE_MCAID_ORIGDIS_NEF85_89 1.887
    NE_MCAID_ORIGDIS_NEF90_94 1.887
    NE_MCAID_ORIGDIS_NEF95_GT 1.887
    NE_MCAID_ORIGDIS_NEM65 1.811
    NE_MCAID_ORIGDIS_NEM66 2.199
    NE_MCAID_ORIGDIS_NEM67 2.199
    NE_MCAID_ORIGDIS_NEM68 2.199
    NE_MCAID_ORIGDIS_NEM69 2.199
    NE_MCAID_ORIGDIS_NEM70_74 2.199
    NE_MCAID_ORIGDIS_NEM75_79 2.199
    NE_MCAID_ORIGDIS_NEM80_84 2.199
    NE_MCAID_ORIGDIS_NEM85_89 2.199
    NE_MCAID_ORIGDIS_NEM90_94 2.199
    NE_MCAID_ORIGDIS_NEM95_GT 2.199
    CFA_D1 0
    CFA_D2 0
    CFA_D3 0
    CFA_D4 0
    CFA_D5 0
    CPA_D1 0
    CPA_D2 0
    CPA_D3 0
    CPA_D4 0
    CFD_D1 0
    CFD_D2 0
    CFD_D3 0
    CFD_D4 0
    CND_D1 0
    CND_D2 0
    CND_D3 0
    CND_D4 0
    CPD_D1 0
    CPD_D2 0
    CPD_D3 0
    CPD_D4 0
    CNA_F65_69 0.323
    CNA_F70_74 0.386
    CNA_F75_79 0.451
    CNA_F80_84 0.528
    CNA_F85_89 0.641
    CNA_F90_94 0.783
    CNA_F95_GT 0.787
    CNA_M65_69 0.308
    CNA_M70_74 0.394
    CNA_M75_79 0.473
    CNA_M80_84 0.556
    CNA_M85_89 0.686
    CNA_M90_94 0.841
    CNA_M95_GT 0.986
    CNA_OriginallyDisabled_Female 0.25
    CNA_OriginallyDisabled_Male 0.147
    CNA_HCC1 0.335
    CNA_HCC2 0.352
    CNA_HCC6 0.424
    CNA_HCC8 2.659
    CNA_HCC9 1.024
    CNA_HCC10 0.675
    CNA_HCC11 0.307
    CNA_HCC12 0.15
    CNA_HCC17 0.302
    CNA_HCC18 0.302
    CNA_HCC19 0.105
    CNA_HCC21 0.455
    CNA_HCC22 0.25
    CNA_HCC23 0.194
    CNA_HCC27 0.882
    CNA_HCC28 0.363
    CNA_HCC29 0.147
    CNA_HCC33 0.219
    CNA_HCC34 0.287
    CNA_HCC35 0.308
    CNA_HCC39 0.401
    CNA_HCC40 0.421
    CNA_HCC46 1.372
    CNA_HCC47 0.665
    CNA_HCC48 0.192
    CNA_HCC54 0.329
    CNA_HCC55 0.329
    CNA_HCC56 0.329
    CNA_HCC57 0.524
    CNA_HCC58 0.393
    CNA_HCC59 0.309
    CNA_HCC60 0.309
    CNA_HCC70 1.242
    CNA_HCC71 1.068
    CNA_HCC72 0.481
    CNA_HCC73 0.999
    CNA_HCC74 0.339
    CNA_HCC75 0.472
    CNA_HCC76 0.518
    CNA_HCC77 0.423
    CNA_HCC78 0.606
    CNA_HCC79 0.22
    CNA_HCC80 0.486
    CNA_HCC82 1
    CNA_HCC83 0.354
    CNA_HCC84 0.282
    CNA_HCC85 0.331
    CNA_HCC86 0.195
    CNA_HCC87 0.195
    CNA_HCC88 0.135
    CNA_HCC96 0.268
    CNA_HCC99 0.23
    CNA_HCC100 0.23
    CNA_HCC103 0.437
    CNA_HCC104 0.331
    CNA_HCC106 1.488
    CNA_HCC107 0.383
    CNA_HCC108 0.288
    CNA_HCC110 0.51
    CNA_HCC111 0.335
    CNA_HCC112 0.219
    CNA_HCC114 0.517
    CNA_HCC115 0.13
    CNA_HCC122 0.222
    CNA_HCC124 0.521
    CNA_HCC134 0.435
    CNA_HCC135 0.435
    CNA_HCC136 0.289
    CNA_HCC137 0.289
    CNA_HCC138 0.069
    CNA_HCC157 2.028
    CNA_HCC158 1.069
    CNA_HCC161 0.515
    CNA_HCC162 0.224
    CNA_HCC166 0.486
    CNA_HCC167 0.077
    CNA_HCC169 0.476
    CNA_HCC170 0.35
    CNA_HCC173 0.208
    CNA_HCC176 0.582
    CNA_HCC186 0.832
    CNA_HCC188 0.534
    CNA_HCC189 0.519
    CNA_HCC51 0.346
    CNA_HCC52 0.346
    CNA_HCC159 0.656
    CNA_HCC47_gCancer 0.838
    CNA_DIABETES_CHF 0.121
    CNA_CHF_gCopdCF 0.155
    CNA_HCC85_gRenal_V24 0.156
    CNA_gCopdCF_CARD_RESP_FAIL 0.363
    CNA_HCC85_HCC96 0.085
    CNA_D4 0.006
    CNA_D5 0.042
    CNA_D6 0.077
    CNA_D7 0.126
    CNA_D8 0.214
    CNA_D9 0.258
    CNA_D10P 0.505
    CNA_D1 0
    CNA_D2 0
    CNA_D3 0
    SNPNE_NMCAID_NORIGDIS_NEF0_34 1.513
    SNPNE_NMCAID_NORIGDIS_NEF35_44 1.513
    SNPNE_NMCAID_NORIGDIS_NEF45_54 1.513
    SNPNE_NMCAID_NORIGDIS_NEF55_59 1.619
    SNPNE_NMCAID_NORIGDIS_NEF60_64 1.686
    SNPNE_NMCAID_NORIGDIS_NEF65 0.999
    SNPNE_NMCAID_NORIGDIS_NEF66 0.999
    SNPNE_NMCAID_NORIGDIS_NEF67 1.07
    SNPNE_NMCAID_NORIGDIS_NEF68 1.108
    SNPNE_NMCAID_NORIGDIS_NEF69 1.164
    SNPNE_NMCAID_NORIGDIS_NEF70_74 1.31
    SNPNE_NMCAID_NORIGDIS_NEF75_79 1.516
    SNPNE_NMCAID_NORIGDIS_NEF80_84 1.746
    SNPNE_NMCAID_NORIGDIS_NEF85_89 1.971
    SNPNE_NMCAID_NORIGDIS_NEF90_94 2.161
    SNPNE_NMCAID_NORIGDIS_NEF95_GT 2.161
    SNPNE_NMCAID_NORIGDIS_NEM0_34 1.276
    SNPNE_NMCAID_NORIGDIS_NEM35_44 1.276
    SNPNE_NMCAID_NORIGDIS_NEM45_54 1.498
    SNPNE_NMCAID_NORIGDIS_NEM55_59 1.63
    SNPNE_NMCAID_NORIGDIS_NEM60_64 1.673
    SNPNE_NMCAID_NORIGDIS_NEM65 0.98
    SNPNE_NMCAID_NORIGDIS_NEM66 0.98
    SNPNE_NMCAID_NORIGDIS_NEM67 1.02
    SNPNE_NMCAID_NORIGDIS_NEM68 1.082
    SNPNE_NMCAID_NORIGDIS_NEM69 1.14
    SNPNE_NMCAID_NORIGDIS_NEM70_74 1.345
    SNPNE_NMCAID_NORIGDIS_NEM75_79 1.581
    SNPNE_NMCAID_NORIGDIS_NEM80_84 1.832
    SNPNE_NMCAID_NORIGDIS_NEM85_89 2.095
    SNPNE_NMCAID_NORIGDIS_NEM90_94 2.351
    SNPNE_NMCAID_NORIGDIS_NEM95_GT 2.351
    SNPNE_MCAID_NORIGDIS_NEF0_34 1.776
    SNPNE_MCAID_NORIGDIS_NEF35_44 1.776
    SNPNE_MCAID_NORIGDIS_NEF45_54 2.01
    SNPNE_MCAID_NORIGDIS_NEF55_59 2.095
    SNPNE_MCAID_NORIGDIS_NEF60_64 2.126
    SNPNE_MCAID_NORIGDIS_NEF65 1.375
    SNPNE_MCAID_NORIGDIS_NEF66 1.375
    SNPNE_MCAID_NORIGDIS_NEF67 1.483
    SNPNE_MCAID_NORIGDIS_NEF68 1.559
    SNPNE_MCAID_NORIGDIS_NEF69 1.576
    SNPNE_MCAID_NORIGDIS_NEF70_74 1.789
    SNPNE_MCAID_NORIGDIS_NEF75_79 1.98
    SNPNE_MCAID_NORIGDIS_NEF80_84 2.194
    SNPNE_MCAID_NORIGDIS_NEF85_89 2.49
    SNPNE_MCAID_NORIGDIS_NEF90_94 2.68
    SNPNE_MCAID_NORIGDIS_NEF95_GT 2.68
    SNPNE_MCAID_NORIGDIS_NEM0_34 1.533
    SNPNE_MCAID_NORIGDIS_NEM35_44 1.533
    SNPNE_MCAID_NORIGDIS_NEM45_54 1.854
    SNPNE_MCAID_NORIGDIS_NEM55_59 2.041
    SNPNE_MCAID_NORIGDIS_NEM60_64 2.167
    SNPNE_MCAID_NORIGDIS_NEM65 1.525
    SNPNE_MCAID_NORIGDIS_NEM66 1.525
    SNPNE_MCAID_NORIGDIS_NEM67 1.646
    SNPNE_MCAID_NORIGDIS_NEM68 1.646
    SNPNE_MCAID_NORIGDIS_NEM69 1.646
    SNPNE_MCAID_NORIGDIS_NEM70_74 1.967
    SNPNE_MCAID_NORIGDIS_NEM75_79 2.14
    SNPNE_MCAID_NORIGDIS_NEM80_84 2.272
    SNPNE_MCAID_NORIGDIS_NEM85_89 2.63
    SNPNE_MCAID_NORIGDIS_NEM90_94 2.63
    SNPNE_MCAID_NORIGDIS_NEM95_GT 2.63
    SNPNE_NMCAID_ORIGDIS_NEF65 1.81
    SNPNE_NMCAID_ORIGDIS_NEF66 1.81
    SNPNE_NMCAID_ORIGDIS_NEF67 1.834
    SNPNE_NMCAID_ORIGDIS_NEF68 1.834
    SNPNE_NMCAID_ORIGDIS_NEF69 1.834
    SNPNE_NMCAID_ORIGDIS_NEF70_74 2.006
    SNPNE_NMCAID_ORIGDIS_NEF75_79 2.112
    SNPNE_NMCAID_ORIGDIS_NEF80_84 2.476
    SNPNE_NMCAID_ORIGDIS_NEF85_89 2.476
    SNPNE_NMCAID_ORIGDIS_NEF90_94 2.476
    SNPNE_NMCAID_ORIGDIS_NEF95_GT 2.476
    SNPNE_NMCAID_ORIGDIS_NEM65 1.664
    SNPNE_NMCAID_ORIGDIS_NEM66 1.667
    SNPNE_NMCAID_ORIGDIS_NEM67 1.725
    SNPNE_NMCAID_ORIGDIS_NEM68 1.74
    SNPNE_NMCAID_ORIGDIS_NEM69 1.797
    SNPNE_NMCAID_ORIGDIS_NEM70_74 1.935
    SNPNE_NMCAID_ORIGDIS_NEM75_79 2.073
    SNPNE_NMCAID_ORIGDIS_NEM80_84 2.349
    SNPNE_NMCAID_ORIGDIS_NEM85_89 2.349
    SNPNE_NMCAID_ORIGDIS_NEM90_94 2.349
    SNPNE_NMCAID_ORIGDIS_NEM95_GT 2.349
    SNPNE_MCAID_ORIGDIS_NEF65 2.183
    SNPNE_MCAID_ORIGDIS_NEF66 2.209
    SNPNE_MCAID_ORIGDIS_NEF67 2.213
    SNPNE_MCAID_ORIGDIS_NEF68 2.248
    SNPNE_MCAID_ORIGDIS_NEF69 2.336
    SNPNE_MCAID_ORIGDIS_NEF70_74 2.424
    SNPNE_MCAID_ORIGDIS_NEF75_79 2.562
    SNPNE_MCAID_ORIGDIS_NEF80_84 2.772
    SNPNE_MCAID_ORIGDIS_NEF85_89 2.772
    SNPNE_MCAID_ORIGDIS_NEF90_94 2.772
    SNPNE_MCAID_ORIGDIS_NEF95_GT 2.772
    SNPNE_MCAID_ORIGDIS_NEM65 2.173
    SNPNE_MCAID_ORIGDIS_NEM66 2.173
    SNPNE_MCAID_ORIGDIS_NEM67 2.179
    SNPNE_MCAID_ORIGDIS_NEM68 2.179
    SNPNE_MCAID_ORIGDIS_NEM69 2.179
    SNPNE_MCAID_ORIGDIS_NEM70_74 2.419
    SNPNE_MCAID_ORIGDIS_NEM75_79 2.509
    SNPNE_MCAID_ORIGDIS_NEM80_84 2.805
    SNPNE_MCAID_ORIGDIS_NEM85_89 2.805
    SNPNE_MCAID_ORIGDIS_NEM90_94 2.805
    SNPNE_MCAID_ORIGDIS_NEM95_GT 2.805