Running Experiment 1 ... Accuracy:95.74468085106383% Classifications: Instance ID Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1114570 0 0 ... Benign Benign Yes 1 1115762 0 0 ... Benign Benign Yes 2 1326892 0 0 ... Benign Benign Yes 3 1164066 0 0 ... Benign Benign Yes 4 1016277 1 1 ... Benign Malignant No 5 1345593 0 0 ... Benign Benign Yes 6 1257608 1 0 ... Benign Benign Yes 7 1174009 0 0 ... Benign Benign Yes 8 1280258 0 0 ... Benign Benign Yes 9 1113061 0 0 ... Benign Benign Yes 10 636375 0 0 ... Benign Benign Yes 11 1185610 0 0 ... Benign Benign Yes 12 787451 0 0 ... Benign Benign Yes 13 1253917 0 0 ... Benign Benign Yes 14 1217051 0 0 ... Benign Benign Yes 15 1115293 0 0 ... Benign Benign Yes 16 1228311 0 0 ... Benign Benign Yes 17 1000025 0 0 ... Benign Benign Yes 18 846832 0 0 ... Benign Benign Yes 19 1176187 0 0 ... Benign Benign Yes 20 1237674 0 0 ... Benign Benign Yes 21 1239967 0 0 ... Benign Benign Yes 22 1321942 0 0 ... Benign Benign Yes 23 1217952 0 0 ... Benign Benign Yes 24 1238410 0 0 ... Benign Benign Yes 25 1306339 0 0 ... Benign Benign Yes 26 688033 0 0 ... Benign Benign Yes 27 1184840 0 0 ... Benign Benign Yes 28 1184586 0 0 ... Benign Benign Yes 29 1193091 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 111 1193544 0 1 ... Malignant Malignant Yes 112 1112209 1 1 ... Malignant Malignant Yes 113 303213 1 0 ... Malignant Malignant Yes 114 1230688 1 0 ... Malignant Malignant Yes 115 866325 1 1 ... Malignant Malignant Yes 116 667204 1 1 ... Malignant Malignant Yes 117 1294562 1 1 ... Malignant Malignant Yes 118 1115282 0 0 ... Malignant Benign No 119 1110524 1 0 ... Malignant Malignant Yes 120 1222047 1 1 ... Malignant Malignant Yes 121 1116998 1 0 ... Malignant Benign No 122 1258549 1 1 ... Malignant Malignant Yes 123 1210963 1 1 ... Malignant Malignant Yes 124 1173509 0 0 ... Malignant Malignant Yes 125 1253955 1 1 ... Malignant Malignant Yes 126 878358 0 1 ... Malignant Malignant Yes 127 1222936 1 1 ... Malignant Malignant Yes 128 1170420 0 1 ... Malignant Malignant Yes 129 1102573 0 1 ... Malignant Malignant Yes 130 1100524 1 1 ... Malignant Malignant Yes 131 1116116 1 1 ... Malignant Malignant Yes 132 653777 1 0 ... Malignant Malignant Yes 133 412300 1 0 ... Malignant Malignant Yes 134 142932 1 1 ... Malignant Malignant Yes 135 555977 0 1 ... Malignant Malignant Yes 136 1242364 1 1 ... Malignant Malignant Yes 137 1222464 1 1 ... Malignant Malignant Yes 138 1218105 0 1 ... Malignant Malignant Yes 139 606722 0 0 ... Malignant Malignant Yes 140 1072179 1 1 ... Malignant Malignant Yes [141 rows x 13 columns] Learned Model (Likelihood Table): 0 Clump Thickness0Benign 0.953552 Clump Thickness1Benign 0.046448 Clump Thickness0Malignant 0.312500 Clump Thickness1Malignant 0.687500 Uniformity of Cell Size0Benign 0.989071 Uniformity of Cell Size1Benign 0.010929 Uniformity of Cell Size0Malignant 0.421875 Uniformity of Cell Size1Malignant 0.578125 Uniformity of Cell Shape0Benign 0.986339 Uniformity of Cell Shape1Benign 0.013661 Uniformity of Cell Shape0Malignant 0.375000 Uniformity of Cell Shape1Malignant 0.625000 Marginal Adhesion0Benign 0.983607 Marginal Adhesion1Benign 0.016393 Marginal Adhesion0Malignant 0.541667 Marginal Adhesion1Malignant 0.458333 Single Epithelial Cell Size0Benign 0.983607 Single Epithelial Cell Size1Benign 0.016393 Single Epithelial Cell Size0Malignant 0.598958 Single Epithelial Cell Size1Malignant 0.401042 Bare Nuclei0Benign 0.975410 Bare Nuclei1Benign 0.024590 Bare Nuclei0Malignant 0.291667 Bare Nuclei1Malignant 0.708333 Bland Chromatin0Benign 0.978142 Bland Chromatin1Benign 0.021858 Bland Chromatin0Malignant 0.432292 Bland Chromatin1Malignant 0.567708 Normal Nucleoli0Benign 0.975410 Normal Nucleoli1Benign 0.024590 Normal Nucleoli0Malignant 0.468750 Normal Nucleoli1Malignant 0.531250 Mitoses 0Benign 0.994536 Mitoses 1Benign 0.005464 Mitoses 0Malignant 0.854167 Mitoses 1Malignant 0.145833 Number of Test Instances:141 Running Experiment 2 ... Accuracy:95.0% Classifications: Instance ID Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1287282 0 0 ... Benign Benign Yes 1 1267898 0 0 ... Benign Benign Yes 2 740492 0 0 ... Benign Benign Yes 3 1049815 0 0 ... Benign Benign Yes 4 1299924 0 0 ... Benign Benign Yes 5 1173681 0 0 ... Benign Benign Yes 6 1276091 0 0 ... Benign Benign Yes 7 1311875 0 0 ... Benign Benign Yes 8 733639 0 0 ... Benign Benign Yes 9 1197527 0 0 ... Benign Benign Yes 10 1182404 0 0 ... Benign Benign Yes 11 871549 0 0 ... Benign Benign Yes 12 1179818 0 0 ... Benign Benign Yes 13 1318671 0 0 ... Benign Benign Yes 14 1347943 0 0 ... Benign Benign Yes 15 1081791 1 0 ... Benign Malignant No 16 1219406 0 0 ... Benign Benign Yes 17 1268766 0 0 ... Benign Benign Yes 18 1031608 0 0 ... Benign Benign Yes 19 1096800 1 1 ... Benign Malignant No 20 452264 0 0 ... Benign Benign Yes 21 1002025 0 0 ... Benign Benign Yes 22 1257815 0 0 ... Benign Benign Yes 23 1303489 0 0 ... Benign Benign Yes 24 1196263 0 0 ... Benign Benign Yes 25 888523 0 0 ... Benign Benign Yes 26 606140 0 0 ... Benign Benign Yes 27 673637 0 0 ... Benign Benign Yes 28 1311033 0 0 ... Benign Benign Yes 29 183936 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 110 1219859 1 1 ... Malignant Malignant Yes 111 1103608 1 1 ... Malignant Malignant Yes 112 1165926 1 1 ... Malignant Malignant Yes 113 76389 1 0 ... Malignant Malignant Yes 114 263538 0 1 ... Malignant Malignant Yes 115 1187805 1 1 ... Malignant Malignant Yes 116 1211202 1 0 ... Malignant Malignant Yes 117 95719 1 1 ... Malignant Malignant Yes 118 1192325 0 0 ... Malignant Malignant Yes 119 897471 0 1 ... Malignant Malignant Yes 120 543558 1 0 ... Malignant Benign No 121 1123061 1 1 ... Malignant Malignant Yes 122 1331412 0 1 ... Malignant Malignant Yes 123 1126417 1 1 ... Malignant Malignant Yes 124 1294261 0 1 ... Malignant Malignant Yes 125 1238948 1 0 ... Malignant Malignant Yes 126 1118039 0 0 ... Malignant Malignant Yes 127 1352663 0 0 ... Malignant Malignant Yes 128 1211265 0 1 ... Malignant Malignant Yes 129 1017122 1 1 ... Malignant Malignant Yes 130 1176881 1 0 ... Malignant Malignant Yes 131 888820 0 1 ... Malignant Malignant Yes 132 1266154 1 1 ... Malignant Malignant Yes 133 1206841 1 0 ... Malignant Malignant Yes 134 1218741 1 1 ... Malignant Malignant Yes 135 1196915 1 1 ... Malignant Malignant Yes 136 1177399 1 0 ... Malignant Malignant Yes 137 1201936 0 1 ... Malignant Malignant Yes 138 1100524 1 1 ... Malignant Malignant Yes 139 1205579 1 1 ... Malignant Malignant Yes [140 rows x 13 columns] Learned Model (Likelihood Table): 0 Clump Thickness0Benign 0.956284 Clump Thickness1Benign 0.043716 Clump Thickness0Malignant 0.321244 Clump Thickness1Malignant 0.678756 Uniformity of Cell Size0Benign 0.991803 Uniformity of Cell Size1Benign 0.008197 Uniformity of Cell Size0Malignant 0.398964 Uniformity of Cell Size1Malignant 0.601036 Uniformity of Cell Shape0Benign 0.991803 Uniformity of Cell Shape1Benign 0.008197 Uniformity of Cell Shape0Malignant 0.404145 Uniformity of Cell Shape1Malignant 0.595855 Marginal Adhesion0Benign 0.989071 Marginal Adhesion1Benign 0.010929 Marginal Adhesion0Malignant 0.487047 Marginal Adhesion1Malignant 0.512953 Single Epithelial Cell Size0Benign 0.980874 Single Epithelial Cell Size1Benign 0.019126 Single Epithelial Cell Size0Malignant 0.580311 Single Epithelial Cell Size1Malignant 0.419689 Bare Nuclei0Benign 0.980874 Bare Nuclei1Benign 0.019126 Bare Nuclei0Malignant 0.284974 Bare Nuclei1Malignant 0.715026 Bland Chromatin0Benign 0.983607 Bland Chromatin1Benign 0.016393 Bland Chromatin0Malignant 0.445596 Bland Chromatin1Malignant 0.554404 Normal Nucleoli0Benign 0.972678 Normal Nucleoli1Benign 0.027322 Normal Nucleoli0Malignant 0.471503 Normal Nucleoli1Malignant 0.528497 Mitoses 0Benign 0.994536 Mitoses 1Benign 0.005464 Mitoses 0Malignant 0.865285 Mitoses 1Malignant 0.134715 Number of Test Instances:140 Running Experiment 3 ... Accuracy:94.28571428571428% Classifications: Instance ID Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 704168 0 1 ... Benign Malignant No 1 1201834 0 0 ... Benign Benign Yes 2 1371920 0 0 ... Benign Benign Yes 3 1171710 0 0 ... Benign Benign Yes 4 1355260 0 0 ... Benign Benign Yes 5 1224565 1 0 ... Benign Benign Yes 6 1238021 0 0 ... Benign Benign Yes 7 493452 0 0 ... Benign Benign Yes 8 1218982 0 0 ... Benign Benign Yes 9 666090 0 0 ... Benign Benign Yes 10 493452 0 0 ... Benign Benign Yes 11 1276091 0 0 ... Benign Benign Yes 12 684955 0 0 ... Benign Benign Yes 13 837082 0 0 ... Benign Benign Yes 14 1070522 0 0 ... Benign Benign Yes 15 1255384 0 0 ... Benign Benign Yes 16 1333877 0 0 ... Benign Malignant No 17 566509 0 0 ... Benign Benign Yes 18 1321264 0 0 ... Benign Benign Yes 19 1174057 0 0 ... Benign Benign Yes 20 1197440 0 0 ... Benign Benign Yes 21 1296593 0 0 ... Benign Benign Yes 22 1211594 0 0 ... Benign Benign Yes 23 685977 0 0 ... Benign Benign Yes 24 1238777 0 0 ... Benign Benign Yes 25 1345452 0 0 ... Benign Benign Yes 26 1181356 0 0 ... Benign Benign Yes 27 1234554 0 0 ... Benign Benign Yes 28 1183911 0 0 ... Benign Benign Yes 29 1324572 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 110 1202812 0 0 ... Malignant Malignant Yes 111 1189286 1 1 ... Malignant Malignant Yes 112 1175937 0 0 ... Malignant Malignant Yes 113 1318169 1 1 ... Malignant Malignant Yes 114 1350319 0 1 ... Malignant Malignant Yes 115 785615 1 1 ... Malignant Malignant Yes 116 274137 1 1 ... Malignant Malignant Yes 117 1306282 1 1 ... Malignant Malignant Yes 118 822829 1 1 ... Malignant Malignant Yes 119 752904 1 0 ... Malignant Malignant Yes 120 1216694 1 1 ... Malignant Malignant Yes 121 1099510 1 0 ... Malignant Malignant Yes 122 1219525 1 1 ... Malignant Malignant Yes 123 785208 0 0 ... Malignant Malignant Yes 124 1174131 1 1 ... Malignant Malignant Yes 125 1148873 0 1 ... Malignant Malignant Yes 126 1168359 1 0 ... Malignant Malignant Yes 127 1111249 1 1 ... Malignant Malignant Yes 128 1239347 1 1 ... Malignant Malignant Yes 129 474162 1 1 ... Malignant Malignant Yes 130 1343374 1 1 ... Malignant Malignant Yes 131 1084139 1 0 ... Malignant Benign No 132 1230994 0 0 ... Malignant Malignant Yes 133 859164 0 0 ... Malignant Benign No 134 352431 1 0 ... Malignant Malignant Yes 135 1080233 1 1 ... Malignant Malignant Yes 136 1257200 1 1 ... Malignant Malignant Yes 137 608157 1 0 ... Malignant Malignant Yes 138 557583 0 1 ... Malignant Malignant Yes 139 1189266 1 0 ... Malignant Malignant Yes [140 rows x 13 columns] Learned Model (Likelihood Table): 0 Clump Thickness0Benign 0.950820 Clump Thickness1Benign 0.049180 Clump Thickness0Malignant 0.321244 Clump Thickness1Malignant 0.678756 Uniformity of Cell Size0Benign 0.991803 Uniformity of Cell Size1Benign 0.008197 Uniformity of Cell Size0Malignant 0.398964 Uniformity of Cell Size1Malignant 0.601036 Uniformity of Cell Shape0Benign 0.986339 Uniformity of Cell Shape1Benign 0.013661 Uniformity of Cell Shape0Malignant 0.383420 Uniformity of Cell Shape1Malignant 0.616580 Marginal Adhesion0Benign 0.986339 Marginal Adhesion1Benign 0.013661 Marginal Adhesion0Malignant 0.523316 Marginal Adhesion1Malignant 0.476684 Single Epithelial Cell Size0Benign 0.989071 Single Epithelial Cell Size1Benign 0.010929 Single Epithelial Cell Size0Malignant 0.595855 Single Epithelial Cell Size1Malignant 0.404145 Bare Nuclei0Benign 0.975410 Bare Nuclei1Benign 0.024590 Bare Nuclei0Malignant 0.295337 Bare Nuclei1Malignant 0.704663 Bland Chromatin0Benign 0.983607 Bland Chromatin1Benign 0.016393 Bland Chromatin0Malignant 0.461140 Bland Chromatin1Malignant 0.538860 Normal Nucleoli0Benign 0.980874 Normal Nucleoli1Benign 0.019126 Normal Nucleoli0Malignant 0.440415 Normal Nucleoli1Malignant 0.559585 Mitoses 0Benign 0.997268 Mitoses 1Benign 0.002732 Mitoses 0Malignant 0.865285 Mitoses 1Malignant 0.134715 Number of Test Instances:140 Running Experiment 4 ... Accuracy:97.12230215827337% Classifications: Instance ID Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 749653 0 0 ... Benign Benign Yes 1 1174841 0 0 ... Benign Benign Yes 2 466906 0 0 ... Benign Benign Yes 3 1297327 0 0 ... Benign Benign Yes 4 1368273 0 0 ... Benign Benign Yes 5 1236043 0 0 ... Benign Benign Yes 6 1184241 0 0 ... Benign Benign Yes 7 1190485 0 0 ... Benign Benign Yes 8 654546 0 0 ... Benign Benign Yes 9 1132347 0 0 ... Benign Benign Yes 10 798429 0 0 ... Benign Benign Yes 11 1260659 0 0 ... Benign Benign Yes 12 1236837 0 0 ... Benign Benign Yes 13 1203096 0 0 ... Benign Benign Yes 14 1223543 0 0 ... Benign Benign Yes 15 1206314 0 0 ... Benign Benign Yes 16 1149548 0 0 ... Benign Benign Yes 17 1143978 0 0 ... Benign Benign Yes 18 1199731 0 0 ... Benign Benign Yes 19 1158247 0 0 ... Benign Benign Yes 20 1213375 1 0 ... Benign Malignant No 21 1299596 0 0 ... Benign Benign Yes 22 342245 0 0 ... Benign Benign Yes 23 1238186 0 0 ... Benign Benign Yes 24 1022257 0 0 ... Benign Benign Yes 25 1293439 0 0 ... Benign Benign Yes 26 1212422 0 0 ... Benign Benign Yes 27 1156272 0 0 ... Benign Benign Yes 28 1124651 0 0 ... Benign Benign Yes 29 625201 1 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 109 832567 0 0 ... Malignant Malignant Yes 110 1183983 1 0 ... Malignant Benign No 111 1119189 0 1 ... Malignant Malignant Yes 112 1116132 1 0 ... Malignant Malignant Yes 113 529329 1 1 ... Malignant Malignant Yes 114 160296 0 1 ... Malignant Malignant Yes 115 191250 1 0 ... Malignant Malignant Yes 116 736150 1 0 ... Malignant Malignant Yes 117 1147699 0 0 ... Malignant Malignant Yes 118 1254538 1 1 ... Malignant Malignant Yes 119 1125035 1 0 ... Malignant Malignant Yes 120 63375 1 0 ... Malignant Malignant Yes 121 850831 0 1 ... Malignant Malignant Yes 122 733823 0 0 ... Malignant Malignant Yes 123 1147748 0 1 ... Malignant Malignant Yes 124 1227481 1 0 ... Malignant Malignant Yes 125 1330439 0 1 ... Malignant Malignant Yes 126 1241679 1 1 ... Malignant Malignant Yes 127 659642 1 1 ... Malignant Malignant Yes 128 1198641 1 1 ... Malignant Malignant Yes 129 492268 1 0 ... Malignant Malignant Yes 130 1142706 0 1 ... Malignant Malignant Yes 131 1050670 1 1 ... Malignant Malignant Yes 132 1065726 0 0 ... Malignant Malignant Yes 133 706426 0 0 ... Malignant Benign No 134 1257470 1 1 ... Malignant Malignant Yes 135 1352848 0 1 ... Malignant Malignant Yes 136 695091 0 1 ... Malignant Malignant Yes 137 1151734 1 1 ... Malignant Malignant Yes 138 760001 1 1 ... Malignant Malignant Yes [139 rows x 13 columns] Learned Model (Likelihood Table): 0 Clump Thickness0Benign 0.959128 Clump Thickness1Benign 0.040872 Clump Thickness0Malignant 0.284974 Clump Thickness1Malignant 0.715026 Uniformity of Cell Size0Benign 0.986376 Uniformity of Cell Size1Benign 0.013624 Uniformity of Cell Size0Malignant 0.414508 Uniformity of Cell Size1Malignant 0.585492 Uniformity of Cell Shape0Benign 0.983651 Uniformity of Cell Shape1Benign 0.016349 Uniformity of Cell Shape0Malignant 0.404145 Uniformity of Cell Shape1Malignant 0.595855 Marginal Adhesion0Benign 0.983651 Marginal Adhesion1Benign 0.016349 Marginal Adhesion0Malignant 0.533679 Marginal Adhesion1Malignant 0.466321 Single Epithelial Cell Size0Benign 0.978202 Single Epithelial Cell Size1Benign 0.021798 Single Epithelial Cell Size0Malignant 0.569948 Single Epithelial Cell Size1Malignant 0.430052 Bare Nuclei0Benign 0.980926 Bare Nuclei1Benign 0.019074 Bare Nuclei0Malignant 0.316062 Bare Nuclei1Malignant 0.683938 Bland Chromatin0Benign 0.983651 Bland Chromatin1Benign 0.016349 Bland Chromatin0Malignant 0.430052 Bland Chromatin1Malignant 0.569948 Normal Nucleoli0Benign 0.975477 Normal Nucleoli1Benign 0.024523 Normal Nucleoli0Malignant 0.481865 Normal Nucleoli1Malignant 0.518135 Mitoses 0Benign 0.997275 Mitoses 1Benign 0.002725 Mitoses 0Malignant 0.854922 Mitoses 1Malignant 0.145078 Number of Test Instances:139 Running Experiment 5 ... Accuracy:97.12230215827337% Classifications: Instance ID Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1173347 0 0 ... Benign Benign Yes 1 1287971 0 0 ... Benign Benign Yes 2 1223306 0 0 ... Benign Benign Yes 3 826923 0 0 ... Benign Benign Yes 4 1202253 0 0 ... Benign Benign Yes 5 1224329 0 0 ... Benign Benign Yes 6 1212232 0 0 ... Benign Benign Yes 7 1193210 0 0 ... Benign Benign Yes 8 616240 0 0 ... Benign Benign Yes 9 13454352 0 0 ... Benign Benign Yes 10 1213273 0 0 ... Benign Benign Yes 11 1182404 0 0 ... Benign Benign Yes 12 1277792 0 0 ... Benign Benign Yes 13 1116192 0 0 ... Benign Benign Yes 14 1331405 0 0 ... Benign Benign Yes 15 1257366 0 0 ... Benign Benign Yes 16 1206089 0 0 ... Benign Benign Yes 17 666942 0 0 ... Benign Benign Yes 18 535331 0 0 ... Benign Benign Yes 19 1272166 0 0 ... Benign Benign Yes 20 1193683 0 0 ... Benign Benign Yes 21 1137156 0 0 ... Benign Benign Yes 22 841769 0 0 ... Benign Benign Yes 23 1240337 0 0 ... Benign Benign Yes 24 1208301 0 0 ... Benign Benign Yes 25 1336798 0 0 ... Benign Benign Yes 26 695091 0 0 ... Benign Benign Yes 27 1188472 0 0 ... Benign Benign Yes 28 780555 0 0 ... Benign Benign Yes 29 805448 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 109 1286943 1 1 ... Malignant Malignant Yes 110 806423 1 0 ... Malignant Malignant Yes 111 1206695 0 0 ... Malignant Malignant Yes 112 476903 1 0 ... Malignant Malignant Yes 113 846423 1 1 ... Malignant Malignant Yes 114 1169049 1 0 ... Malignant Benign No 115 488173 0 0 ... Malignant Malignant Yes 116 1295529 0 0 ... Malignant Malignant Yes 117 1113038 1 0 ... Malignant Benign No 118 1223793 1 1 ... Malignant Malignant Yes 119 1207986 0 1 ... Malignant Malignant Yes 120 1299596 1 1 ... Malignant Malignant Yes 121 563649 1 1 ... Malignant Malignant Yes 122 1166630 1 0 ... Malignant Malignant Yes 123 1241559 1 1 ... Malignant Malignant Yes 124 873549 1 0 ... Malignant Malignant Yes 125 1315807 0 1 ... Malignant Malignant Yes 126 1369821 1 1 ... Malignant Malignant Yes 127 1344121 1 1 ... Malignant Malignant Yes 128 1231387 1 1 ... Malignant Malignant Yes 129 314428 1 1 ... Malignant Malignant Yes 130 601265 1 0 ... Malignant Malignant Yes 131 1170419 1 1 ... Malignant Malignant Yes 132 1166654 1 0 ... Malignant Malignant Yes 133 640744 1 1 ... Malignant Malignant Yes 134 1080185 1 1 ... Malignant Malignant Yes 135 1268952 1 1 ... Malignant Malignant Yes 136 428903 1 0 ... Malignant Benign No 137 809912 1 0 ... Malignant Malignant Yes 138 1108370 1 0 ... Malignant Malignant Yes [139 rows x 13 columns] Learned Model (Likelihood Table): 0 Clump Thickness0Benign 0.950954 Clump Thickness1Benign 0.049046 Clump Thickness0Malignant 0.336788 Clump Thickness1Malignant 0.663212 Uniformity of Cell Size0Benign 0.986376 Uniformity of Cell Size1Benign 0.013624 Uniformity of Cell Size0Malignant 0.398964 Uniformity of Cell Size1Malignant 0.601036 Uniformity of Cell Shape0Benign 0.986376 Uniformity of Cell Shape1Benign 0.013624 Uniformity of Cell Shape0Malignant 0.383420 Uniformity of Cell Shape1Malignant 0.616580 Marginal Adhesion0Benign 0.991826 Marginal Adhesion1Benign 0.008174 Marginal Adhesion0Malignant 0.549223 Marginal Adhesion1Malignant 0.450777 Single Epithelial Cell Size0Benign 0.980926 Single Epithelial Cell Size1Benign 0.019074 Single Epithelial Cell Size0Malignant 0.601036 Single Epithelial Cell Size1Malignant 0.398964 Bare Nuclei0Benign 0.978202 Bare Nuclei1Benign 0.021798 Bare Nuclei0Malignant 0.284974 Bare Nuclei1Malignant 0.715026 Bland Chromatin0Benign 0.983651 Bland Chromatin1Benign 0.016349 Bland Chromatin0Malignant 0.450777 Bland Chromatin1Malignant 0.549223 Normal Nucleoli0Benign 0.975477 Normal Nucleoli1Benign 0.024523 Normal Nucleoli0Malignant 0.481865 Normal Nucleoli1Malignant 0.518135 Mitoses 0Benign 0.994550 Mitoses 1Benign 0.005450 Mitoses 0Malignant 0.896373 Mitoses 1Malignant 0.103627 Number of Test Instances:139 Experiments Completed.