Running Experiment 1 ... Accuracy:88.63636363636364% Classifications: Instance ID handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 409 1 0 ... democrat democrat Yes 1 291 1 0 ... democrat democrat Yes 2 171 1 0 ... democrat democrat Yes 3 193 0 0 ... democrat democrat Yes 4 262 1 0 ... democrat democrat Yes 5 398 1 1 ... democrat democrat Yes 6 299 0 1 ... democrat democrat Yes 7 287 0 0 ... democrat democrat Yes 8 144 0 1 ... democrat democrat Yes 9 288 1 1 ... democrat democrat Yes 10 281 0 0 ... democrat democrat Yes 11 111 0 0 ... democrat democrat Yes 12 13 0 1 ... democrat democrat Yes 13 200 1 1 ... democrat democrat Yes 14 390 1 0 ... democrat democrat Yes 15 18 1 0 ... democrat democrat Yes 16 93 1 1 ... democrat democrat Yes 17 63 1 1 ... democrat democrat Yes 18 53 1 1 ... democrat democrat Yes 19 24 1 1 ... democrat democrat Yes 20 161 0 1 ... democrat republican No 21 51 1 1 ... democrat democrat Yes 22 227 0 0 ... democrat democrat Yes 23 86 0 0 ... democrat republican No 24 44 1 0 ... democrat democrat Yes 25 292 1 0 ... democrat democrat Yes 26 71 1 0 ... democrat democrat Yes 27 214 0 1 ... democrat democrat Yes 28 169 0 0 ... democrat republican No 29 64 1 1 ... democrat democrat Yes .. ... ... ... ... ... ... ... 58 159 0 1 ... republican republican Yes 59 301 0 0 ... republican republican Yes 60 124 1 0 ... republican republican Yes 61 400 0 1 ... republican republican Yes 62 229 0 1 ... republican republican Yes 63 284 0 0 ... republican republican Yes 64 393 1 1 ... republican republican Yes 65 198 0 0 ... republican republican Yes 66 136 0 0 ... republican republican Yes 67 336 0 0 ... republican republican Yes 68 135 0 0 ... republican republican Yes 69 364 1 1 ... republican republican Yes 70 257 0 0 ... republican republican Yes 71 232 0 1 ... republican republican Yes 72 325 0 1 ... republican republican Yes 73 341 0 0 ... republican republican Yes 74 249 1 0 ... republican democrat No 75 112 0 0 ... republican republican Yes 76 108 0 1 ... republican republican Yes 77 282 1 0 ... republican democrat No 78 118 1 1 ... republican republican Yes 79 296 0 1 ... republican republican Yes 80 156 1 1 ... republican republican Yes 81 121 0 0 ... republican republican Yes 82 62 0 1 ... republican republican Yes 83 60 0 1 ... republican republican Yes 84 207 0 0 ... republican republican Yes 85 421 1 1 ... republican republican Yes 86 404 0 1 ... republican republican Yes 87 12 0 1 ... republican republican Yes [88 rows x 20 columns] Learned Model (Likelihood Table): 0 handicapped-infants0democrat 0.399061 handicapped-infants1democrat 0.600939 handicapped-infants0republican 0.813433 handicapped-infants1republican 0.186567 water-project-cost-sharing1democrat 0.497653 water-project-cost-sharing0democrat 0.502347 water-project-cost-sharing1republican 0.485075 water-project-cost-sharing0republican 0.514925 adoption-of-the-budget-resolution1democrat 0.896714 adoption-of-the-budget-resolution0democrat 0.103286 adoption-of-the-budget-resolution1republican 0.119403 adoption-of-the-budget-resolution0republican 0.880597 physician-fee-freeze1democrat 0.065728 physician-fee-freeze0democrat 0.934272 physician-fee-freeze1republican 0.985075 physician-fee-freeze0republican 0.014925 el-salvador-aid1democrat 0.225352 el-salvador-aid0democrat 0.774648 el-salvador-aid1republican 0.940299 el-salvador-aid0republican 0.059701 religious-groups-in-schools1democrat 0.464789 religious-groups-in-schools0democrat 0.535211 religious-groups-in-schools1republican 0.895522 religious-groups-in-schools0republican 0.104478 anti-satellite-test-ban0democrat 0.211268 anti-satellite-test-ban1democrat 0.788732 anti-satellite-test-ban0republican 0.738806 anti-satellite-test-ban1republican 0.261194 aid-to-nicaraguan-contras0democrat 0.164319 aid-to-nicaraguan-contras1democrat 0.835681 ... ... mx-missile0republican 0.880597 mx-missile1republican 0.119403 immigration0democrat 0.507042 immigration1democrat 0.492958 immigration0republican 0.455224 immigration1republican 0.544776 synfuels-corporation-cutback0democrat 0.511737 synfuels-corporation-cutback1democrat 0.488263 synfuels-corporation-cutback0republican 0.895522 synfuels-corporation-cutback1republican 0.104478 education-spending1democrat 0.154930 education-spending0democrat 0.845070 education-spending1republican 0.843284 education-spending0republican 0.156716 superfund-right-to-sue1democrat 0.291080 superfund-right-to-sue0democrat 0.708920 superfund-right-to-sue1republican 0.850746 superfund-right-to-sue0republican 0.149254 crime1democrat 0.319249 crime0democrat 0.680751 crime1republican 0.985075 crime0republican 0.014925 duty-free-exports0democrat 0.375587 duty-free-exports1democrat 0.624413 duty-free-exports0republican 0.880597 duty-free-exports1republican 0.119403 export-administration-act-south-africa0democrat 0.211268 export-administration-act-south-africa1democrat 0.788732 export-administration-act-south-africa0republican 0.335821 export-administration-act-south-africa1republican 0.664179 [64 rows x 1 columns] Number of Test Instances:88 Running Experiment 2 ... Accuracy:89.77272727272727% Classifications: Instance ID handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 389 0 1 ... democrat republican No 1 55 1 1 ... democrat democrat Yes 2 426 0 0 ... democrat democrat Yes 3 162 0 0 ... democrat republican No 4 35 1 1 ... democrat democrat Yes 5 271 1 1 ... democrat democrat Yes 6 197 0 0 ... democrat democrat Yes 7 170 1 0 ... democrat democrat Yes 8 78 0 1 ... democrat republican No 9 376 0 1 ... democrat republican No 10 362 1 0 ... democrat democrat Yes 11 302 0 0 ... democrat democrat Yes 12 223 1 0 ... democrat democrat Yes 13 412 1 0 ... democrat democrat Yes 14 75 1 0 ... democrat democrat Yes 15 247 0 0 ... democrat democrat Yes 16 332 1 0 ... democrat democrat Yes 17 263 1 0 ... democrat democrat Yes 18 61 1 1 ... democrat democrat Yes 19 399 0 1 ... democrat democrat Yes 20 10 1 1 ... democrat democrat Yes 21 425 0 1 ... democrat democrat Yes 22 213 0 0 ... democrat democrat Yes 23 46 1 1 ... democrat democrat Yes 24 260 1 0 ... democrat democrat Yes 25 211 0 0 ... democrat democrat Yes 26 349 1 0 ... democrat democrat Yes 27 20 1 1 ... democrat democrat Yes 28 216 0 1 ... democrat republican No 29 165 1 1 ... democrat republican No .. ... ... ... ... ... ... ... 58 157 1 1 ... republican republican Yes 59 16 0 1 ... republican republican Yes 60 267 0 0 ... republican republican Yes 61 358 0 0 ... republican republican Yes 62 311 0 0 ... republican republican Yes 63 305 0 1 ... republican republican Yes 64 431 0 0 ... republican republican Yes 65 68 0 1 ... republican republican Yes 66 50 0 0 ... republican republican Yes 67 191 0 0 ... republican republican Yes 68 428 0 0 ... republican republican Yes 69 278 0 0 ... republican republican Yes 70 277 0 0 ... republican republican Yes 71 315 0 1 ... republican republican Yes 72 405 1 1 ... republican republican Yes 73 151 1 1 ... republican republican Yes 74 59 0 1 ... republican republican Yes 75 167 1 0 ... republican democrat No 76 134 0 0 ... republican republican Yes 77 413 0 0 ... republican republican Yes 78 356 1 0 ... republican democrat No 79 126 0 1 ... republican republican Yes 80 350 0 1 ... republican republican Yes 81 279 0 0 ... republican republican Yes 82 344 0 0 ... republican republican Yes 83 243 0 0 ... republican republican Yes 84 225 0 1 ... republican republican Yes 85 164 0 1 ... republican republican Yes 86 234 0 1 ... republican republican Yes 87 168 1 0 ... republican democrat No [88 rows x 20 columns] Learned Model (Likelihood Table): 0 handicapped-infants1democrat 0.619718 handicapped-infants0democrat 0.380282 handicapped-infants1republican 0.194030 handicapped-infants0republican 0.805970 water-project-cost-sharing0democrat 0.488263 water-project-cost-sharing1democrat 0.511737 water-project-cost-sharing0republican 0.477612 water-project-cost-sharing1republican 0.522388 adoption-of-the-budget-resolution1democrat 0.882629 adoption-of-the-budget-resolution0democrat 0.117371 adoption-of-the-budget-resolution1republican 0.126866 adoption-of-the-budget-resolution0republican 0.873134 physician-fee-freeze0democrat 0.938967 physician-fee-freeze1democrat 0.061033 physician-fee-freeze0republican 0.014925 physician-fee-freeze1republican 0.985075 el-salvador-aid0democrat 0.769953 el-salvador-aid1democrat 0.230047 el-salvador-aid0republican 0.059701 el-salvador-aid1republican 0.940299 religious-groups-in-schools1democrat 0.492958 religious-groups-in-schools0democrat 0.507042 religious-groups-in-schools1republican 0.888060 religious-groups-in-schools0republican 0.111940 anti-satellite-test-ban1democrat 0.755869 anti-satellite-test-ban0democrat 0.244131 anti-satellite-test-ban1republican 0.246269 anti-satellite-test-ban0republican 0.753731 aid-to-nicaraguan-contras1democrat 0.812207 aid-to-nicaraguan-contras0democrat 0.187793 ... ... mx-missile1republican 0.119403 mx-missile0republican 0.880597 immigration0democrat 0.525822 immigration1democrat 0.474178 immigration0republican 0.470149 immigration1republican 0.529851 synfuels-corporation-cutback0democrat 0.483568 synfuels-corporation-cutback1democrat 0.516432 synfuels-corporation-cutback0republican 0.843284 synfuels-corporation-cutback1republican 0.156716 education-spending1democrat 0.159624 education-spending0democrat 0.840376 education-spending1republican 0.828358 education-spending0republican 0.171642 superfund-right-to-sue0democrat 0.680751 superfund-right-to-sue1democrat 0.319249 superfund-right-to-sue0republican 0.156716 superfund-right-to-sue1republican 0.843284 crime1democrat 0.333333 crime0democrat 0.666667 crime1republican 0.962687 crime0republican 0.037313 duty-free-exports1democrat 0.624413 duty-free-exports0democrat 0.375587 duty-free-exports1republican 0.082090 duty-free-exports0republican 0.917910 export-administration-act-south-africa1democrat 0.779343 export-administration-act-south-africa0democrat 0.220657 export-administration-act-south-africa1republican 0.611940 export-administration-act-south-africa0republican 0.388060 [64 rows x 1 columns] Number of Test Instances:88 Running Experiment 3 ... Accuracy:93.10344827586206% Classifications: Instance ID handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 335 0 1 ... democrat democrat Yes 1 146 0 0 ... democrat democrat Yes 2 423 0 0 ... democrat democrat Yes 3 259 0 0 ... democrat democrat Yes 4 286 0 0 ... democrat democrat Yes 5 371 1 1 ... democrat democrat Yes 6 295 0 1 ... democrat democrat Yes 7 203 1 0 ... democrat democrat Yes 8 179 0 0 ... democrat democrat Yes 9 290 1 1 ... democrat democrat Yes 10 69 1 0 ... democrat democrat Yes 11 217 1 1 ... democrat democrat Yes 12 49 1 1 ... democrat democrat Yes 13 174 0 0 ... democrat republican No 14 99 1 1 ... democrat democrat Yes 15 269 1 0 ... democrat democrat Yes 16 222 0 1 ... democrat democrat Yes 17 139 0 0 ... democrat democrat Yes 18 166 0 1 ... democrat democrat Yes 19 125 0 0 ... democrat democrat Yes 20 392 1 1 ... democrat democrat Yes 21 342 0 0 ... democrat democrat Yes 22 102 1 0 ... democrat democrat Yes 23 374 0 1 ... democrat democrat Yes 24 250 1 0 ... democrat democrat Yes 25 202 1 1 ... democrat democrat Yes 26 289 1 1 ... democrat democrat Yes 27 116 0 0 ... democrat democrat Yes 28 368 1 1 ... democrat democrat Yes 29 298 1 1 ... democrat democrat Yes .. ... ... ... ... ... ... ... 57 67 0 1 ... republican republican Yes 58 196 0 0 ... republican republican Yes 59 360 0 0 ... republican republican Yes 60 172 0 1 ... republican republican Yes 61 340 1 0 ... republican republican Yes 62 274 0 0 ... republican republican Yes 63 365 1 1 ... republican republican Yes 64 177 0 0 ... republican democrat No 65 251 0 1 ... republican republican Yes 66 74 1 0 ... republican democrat No 67 57 0 1 ... republican republican Yes 68 127 0 0 ... republican republican Yes 69 122 0 1 ... republican republican Yes 70 347 0 0 ... republican republican Yes 71 236 0 0 ... republican republican Yes 72 304 0 0 ... republican republican Yes 73 39 0 1 ... republican republican Yes 74 8 0 1 ... republican republican Yes 75 406 0 0 ... republican republican Yes 76 120 0 0 ... republican republican Yes 77 378 0 1 ... republican republican Yes 78 189 1 1 ... republican republican Yes 79 19 0 1 ... republican republican Yes 80 215 1 1 ... republican republican Yes 81 226 0 1 ... republican republican Yes 82 303 0 0 ... republican republican Yes 83 11 0 1 ... republican republican Yes 84 114 0 0 ... republican republican Yes 85 231 0 1 ... republican republican Yes 86 87 0 0 ... republican republican Yes [87 rows x 20 columns] Learned Model (Likelihood Table): 0 handicapped-infants1democrat 0.602804 handicapped-infants0democrat 0.397196 handicapped-infants1republican 0.194030 handicapped-infants0republican 0.805970 water-project-cost-sharing0democrat 0.500000 water-project-cost-sharing1democrat 0.500000 water-project-cost-sharing0republican 0.492537 water-project-cost-sharing1republican 0.507463 adoption-of-the-budget-resolution1democrat 0.873832 adoption-of-the-budget-resolution0democrat 0.126168 adoption-of-the-budget-resolution1republican 0.156716 adoption-of-the-budget-resolution0republican 0.843284 physician-fee-freeze0democrat 0.934579 physician-fee-freeze1democrat 0.065421 physician-fee-freeze0republican 0.022388 physician-fee-freeze1republican 0.977612 el-salvador-aid0democrat 0.785047 el-salvador-aid1democrat 0.214953 el-salvador-aid0republican 0.059701 el-salvador-aid1republican 0.940299 religious-groups-in-schools1democrat 0.434579 religious-groups-in-schools0democrat 0.565421 religious-groups-in-schools1republican 0.895522 religious-groups-in-schools0republican 0.104478 anti-satellite-test-ban1democrat 0.775701 anti-satellite-test-ban0democrat 0.224299 anti-satellite-test-ban1republican 0.276119 anti-satellite-test-ban0republican 0.723881 aid-to-nicaraguan-contras1democrat 0.817757 aid-to-nicaraguan-contras0democrat 0.182243 ... ... mx-missile1republican 0.134328 mx-missile0republican 0.865672 immigration0democrat 0.542056 immigration1democrat 0.457944 immigration0republican 0.417910 immigration1republican 0.582090 synfuels-corporation-cutback0democrat 0.509346 synfuels-corporation-cutback1democrat 0.490654 synfuels-corporation-cutback0republican 0.858209 synfuels-corporation-cutback1republican 0.141791 education-spending1democrat 0.186916 education-spending0democrat 0.813084 education-spending1republican 0.843284 education-spending0republican 0.156716 superfund-right-to-sue0democrat 0.719626 superfund-right-to-sue1democrat 0.280374 superfund-right-to-sue0republican 0.194030 superfund-right-to-sue1republican 0.805970 crime1democrat 0.355140 crime0democrat 0.644860 crime1republican 0.962687 crime0republican 0.037313 duty-free-exports1democrat 0.612150 duty-free-exports0democrat 0.387850 duty-free-exports1republican 0.111940 duty-free-exports0republican 0.888060 export-administration-act-south-africa1democrat 0.775701 export-administration-act-south-africa0democrat 0.224299 export-administration-act-south-africa1republican 0.634328 export-administration-act-south-africa0republican 0.365672 [64 rows x 1 columns] Number of Test Instances:87 Running Experiment 4 ... Accuracy:90.69767441860465% Classifications: Instance ID handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 3 1 1 ... democrat democrat Yes 1 160 0 1 ... democrat democrat Yes 2 163 0 1 ... democrat republican No 3 266 1 0 ... democrat democrat Yes 4 261 1 0 ... democrat democrat Yes 5 369 0 1 ... democrat democrat Yes 6 320 1 0 ... democrat democrat Yes 7 91 1 0 ... democrat democrat Yes 8 41 1 1 ... democrat democrat Yes 9 95 1 0 ... democrat democrat Yes 10 312 0 0 ... democrat democrat Yes 11 253 1 1 ... democrat democrat Yes 12 276 0 0 ... democrat republican No 13 176 0 1 ... democrat democrat Yes 14 158 0 1 ... democrat democrat Yes 15 28 1 1 ... democrat democrat Yes 16 154 0 0 ... democrat democrat Yes 17 70 1 1 ... democrat democrat Yes 18 318 1 0 ... democrat democrat Yes 19 415 1 1 ... democrat democrat Yes 20 407 1 0 ... democrat democrat Yes 21 73 1 1 ... democrat democrat Yes 22 367 1 0 ... democrat democrat Yes 23 353 0 1 ... democrat democrat Yes 24 388 1 1 ... democrat democrat Yes 25 96 1 0 ... democrat democrat Yes 26 27 1 0 ... democrat democrat Yes 27 183 1 1 ... democrat democrat Yes 28 152 1 1 ... democrat republican No 29 359 1 1 ... democrat democrat Yes .. ... ... ... ... ... ... ... 56 306 0 0 ... republican republican Yes 57 141 0 0 ... republican democrat No 58 29 1 0 ... republican republican Yes 59 107 0 1 ... republican republican Yes 60 354 0 0 ... republican republican Yes 61 205 0 0 ... republican republican Yes 62 212 0 1 ... republican republican Yes 63 241 0 0 ... republican republican Yes 64 84 0 0 ... republican republican Yes 65 346 0 0 ... republican republican Yes 66 66 1 1 ... republican republican Yes 67 88 0 0 ... republican republican Yes 68 433 0 0 ... republican republican Yes 69 143 0 0 ... republican republican Yes 70 275 1 0 ... republican republican Yes 71 155 0 1 ... republican republican Yes 72 15 0 1 ... republican republican Yes 73 268 1 0 ... republican democrat No 74 417 1 1 ... republican republican Yes 75 331 0 1 ... republican republican Yes 76 2 0 1 ... republican republican Yes 77 309 0 0 ... republican republican Yes 78 254 0 1 ... republican republican Yes 79 401 0 1 ... republican republican Yes 80 1 0 1 ... republican republican Yes 81 54 1 1 ... republican republican Yes 82 403 0 0 ... republican democrat No 83 352 0 0 ... republican republican Yes 84 434 0 0 ... republican republican Yes 85 224 0 0 ... republican republican Yes [86 rows x 20 columns] Learned Model (Likelihood Table): 0 handicapped-infants1democrat 0.574766 handicapped-infants0democrat 0.425234 handicapped-infants1republican 0.192593 handicapped-infants0republican 0.807407 water-project-cost-sharing0democrat 0.490654 water-project-cost-sharing1democrat 0.509346 water-project-cost-sharing0republican 0.474074 water-project-cost-sharing1republican 0.525926 adoption-of-the-budget-resolution1democrat 0.873832 adoption-of-the-budget-resolution0democrat 0.126168 adoption-of-the-budget-resolution1republican 0.133333 adoption-of-the-budget-resolution0republican 0.866667 physician-fee-freeze0democrat 0.939252 physician-fee-freeze1democrat 0.060748 physician-fee-freeze0republican 0.014815 physician-fee-freeze1republican 0.985185 el-salvador-aid0democrat 0.775701 el-salvador-aid1democrat 0.224299 el-salvador-aid0republican 0.037037 el-salvador-aid1republican 0.962963 religious-groups-in-schools1democrat 0.476636 religious-groups-in-schools0democrat 0.523364 religious-groups-in-schools1republican 0.903704 religious-groups-in-schools0republican 0.096296 anti-satellite-test-ban1democrat 0.766355 anti-satellite-test-ban0democrat 0.233645 anti-satellite-test-ban1republican 0.222222 anti-satellite-test-ban0republican 0.777778 aid-to-nicaraguan-contras1democrat 0.827103 aid-to-nicaraguan-contras0democrat 0.172897 ... ... mx-missile1republican 0.096296 mx-missile0republican 0.903704 immigration0democrat 0.514019 immigration1democrat 0.485981 immigration0republican 0.437037 immigration1republican 0.562963 synfuels-corporation-cutback0democrat 0.490654 synfuels-corporation-cutback1democrat 0.509346 synfuels-corporation-cutback0republican 0.844444 synfuels-corporation-cutback1republican 0.155556 education-spending1democrat 0.182243 education-spending0democrat 0.817757 education-spending1republican 0.822222 education-spending0republican 0.177778 superfund-right-to-sue0democrat 0.705607 superfund-right-to-sue1democrat 0.294393 superfund-right-to-sue0republican 0.162963 superfund-right-to-sue1republican 0.837037 crime1democrat 0.350467 crime0democrat 0.649533 crime1republican 0.970370 crime0republican 0.029630 duty-free-exports1democrat 0.649533 duty-free-exports0democrat 0.350467 duty-free-exports1republican 0.103704 duty-free-exports0republican 0.896296 export-administration-act-south-africa1democrat 0.785047 export-administration-act-south-africa0democrat 0.214953 export-administration-act-south-africa1republican 0.607407 export-administration-act-south-africa0republican 0.392593 [64 rows x 1 columns] Number of Test Instances:86 Running Experiment 5 ... Accuracy:91.86046511627907% Classifications: Instance ID handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 180 1 0 ... democrat democrat Yes 1 418 1 1 ... democrat democrat Yes 2 338 1 0 ... democrat democrat Yes 3 246 1 0 ... democrat democrat Yes 4 273 1 0 ... democrat democrat Yes 5 65 1 1 ... democrat democrat Yes 6 45 1 1 ... democrat democrat Yes 7 329 1 1 ... democrat democrat Yes 8 106 1 1 ... democrat democrat Yes 9 322 1 1 ... democrat democrat Yes 10 339 1 0 ... democrat democrat Yes 11 317 0 0 ... democrat democrat Yes 12 377 1 1 ... democrat democrat Yes 13 204 1 0 ... democrat democrat Yes 14 429 0 0 ... democrat democrat Yes 15 113 0 1 ... democrat democrat Yes 16 285 0 0 ... democrat democrat Yes 17 319 0 0 ... democrat democrat Yes 18 23 1 1 ... democrat democrat Yes 19 419 1 1 ... democrat democrat Yes 20 150 0 0 ... democrat democrat Yes 21 326 0 1 ... democrat republican No 22 79 1 1 ... democrat democrat Yes 23 89 0 1 ... democrat democrat Yes 24 94 1 0 ... democrat democrat Yes 25 242 1 0 ... democrat democrat Yes 26 48 1 0 ... democrat democrat Yes 27 327 1 1 ... democrat democrat Yes 28 420 1 1 ... democrat democrat Yes 29 140 1 0 ... democrat democrat Yes .. ... ... ... ... ... ... ... 56 380 0 0 ... republican republican Yes 57 394 1 1 ... republican democrat No 58 252 0 1 ... republican republican Yes 59 375 0 1 ... republican republican Yes 60 31 0 1 ... republican republican Yes 61 36 0 1 ... republican republican Yes 62 72 1 1 ... republican democrat No 63 410 0 0 ... republican republican Yes 64 248 0 1 ... republican republican Yes 65 133 0 0 ... republican republican Yes 66 435 0 1 ... republican republican Yes 67 85 0 1 ... republican republican Yes 68 123 0 0 ... republican republican Yes 69 34 0 1 ... republican republican Yes 70 379 0 0 ... republican republican Yes 71 90 0 0 ... republican republican Yes 72 258 0 0 ... republican republican Yes 73 192 0 1 ... republican republican Yes 74 142 0 0 ... republican republican Yes 75 307 0 0 ... republican republican Yes 76 208 1 1 ... republican republican Yes 77 370 0 1 ... republican republican Yes 78 414 1 1 ... republican democrat No 79 147 0 1 ... republican republican Yes 80 240 0 0 ... republican republican Yes 81 314 0 1 ... republican republican Yes 82 56 0 1 ... republican republican Yes 83 280 0 0 ... republican republican Yes 84 357 0 0 ... republican republican Yes 85 9 0 1 ... republican republican Yes [86 rows x 20 columns] Learned Model (Likelihood Table): 0 handicapped-infants1democrat 0.560748 handicapped-infants0democrat 0.439252 handicapped-infants1republican 0.214815 handicapped-infants0republican 0.785185 water-project-cost-sharing0democrat 0.509346 water-project-cost-sharing1democrat 0.490654 water-project-cost-sharing0republican 0.511111 water-project-cost-sharing1republican 0.488889 adoption-of-the-budget-resolution1democrat 0.892523 adoption-of-the-budget-resolution0democrat 0.107477 adoption-of-the-budget-resolution1republican 0.148148 adoption-of-the-budget-resolution0republican 0.851852 physician-fee-freeze0democrat 0.934579 physician-fee-freeze1democrat 0.065421 physician-fee-freeze0republican 0.022222 physician-fee-freeze1republican 0.977778 el-salvador-aid0democrat 0.771028 el-salvador-aid1democrat 0.228972 el-salvador-aid0republican 0.051852 el-salvador-aid1republican 0.948148 religious-groups-in-schools1democrat 0.490654 religious-groups-in-schools0democrat 0.509346 religious-groups-in-schools1republican 0.881481 religious-groups-in-schools0republican 0.118519 anti-satellite-test-ban1democrat 0.771028 anti-satellite-test-ban0democrat 0.228972 anti-satellite-test-ban1republican 0.274074 anti-satellite-test-ban0republican 0.725926 aid-to-nicaraguan-contras1democrat 0.827103 aid-to-nicaraguan-contras0democrat 0.172897 ... ... mx-missile1republican 0.125926 mx-missile0republican 0.874074 immigration0democrat 0.532710 immigration1democrat 0.467290 immigration0republican 0.422222 immigration1republican 0.577778 synfuels-corporation-cutback0democrat 0.514019 synfuels-corporation-cutback1democrat 0.485981 synfuels-corporation-cutback0republican 0.844444 synfuels-corporation-cutback1republican 0.155556 education-spending1democrat 0.196262 education-spending0democrat 0.803738 education-spending1republican 0.829630 education-spending0republican 0.170370 superfund-right-to-sue0democrat 0.686916 superfund-right-to-sue1democrat 0.313084 superfund-right-to-sue0republican 0.170370 superfund-right-to-sue1republican 0.829630 crime1democrat 0.364486 crime0democrat 0.635514 crime1republican 0.970370 crime0republican 0.029630 duty-free-exports1democrat 0.635514 duty-free-exports0democrat 0.364486 duty-free-exports1republican 0.118519 duty-free-exports0republican 0.881481 export-administration-act-south-africa1democrat 0.766355 export-administration-act-south-africa0democrat 0.233645 export-administration-act-south-africa1republican 0.637037 export-administration-act-south-africa0republican 0.362963 [64 rows x 1 columns] Number of Test Instances:86 Experiments Completed.