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kaveenkumar/AIatUniversity_preparation_material.ipynb

Created November 5, 2019 16:56
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breast_cancer_train.csv
sample_code_number uniformity_of_cell_shape uniformity_of_cell_size clump_thickness bare_nuclei cell_size normal_nucleoli clump_cohesiveness nuclear_chromatin mitoses class
557583 5 10 10 10 10 10 10 1 1 4
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1182404 4 1 1 1 2 1 2 1 1 2
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1000025 5 1 1 1 2 1 3 1 1 2
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1223967 6 1 3 1 2 1 3 1 1 2
1181356 5 1 1 1 2 2 3 3 1 2
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1196475 3 2 1 1 2 1 2 2 1 2
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1147044 3 1 1 1 2 2 7 1 1 2
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1201936 5 10 10 3 8 1 5 10 3 4
1229929 1 1 1 1 2 1 2 1 1 2
1183983 9 5 5 4 4 5 4 3 3 4
1234554 1 1 1 1 2 1 2 1 1 2
1321264 5 2 2 2 1 1 2 1 1 2
1131294 1 1 2 1 2 2 4 2 1 2
1156272 1 1 1 1 2 1 3 1 1 2
1174057 4 2 1 1 2 2 3 1 1 2
1289391 1 1 1 1 2 1 3 1 1 2
1198641 3 1 1 1 2 1 3 1 1 2
1113061 5 1 1 1 2 1 3 1 1 2
1198128 10 8 10 10 6 1 3 1 10 4
797327 6 5 5 8 4 10 3 4 1 4
242970 5 7 7 1 5 8 3 4 1 2
1331412 5 7 10 10 5 10 10 10 1 4
1170419 10 10 10 8 2 10 4 1 1 4
1176187 3 1 1 1 2 1 3 1 1 2
1152331 4 1 1 1 2 1 3 1 1 2
846832 3 4 5 3 7 3 4 6 1 2
1227244 1 1 1 1 2 1 2 1 1 2
1205579 8 7 6 4 4 10 5 1 1 4
1033078 4 2 1 1 2 1 2 1 1 2
456282 1 1 1 1 2 1 3 1 1 2
1321942 5 1 1 1 2 1 3 1 1 2
1223543 1 2 1 3 2 1 1 2 1 2
566509 5 1 1 1 2 1 1 1 1 2
1350568 4 1 1 1 2 1 2 1 1 2
1073836 5 1 1 1 2 1 2 1 1 2
1217051 5 1 1 1 2 1 3 1 1 2
1110524 10 5 5 6 8 8 7 1 1 4
Raw
breast_cancer_validation.csv
sample_code_number uniformity_of_cell_shape uniformity_of_cell_size clump_thickness bare_nuclei cell_size normal_nucleoli clump_cohesiveness nuclear_chromatin mitoses class
1056171 2 1 1 1 2 1 2 1 1
1179818 2 1 1 1 2 1 3 1 1
1334015 7 8 8 7 3 10 7 2 3
1287282 3 1 1 1 2 1 1 1 1
1265899 4 1 1 1 2 1 3 1 1
1174428 5 3 5 1 8 10 5 3 1
1133136 3 1 1 1 2 3 3 1 1
1218741 10 10 9 3 7 5 3 5 1
1166630 7 5 6 10 5 10 7 9 4
1198641 10 10 6 3 3 10 4 3 2
677910 5 2 2 4 2 4 1 1 1
897471 4 8 6 4 3 4 10 6 1
1126417 10 6 4 1 3 4 3 2 3
1054590 7 3 2 10 5 10 5 4 4
1203096 1 1 1 1 1 1 3 1 1
706426 5 5 5 2 5 10 4 3 1
836433 5 1 1 3 2 1 1 1 1
1124651 1 3 3 2 2 1 7 2 1
1185609 3 4 5 2 6 8 4 1 1
274137 8 8 9 4 5 10 7 8 1
566346 3 1 1 1 2 1 2 3 1
1016277 6 8 8 1 3 4 3 7 1
1301945 5 1 1 1 1 1 1 1 1
1035283 1 1 1 1 1 1 3 1 1
1257815 5 1 3 1 2 1 2 1 1
1226612 7 5 6 3 3 8 7 4 1
859350 8 10 10 7 10 10 7 3 8
859164 5 3 3 1 3 3 3 3 3
807657 6 1 3 2 2 1 1 1 1
1257608 6 1 1 1 1 1 1 1 1
1227481 10 5 7 4 4 10 8 9 1
466906 1 1 1 1 2 1 1 1 1
1188472 1 1 1 1 1 1 3 1 1
736150 10 4 3 10 3 10 7 1 2
654244 1 1 1 1 1 1 2 1 1
1050670 10 7 7 6 4 10 4 1 2
1328331 1 1 1 1 2 1 3 1 1
1211265 3 10 8 7 6 9 9 3 8
493452 1 1 3 1 2 1 1 1 1
1293439 6 9 7 5 5 8 4 2 1
855524 1 1 1 1 2 1 2 1 1
1298484 10 3 4 5 3 10 4 1 1
1240603 3 1 1 1 1 1 1 1 1
1167471 4 1 2 1 2 1 3 1 1
1320141 5 1 1 1 2 1 2 1 1
1206314 1 2 3 1 2 1 1 1 1
1043068 3 1 1 1 2 1 2 1 1
1239967 1 1 1 1 2 1 2 1 1
1156948 3 1 1 2 2 1 1 1 1
1222047 10 10 10 10 3 10 10 6 1
1174009 5 1 1 2 1 1 2 1 1
385103 1 1 1 1 2 1 3 1 1
837082 2 1 1 1 2 1 3 1 1
1257200 10 10 10 7 10 10 8 2 1
1344121 8 10 4 4 8 10 8 2 1
822829 7 6 4 8 10 10 9 5 3
1238186 4 1 1 1 2 1 2 1 1
1348851 3 1 1 1 2 1 3 1 1
1196295 9 9 10 3 6 10 7 10 6
1223306 3 1 1 1 2 4 1 1 1
1164066 1 1 1 1 2 1 3 1 1
1171845 8 6 4 3 5 9 3 1 1
1311875 5 1 2 1 2 1 1 1 1
145447 8 4 4 1 2 9 3 3 1
1320077 1 1 1 1 1 1 1 1 1
1156017 3 1 1 1 2 1 2 1 1
1049815 4 1 1 1 2 1 3 1 1
263538 5 10 10 6 10 10 10 6 5
877291 6 10 10 10 10 10 8 10 10
1181685 1 1 2 1 2 1 2 1 1
695091 1 1 1 1 2 1 2 1 1
1182404 5 1 4 1 2 1 3 2 1
1185610 1 1 1 1 3 2 2 1 1
1218860 1 1 1 1 1 1 3 1 1
785208 5 4 6 6 4 10 4 3 1
1148278 3 3 6 4 5 8 4 4 1
1187457 3 1 1 3 8 1 5 8 1
785615 8 6 7 3 3 10 3 4 2
1299161 4 8 7 10 4 10 7 5 1
1180831 3 1 1 1 3 1 2 1 1
1121732 1 1 1 1 2 1 3 2 1
1217717 5 1 1 6 3 1 1 1 1
1057067 1 1 1 1 1 ? 1 1 1
897471 4 8 8 5 4 5 10 4 1
1277629 5 1 1 1 2 1 2 2 1
691628 8 6 4 10 10 1 3 5 1
1176406 1 1 1 1 2 1 2 1 1
1066373 3 2 1 1 1 1 2 1 1
1189266 7 2 4 1 6 10 5 4 3
1200772 1 1 1 1 2 1 2 1 1
1241035 7 8 3 7 4 5 7 8 2
1120559 8 3 8 3 4 9 8 9 8
1268804 3 1 1 1 2 5 1 1 1
1172152 10 3 3 10 2 10 7 3 3
1371920 5 1 1 1 2 1 3 2 1
1183516 3 1 1 1 2 1 1 1 1
8233704 4 1 1 1 1 1 2 1 1
1167439 2 3 4 4 2 5 2 5 1
832226 3 4 4 10 5 1 3 3 1
1168278 3 1 1 1 2 1 2 1 1
1119189 5 8 9 4 3 10 7 1 1
1272166 5 1 1 1 2 1 1 1 1
1197510 5 1 1 1 2 ? 3 1 1
1033078 2 1 1 1 2 1 1 1 5
1268313 5 1 1 3 2 1 1 1 1
1066979 5 1 1 1 2 1 2 1 1
1287971 3 1 1 1 2 1 2 1 1
1140597 7 1 2 3 2 1 2 1 1
1269574 4 1 1 1 2 1 1 1 1
659642 10 8 4 4 4 10 3 10 4
1318671 3 1 1 1 2 1 2 1 1
1196915 10 7 7 4 5 10 5 7 2
1213273 2 1 1 1 2 1 1 1 1
1294261 4 10 8 5 4 1 10 1 1
1178580 5 1 3 1 2 1 2 1 1
1257366 3 1 1 1 2 1 1 1 1
1036172 2 1 1 1 2 1 2 1 1
1277018 2 1 1 1 2 1 3 1 1
1175937 5 4 6 7 9 7 8 10 1
814265 2 1 1 1 2 1 1 1 1
1076352 3 6 4 10 3 3 3 4 1
1173347 8 3 3 1 2 2 3 2 1
635844 8 4 10 5 4 4 7 10 1
1018561 2 1 2 1 2 1 3 1 1
1015425 3 1 1 1 2 2 3 1 1
352431 10 5 10 3 5 8 7 8 3
527363 8 10 10 10 8 10 10 7 3
1304595 3 1 1 1 1 1 2 1 1
1075123 3 1 2 1 2 1 2 1 1
255644 10 5 8 10 3 10 5 1 3
1333495 3 1 1 1 2 1 2 1 1
1224329 1 1 1 2 2 1 3 1 1
1331405 4 1 1 1 2 1 3 2 1
606140 1 1 1 1 2 ? 2 1 1
1181567 1 1 1 1 1 1 1 1 1
1201834 2 1 1 1 2 1 3 1 1
1231706 8 4 6 3 3 1 4 3 1
1285531 1 1 1 1 2 1 3 1 1
1096352 6 3 3 3 3 2 6 1 1
303213 10 4 4 10 6 10 5 5 1
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