Upload 3 files

README.md

@@ -0,0 +1,17 @@
+---
+language:
+- en
+tags:
+- breast
+- tabular_classification
+- binary_classification
+pretty_name: Bank
+size_categories:
+- 100<n<1K
+task_categories:  # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
+- tabular-classification
+configs:
+- cancer
+---
+# Breast cancer
+The [Breast cancer dataset](https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Original%29) is cool.

breast-cancer-wisconsin.data

@@ -0,0 +1,699 @@
+1000025,5,1,1,1,2,1,3,1,1,2
+1002945,5,4,4,5,7,10,3,2,1,2
+1015425,3,1,1,1,2,2,3,1,1,2
+1016277,6,8,8,1,3,4,3,7,1,2
+1017023,4,1,1,3,2,1,3,1,1,2
+1017122,8,10,10,8,7,10,9,7,1,4
+1018099,1,1,1,1,2,10,3,1,1,2
+1018561,2,1,2,1,2,1,3,1,1,2
+1033078,2,1,1,1,2,1,1,1,5,2
+1033078,4,2,1,1,2,1,2,1,1,2
+1035283,1,1,1,1,1,1,3,1,1,2
+1036172,2,1,1,1,2,1,2,1,1,2
+1041801,5,3,3,3,2,3,4,4,1,4
+1043999,1,1,1,1,2,3,3,1,1,2
+1044572,8,7,5,10,7,9,5,5,4,4
+1047630,7,4,6,4,6,1,4,3,1,4
+1048672,4,1,1,1,2,1,2,1,1,2
+1049815,4,1,1,1,2,1,3,1,1,2
+1050670,10,7,7,6,4,10,4,1,2,4
+1050718,6,1,1,1,2,1,3,1,1,2
+1054590,7,3,2,10,5,10,5,4,4,4
+1054593,10,5,5,3,6,7,7,10,1,4
+1056784,3,1,1,1,2,1,2,1,1,2
+1057013,8,4,5,1,2,?,7,3,1,4
+1059552,1,1,1,1,2,1,3,1,1,2
+1065726,5,2,3,4,2,7,3,6,1,4
+1066373,3,2,1,1,1,1,2,1,1,2
+1066979,5,1,1,1,2,1,2,1,1,2
+1067444,2,1,1,1,2,1,2,1,1,2
+1070935,1,1,3,1,2,1,1,1,1,2
+1070935,3,1,1,1,1,1,2,1,1,2
+1071760,2,1,1,1,2,1,3,1,1,2
+1072179,10,7,7,3,8,5,7,4,3,4
+1074610,2,1,1,2,2,1,3,1,1,2
+1075123,3,1,2,1,2,1,2,1,1,2
+1079304,2,1,1,1,2,1,2,1,1,2
+1080185,10,10,10,8,6,1,8,9,1,4
+1081791,6,2,1,1,1,1,7,1,1,2
+1084584,5,4,4,9,2,10,5,6,1,4
+1091262,2,5,3,3,6,7,7,5,1,4
+1096800,6,6,6,9,6,?,7,8,1,2
+1099510,10,4,3,1,3,3,6,5,2,4
+1100524,6,10,10,2,8,10,7,3,3,4
+1102573,5,6,5,6,10,1,3,1,1,4
+1103608,10,10,10,4,8,1,8,10,1,4
+1103722,1,1,1,1,2,1,2,1,2,2
+1105257,3,7,7,4,4,9,4,8,1,4
+1105524,1,1,1,1,2,1,2,1,1,2
+1106095,4,1,1,3,2,1,3,1,1,2
+1106829,7,8,7,2,4,8,3,8,2,4
+1108370,9,5,8,1,2,3,2,1,5,4
+1108449,5,3,3,4,2,4,3,4,1,4
+1110102,10,3,6,2,3,5,4,10,2,4
+1110503,5,5,5,8,10,8,7,3,7,4
+1110524,10,5,5,6,8,8,7,1,1,4
+1111249,10,6,6,3,4,5,3,6,1,4
+1112209,8,10,10,1,3,6,3,9,1,4
+1113038,8,2,4,1,5,1,5,4,4,4
+1113483,5,2,3,1,6,10,5,1,1,4
+1113906,9,5,5,2,2,2,5,1,1,4
+1115282,5,3,5,5,3,3,4,10,1,4
+1115293,1,1,1,1,2,2,2,1,1,2
+1116116,9,10,10,1,10,8,3,3,1,4
+1116132,6,3,4,1,5,2,3,9,1,4
+1116192,1,1,1,1,2,1,2,1,1,2
+1116998,10,4,2,1,3,2,4,3,10,4
+1117152,4,1,1,1,2,1,3,1,1,2
+1118039,5,3,4,1,8,10,4,9,1,4
+1120559,8,3,8,3,4,9,8,9,8,4
+1121732,1,1,1,1,2,1,3,2,1,2
+1121919,5,1,3,1,2,1,2,1,1,2
+1123061,6,10,2,8,10,2,7,8,10,4
+1124651,1,3,3,2,2,1,7,2,1,2
+1125035,9,4,5,10,6,10,4,8,1,4
+1126417,10,6,4,1,3,4,3,2,3,4
+1131294,1,1,2,1,2,2,4,2,1,2
+1132347,1,1,4,1,2,1,2,1,1,2
+1133041,5,3,1,2,2,1,2,1,1,2
+1133136,3,1,1,1,2,3,3,1,1,2
+1136142,2,1,1,1,3,1,2,1,1,2
+1137156,2,2,2,1,1,1,7,1,1,2
+1143978,4,1,1,2,2,1,2,1,1,2
+1143978,5,2,1,1,2,1,3,1,1,2
+1147044,3,1,1,1,2,2,7,1,1,2
+1147699,3,5,7,8,8,9,7,10,7,4
+1147748,5,10,6,1,10,4,4,10,10,4
+1148278,3,3,6,4,5,8,4,4,1,4
+1148873,3,6,6,6,5,10,6,8,3,4
+1152331,4,1,1,1,2,1,3,1,1,2
+1155546,2,1,1,2,3,1,2,1,1,2
+1156272,1,1,1,1,2,1,3,1,1,2
+1156948,3,1,1,2,2,1,1,1,1,2
+1157734,4,1,1,1,2,1,3,1,1,2
+1158247,1,1,1,1,2,1,2,1,1,2
+1160476,2,1,1,1,2,1,3,1,1,2
+1164066,1,1,1,1,2,1,3,1,1,2
+1165297,2,1,1,2,2,1,1,1,1,2
+1165790,5,1,1,1,2,1,3,1,1,2
+1165926,9,6,9,2,10,6,2,9,10,4
+1166630,7,5,6,10,5,10,7,9,4,4
+1166654,10,3,5,1,10,5,3,10,2,4
+1167439,2,3,4,4,2,5,2,5,1,4
+1167471,4,1,2,1,2,1,3,1,1,2
+1168359,8,2,3,1,6,3,7,1,1,4
+1168736,10,10,10,10,10,1,8,8,8,4
+1169049,7,3,4,4,3,3,3,2,7,4
+1170419,10,10,10,8,2,10,4,1,1,4
+1170420,1,6,8,10,8,10,5,7,1,4
+1171710,1,1,1,1,2,1,2,3,1,2
+1171710,6,5,4,4,3,9,7,8,3,4
+1171795,1,3,1,2,2,2,5,3,2,2
+1171845,8,6,4,3,5,9,3,1,1,4
+1172152,10,3,3,10,2,10,7,3,3,4
+1173216,10,10,10,3,10,8,8,1,1,4
+1173235,3,3,2,1,2,3,3,1,1,2
+1173347,1,1,1,1,2,5,1,1,1,2
+1173347,8,3,3,1,2,2,3,2,1,2
+1173509,4,5,5,10,4,10,7,5,8,4
+1173514,1,1,1,1,4,3,1,1,1,2
+1173681,3,2,1,1,2,2,3,1,1,2
+1174057,1,1,2,2,2,1,3,1,1,2
+1174057,4,2,1,1,2,2,3,1,1,2
+1174131,10,10,10,2,10,10,5,3,3,4
+1174428,5,3,5,1,8,10,5,3,1,4
+1175937,5,4,6,7,9,7,8,10,1,4
+1176406,1,1,1,1,2,1,2,1,1,2
+1176881,7,5,3,7,4,10,7,5,5,4
+1177027,3,1,1,1,2,1,3,1,1,2
+1177399,8,3,5,4,5,10,1,6,2,4
+1177512,1,1,1,1,10,1,1,1,1,2
+1178580,5,1,3,1,2,1,2,1,1,2
+1179818,2,1,1,1,2,1,3,1,1,2
+1180194,5,10,8,10,8,10,3,6,3,4
+1180523,3,1,1,1,2,1,2,2,1,2
+1180831,3,1,1,1,3,1,2,1,1,2
+1181356,5,1,1,1,2,2,3,3,1,2
+1182404,4,1,1,1,2,1,2,1,1,2
+1182410,3,1,1,1,2,1,1,1,1,2
+1183240,4,1,2,1,2,1,2,1,1,2
+1183246,1,1,1,1,1,?,2,1,1,2
+1183516,3,1,1,1,2,1,1,1,1,2
+1183911,2,1,1,1,2,1,1,1,1,2
+1183983,9,5,5,4,4,5,4,3,3,4
+1184184,1,1,1,1,2,5,1,1,1,2
+1184241,2,1,1,1,2,1,2,1,1,2
+1184840,1,1,3,1,2,?,2,1,1,2
+1185609,3,4,5,2,6,8,4,1,1,4
+1185610,1,1,1,1,3,2,2,1,1,2
+1187457,3,1,1,3,8,1,5,8,1,2
+1187805,8,8,7,4,10,10,7,8,7,4
+1188472,1,1,1,1,1,1,3,1,1,2
+1189266,7,2,4,1,6,10,5,4,3,4
+1189286,10,10,8,6,4,5,8,10,1,4
+1190394,4,1,1,1,2,3,1,1,1,2
+1190485,1,1,1,1,2,1,1,1,1,2
+1192325,5,5,5,6,3,10,3,1,1,4
+1193091,1,2,2,1,2,1,2,1,1,2
+1193210,2,1,1,1,2,1,3,1,1,2
+1193683,1,1,2,1,3,?,1,1,1,2
+1196295,9,9,10,3,6,10,7,10,6,4
+1196915,10,7,7,4,5,10,5,7,2,4
+1197080,4,1,1,1,2,1,3,2,1,2
+1197270,3,1,1,1,2,1,3,1,1,2
+1197440,1,1,1,2,1,3,1,1,7,2
+1197510,5,1,1,1,2,?,3,1,1,2
+1197979,4,1,1,1,2,2,3,2,1,2
+1197993,5,6,7,8,8,10,3,10,3,4
+1198128,10,8,10,10,6,1,3,1,10,4
+1198641,3,1,1,1,2,1,3,1,1,2
+1199219,1,1,1,2,1,1,1,1,1,2
+1199731,3,1,1,1,2,1,1,1,1,2
+1199983,1,1,1,1,2,1,3,1,1,2
+1200772,1,1,1,1,2,1,2,1,1,2
+1200847,6,10,10,10,8,10,10,10,7,4
+1200892,8,6,5,4,3,10,6,1,1,4
+1200952,5,8,7,7,10,10,5,7,1,4
+1201834,2,1,1,1,2,1,3,1,1,2
+1201936,5,10,10,3,8,1,5,10,3,4
+1202125,4,1,1,1,2,1,3,1,1,2
+1202812,5,3,3,3,6,10,3,1,1,4
+1203096,1,1,1,1,1,1,3,1,1,2
+1204242,1,1,1,1,2,1,1,1,1,2
+1204898,6,1,1,1,2,1,3,1,1,2
+1205138,5,8,8,8,5,10,7,8,1,4
+1205579,8,7,6,4,4,10,5,1,1,4
+1206089,2,1,1,1,1,1,3,1,1,2
+1206695,1,5,8,6,5,8,7,10,1,4
+1206841,10,5,6,10,6,10,7,7,10,4
+1207986,5,8,4,10,5,8,9,10,1,4
+1208301,1,2,3,1,2,1,3,1,1,2
+1210963,10,10,10,8,6,8,7,10,1,4
+1211202,7,5,10,10,10,10,4,10,3,4
+1212232,5,1,1,1,2,1,2,1,1,2
+1212251,1,1,1,1,2,1,3,1,1,2
+1212422,3,1,1,1,2,1,3,1,1,2
+1212422,4,1,1,1,2,1,3,1,1,2
+1213375,8,4,4,5,4,7,7,8,2,2
+1213383,5,1,1,4,2,1,3,1,1,2
+1214092,1,1,1,1,2,1,1,1,1,2
+1214556,3,1,1,1,2,1,2,1,1,2
+1214966,9,7,7,5,5,10,7,8,3,4
+1216694,10,8,8,4,10,10,8,1,1,4
+1216947,1,1,1,1,2,1,3,1,1,2
+1217051,5,1,1,1,2,1,3,1,1,2
+1217264,1,1,1,1,2,1,3,1,1,2
+1218105,5,10,10,9,6,10,7,10,5,4
+1218741,10,10,9,3,7,5,3,5,1,4
+1218860,1,1,1,1,1,1,3,1,1,2
+1218860,1,1,1,1,1,1,3,1,1,2
+1219406,5,1,1,1,1,1,3,1,1,2
+1219525,8,10,10,10,5,10,8,10,6,4
+1219859,8,10,8,8,4,8,7,7,1,4
+1220330,1,1,1,1,2,1,3,1,1,2
+1221863,10,10,10,10,7,10,7,10,4,4
+1222047,10,10,10,10,3,10,10,6,1,4
+1222936,8,7,8,7,5,5,5,10,2,4
+1223282,1,1,1,1,2,1,2,1,1,2
+1223426,1,1,1,1,2,1,3,1,1,2
+1223793,6,10,7,7,6,4,8,10,2,4
+1223967,6,1,3,1,2,1,3,1,1,2
+1224329,1,1,1,2,2,1,3,1,1,2
+1225799,10,6,4,3,10,10,9,10,1,4
+1226012,4,1,1,3,1,5,2,1,1,4
+1226612,7,5,6,3,3,8,7,4,1,4
+1227210,10,5,5,6,3,10,7,9,2,4
+1227244,1,1,1,1,2,1,2,1,1,2
+1227481,10,5,7,4,4,10,8,9,1,4
+1228152,8,9,9,5,3,5,7,7,1,4
+1228311,1,1,1,1,1,1,3,1,1,2
+1230175,10,10,10,3,10,10,9,10,1,4
+1230688,7,4,7,4,3,7,7,6,1,4
+1231387,6,8,7,5,6,8,8,9,2,4
+1231706,8,4,6,3,3,1,4,3,1,2
+1232225,10,4,5,5,5,10,4,1,1,4
+1236043,3,3,2,1,3,1,3,6,1,2
+1241232,3,1,4,1,2,?,3,1,1,2
+1241559,10,8,8,2,8,10,4,8,10,4
+1241679,9,8,8,5,6,2,4,10,4,4
+1242364,8,10,10,8,6,9,3,10,10,4
+1243256,10,4,3,2,3,10,5,3,2,4
+1270479,5,1,3,3,2,2,2,3,1,2
+1276091,3,1,1,3,1,1,3,1,1,2
+1277018,2,1,1,1,2,1,3,1,1,2
+128059,1,1,1,1,2,5,5,1,1,2
+1285531,1,1,1,1,2,1,3,1,1,2
+1287775,5,1,1,2,2,2,3,1,1,2
+144888,8,10,10,8,5,10,7,8,1,4
+145447,8,4,4,1,2,9,3,3,1,4
+167528,4,1,1,1,2,1,3,6,1,2
+169356,3,1,1,1,2,?,3,1,1,2
+183913,1,2,2,1,2,1,1,1,1,2
+191250,10,4,4,10,2,10,5,3,3,4
+1017023,6,3,3,5,3,10,3,5,3,2
+1100524,6,10,10,2,8,10,7,3,3,4
+1116116,9,10,10,1,10,8,3,3,1,4
+1168736,5,6,6,2,4,10,3,6,1,4
+1182404,3,1,1,1,2,1,1,1,1,2
+1182404,3,1,1,1,2,1,2,1,1,2
+1198641,3,1,1,1,2,1,3,1,1,2
+242970,5,7,7,1,5,8,3,4,1,2
+255644,10,5,8,10,3,10,5,1,3,4
+263538,5,10,10,6,10,10,10,6,5,4
+274137,8,8,9,4,5,10,7,8,1,4
+303213,10,4,4,10,6,10,5,5,1,4
+314428,7,9,4,10,10,3,5,3,3,4
+1182404,5,1,4,1,2,1,3,2,1,2
+1198641,10,10,6,3,3,10,4,3,2,4
+320675,3,3,5,2,3,10,7,1,1,4
+324427,10,8,8,2,3,4,8,7,8,4
+385103,1,1,1,1,2,1,3,1,1,2
+390840,8,4,7,1,3,10,3,9,2,4
+411453,5,1,1,1,2,1,3,1,1,2
+320675,3,3,5,2,3,10,7,1,1,4
+428903,7,2,4,1,3,4,3,3,1,4
+431495,3,1,1,1,2,1,3,2,1,2
+432809,3,1,3,1,2,?,2,1,1,2
+434518,3,1,1,1,2,1,2,1,1,2
+452264,1,1,1,1,2,1,2,1,1,2
+456282,1,1,1,1,2,1,3,1,1,2
+476903,10,5,7,3,3,7,3,3,8,4
+486283,3,1,1,1,2,1,3,1,1,2
+486662,2,1,1,2,2,1,3,1,1,2
+488173,1,4,3,10,4,10,5,6,1,4
+492268,10,4,6,1,2,10,5,3,1,4
+508234,7,4,5,10,2,10,3,8,2,4
+527363,8,10,10,10,8,10,10,7,3,4
+529329,10,10,10,10,10,10,4,10,10,4
+535331,3,1,1,1,3,1,2,1,1,2
+543558,6,1,3,1,4,5,5,10,1,4
+555977,5,6,6,8,6,10,4,10,4,4
+560680,1,1,1,1,2,1,1,1,1,2
+561477,1,1,1,1,2,1,3,1,1,2
+563649,8,8,8,1,2,?,6,10,1,4
+601265,10,4,4,6,2,10,2,3,1,4
+606140,1,1,1,1,2,?,2,1,1,2
+606722,5,5,7,8,6,10,7,4,1,4
+616240,5,3,4,3,4,5,4,7,1,2
+61634,5,4,3,1,2,?,2,3,1,2
+625201,8,2,1,1,5,1,1,1,1,2
+63375,9,1,2,6,4,10,7,7,2,4
+635844,8,4,10,5,4,4,7,10,1,4
+636130,1,1,1,1,2,1,3,1,1,2
+640744,10,10,10,7,9,10,7,10,10,4
+646904,1,1,1,1,2,1,3,1,1,2
+653777,8,3,4,9,3,10,3,3,1,4
+659642,10,8,4,4,4,10,3,10,4,4
+666090,1,1,1,1,2,1,3,1,1,2
+666942,1,1,1,1,2,1,3,1,1,2
+667204,7,8,7,6,4,3,8,8,4,4
+673637,3,1,1,1,2,5,5,1,1,2
+684955,2,1,1,1,3,1,2,1,1,2
+688033,1,1,1,1,2,1,1,1,1,2
+691628,8,6,4,10,10,1,3,5,1,4
+693702,1,1,1,1,2,1,1,1,1,2
+704097,1,1,1,1,1,1,2,1,1,2
+704168,4,6,5,6,7,?,4,9,1,2
+706426,5,5,5,2,5,10,4,3,1,4
+709287,6,8,7,8,6,8,8,9,1,4
+718641,1,1,1,1,5,1,3,1,1,2
+721482,4,4,4,4,6,5,7,3,1,2
+730881,7,6,3,2,5,10,7,4,6,4
+733639,3,1,1,1,2,?,3,1,1,2
+733639,3,1,1,1,2,1,3,1,1,2
+733823,5,4,6,10,2,10,4,1,1,4
+740492,1,1,1,1,2,1,3,1,1,2
+743348,3,2,2,1,2,1,2,3,1,2
+752904,10,1,1,1,2,10,5,4,1,4
+756136,1,1,1,1,2,1,2,1,1,2
+760001,8,10,3,2,6,4,3,10,1,4
+760239,10,4,6,4,5,10,7,1,1,4
+76389,10,4,7,2,2,8,6,1,1,4
+764974,5,1,1,1,2,1,3,1,2,2
+770066,5,2,2,2,2,1,2,2,1,2
+785208,5,4,6,6,4,10,4,3,1,4
+785615,8,6,7,3,3,10,3,4,2,4
+792744,1,1,1,1,2,1,1,1,1,2
+797327,6,5,5,8,4,10,3,4,1,4
+798429,1,1,1,1,2,1,3,1,1,2
+704097,1,1,1,1,1,1,2,1,1,2
+806423,8,5,5,5,2,10,4,3,1,4
+809912,10,3,3,1,2,10,7,6,1,4
+810104,1,1,1,1,2,1,3,1,1,2
+814265,2,1,1,1,2,1,1,1,1,2
+814911,1,1,1,1,2,1,1,1,1,2
+822829,7,6,4,8,10,10,9,5,3,4
+826923,1,1,1,1,2,1,1,1,1,2
+830690,5,2,2,2,3,1,1,3,1,2
+831268,1,1,1,1,1,1,1,3,1,2
+832226,3,4,4,10,5,1,3,3,1,4
+832567,4,2,3,5,3,8,7,6,1,4
+836433,5,1,1,3,2,1,1,1,1,2
+837082,2,1,1,1,2,1,3,1,1,2
+846832,3,4,5,3,7,3,4,6,1,2
+850831,2,7,10,10,7,10,4,9,4,4
+855524,1,1,1,1,2,1,2,1,1,2
+857774,4,1,1,1,3,1,2,2,1,2
+859164,5,3,3,1,3,3,3,3,3,4
+859350,8,10,10,7,10,10,7,3,8,4
+866325,8,10,5,3,8,4,4,10,3,4
+873549,10,3,5,4,3,7,3,5,3,4
+877291,6,10,10,10,10,10,8,10,10,4
+877943,3,10,3,10,6,10,5,1,4,4
+888169,3,2,2,1,4,3,2,1,1,2
+888523,4,4,4,2,2,3,2,1,1,2
+896404,2,1,1,1,2,1,3,1,1,2
+897172,2,1,1,1,2,1,2,1,1,2
+95719,6,10,10,10,8,10,7,10,7,4
+160296,5,8,8,10,5,10,8,10,3,4
+342245,1,1,3,1,2,1,1,1,1,2
+428598,1,1,3,1,1,1,2,1,1,2
+492561,4,3,2,1,3,1,2,1,1,2
+493452,1,1,3,1,2,1,1,1,1,2
+493452,4,1,2,1,2,1,2,1,1,2
+521441,5,1,1,2,2,1,2,1,1,2
+560680,3,1,2,1,2,1,2,1,1,2
+636437,1,1,1,1,2,1,1,1,1,2
+640712,1,1,1,1,2,1,2,1,1,2
+654244,1,1,1,1,1,1,2,1,1,2
+657753,3,1,1,4,3,1,2,2,1,2
+685977,5,3,4,1,4,1,3,1,1,2
+805448,1,1,1,1,2,1,1,1,1,2
+846423,10,6,3,6,4,10,7,8,4,4
+1002504,3,2,2,2,2,1,3,2,1,2
+1022257,2,1,1,1,2,1,1,1,1,2
+1026122,2,1,1,1,2,1,1,1,1,2
+1071084,3,3,2,2,3,1,1,2,3,2
+1080233,7,6,6,3,2,10,7,1,1,4
+1114570,5,3,3,2,3,1,3,1,1,2
+1114570,2,1,1,1,2,1,2,2,1,2
+1116715,5,1,1,1,3,2,2,2,1,2
+1131411,1,1,1,2,2,1,2,1,1,2
+1151734,10,8,7,4,3,10,7,9,1,4
+1156017,3,1,1,1,2,1,2,1,1,2
+1158247,1,1,1,1,1,1,1,1,1,2
+1158405,1,2,3,1,2,1,2,1,1,2
+1168278,3,1,1,1,2,1,2,1,1,2
+1176187,3,1,1,1,2,1,3,1,1,2
+1196263,4,1,1,1,2,1,1,1,1,2
+1196475,3,2,1,1,2,1,2,2,1,2
+1206314,1,2,3,1,2,1,1,1,1,2
+1211265,3,10,8,7,6,9,9,3,8,4
+1213784,3,1,1,1,2,1,1,1,1,2
+1223003,5,3,3,1,2,1,2,1,1,2
+1223306,3,1,1,1,2,4,1,1,1,2
+1223543,1,2,1,3,2,1,1,2,1,2
+1229929,1,1,1,1,2,1,2,1,1,2
+1231853,4,2,2,1,2,1,2,1,1,2
+1234554,1,1,1,1,2,1,2,1,1,2
+1236837,2,3,2,2,2,2,3,1,1,2
+1237674,3,1,2,1,2,1,2,1,1,2
+1238021,1,1,1,1,2,1,2,1,1,2
+1238464,1,1,1,1,1,?,2,1,1,2
+1238633,10,10,10,6,8,4,8,5,1,4
+1238915,5,1,2,1,2,1,3,1,1,2
+1238948,8,5,6,2,3,10,6,6,1,4
+1239232,3,3,2,6,3,3,3,5,1,2
+1239347,8,7,8,5,10,10,7,2,1,4
+1239967,1,1,1,1,2,1,2,1,1,2
+1240337,5,2,2,2,2,2,3,2,2,2
+1253505,2,3,1,1,5,1,1,1,1,2
+1255384,3,2,2,3,2,3,3,1,1,2
+1257200,10,10,10,7,10,10,8,2,1,4
+1257648,4,3,3,1,2,1,3,3,1,2
+1257815,5,1,3,1,2,1,2,1,1,2
+1257938,3,1,1,1,2,1,1,1,1,2
+1258549,9,10,10,10,10,10,10,10,1,4
+1258556,5,3,6,1,2,1,1,1,1,2
+1266154,8,7,8,2,4,2,5,10,1,4
+1272039,1,1,1,1,2,1,2,1,1,2
+1276091,2,1,1,1,2,1,2,1,1,2
+1276091,1,3,1,1,2,1,2,2,1,2
+1276091,5,1,1,3,4,1,3,2,1,2
+1277629,5,1,1,1,2,1,2,2,1,2
+1293439,3,2,2,3,2,1,1,1,1,2
+1293439,6,9,7,5,5,8,4,2,1,2
+1294562,10,8,10,1,3,10,5,1,1,4
+1295186,10,10,10,1,6,1,2,8,1,4
+527337,4,1,1,1,2,1,1,1,1,2
+558538,4,1,3,3,2,1,1,1,1,2
+566509,5,1,1,1,2,1,1,1,1,2
+608157,10,4,3,10,4,10,10,1,1,4
+677910,5,2,2,4,2,4,1,1,1,2
+734111,1,1,1,3,2,3,1,1,1,2
+734111,1,1,1,1,2,2,1,1,1,2
+780555,5,1,1,6,3,1,2,1,1,2
+827627,2,1,1,1,2,1,1,1,1,2
+1049837,1,1,1,1,2,1,1,1,1,2
+1058849,5,1,1,1,2,1,1,1,1,2
+1182404,1,1,1,1,1,1,1,1,1,2
+1193544,5,7,9,8,6,10,8,10,1,4
+1201870,4,1,1,3,1,1,2,1,1,2
+1202253,5,1,1,1,2,1,1,1,1,2
+1227081,3,1,1,3,2,1,1,1,1,2
+1230994,4,5,5,8,6,10,10,7,1,4
+1238410,2,3,1,1,3,1,1,1,1,2
+1246562,10,2,2,1,2,6,1,1,2,4
+1257470,10,6,5,8,5,10,8,6,1,4
+1259008,8,8,9,6,6,3,10,10,1,4
+1266124,5,1,2,1,2,1,1,1,1,2
+1267898,5,1,3,1,2,1,1,1,1,2
+1268313,5,1,1,3,2,1,1,1,1,2
+1268804,3,1,1,1,2,5,1,1,1,2
+1276091,6,1,1,3,2,1,1,1,1,2
+1280258,4,1,1,1,2,1,1,2,1,2
+1293966,4,1,1,1,2,1,1,1,1,2
+1296572,10,9,8,7,6,4,7,10,3,4
+1298416,10,6,6,2,4,10,9,7,1,4
+1299596,6,6,6,5,4,10,7,6,2,4
+1105524,4,1,1,1,2,1,1,1,1,2
+1181685,1,1,2,1,2,1,2,1,1,2
+1211594,3,1,1,1,1,1,2,1,1,2
+1238777,6,1,1,3,2,1,1,1,1,2
+1257608,6,1,1,1,1,1,1,1,1,2
+1269574,4,1,1,1,2,1,1,1,1,2
+1277145,5,1,1,1,2,1,1,1,1,2
+1287282,3,1,1,1,2,1,1,1,1,2
+1296025,4,1,2,1,2,1,1,1,1,2
+1296263,4,1,1,1,2,1,1,1,1,2
+1296593,5,2,1,1,2,1,1,1,1,2
+1299161,4,8,7,10,4,10,7,5,1,4
+1301945,5,1,1,1,1,1,1,1,1,2
+1302428,5,3,2,4,2,1,1,1,1,2
+1318169,9,10,10,10,10,5,10,10,10,4
+474162,8,7,8,5,5,10,9,10,1,4
+787451,5,1,2,1,2,1,1,1,1,2
+1002025,1,1,1,3,1,3,1,1,1,2
+1070522,3,1,1,1,1,1,2,1,1,2
+1073960,10,10,10,10,6,10,8,1,5,4
+1076352,3,6,4,10,3,3,3,4,1,4
+1084139,6,3,2,1,3,4,4,1,1,4
+1115293,1,1,1,1,2,1,1,1,1,2
+1119189,5,8,9,4,3,10,7,1,1,4
+1133991,4,1,1,1,1,1,2,1,1,2
+1142706,5,10,10,10,6,10,6,5,2,4
+1155967,5,1,2,10,4,5,2,1,1,2
+1170945,3,1,1,1,1,1,2,1,1,2
+1181567,1,1,1,1,1,1,1,1,1,2
+1182404,4,2,1,1,2,1,1,1,1,2
+1204558,4,1,1,1,2,1,2,1,1,2
+1217952,4,1,1,1,2,1,2,1,1,2
+1224565,6,1,1,1,2,1,3,1,1,2
+1238186,4,1,1,1,2,1,2,1,1,2
+1253917,4,1,1,2,2,1,2,1,1,2
+1265899,4,1,1,1,2,1,3,1,1,2
+1268766,1,1,1,1,2,1,1,1,1,2
+1277268,3,3,1,1,2,1,1,1,1,2
+1286943,8,10,10,10,7,5,4,8,7,4
+1295508,1,1,1,1,2,4,1,1,1,2
+1297327,5,1,1,1,2,1,1,1,1,2
+1297522,2,1,1,1,2,1,1,1,1,2
+1298360,1,1,1,1,2,1,1,1,1,2
+1299924,5,1,1,1,2,1,2,1,1,2
+1299994,5,1,1,1,2,1,1,1,1,2
+1304595,3,1,1,1,1,1,2,1,1,2
+1306282,6,6,7,10,3,10,8,10,2,4
+1313325,4,10,4,7,3,10,9,10,1,4
+1320077,1,1,1,1,1,1,1,1,1,2
+1320077,1,1,1,1,1,1,2,1,1,2
+1320304,3,1,2,2,2,1,1,1,1,2
+1330439,4,7,8,3,4,10,9,1,1,4
+333093,1,1,1,1,3,1,1,1,1,2
+369565,4,1,1,1,3,1,1,1,1,2
+412300,10,4,5,4,3,5,7,3,1,4
+672113,7,5,6,10,4,10,5,3,1,4
+749653,3,1,1,1,2,1,2,1,1,2
+769612,3,1,1,2,2,1,1,1,1,2
+769612,4,1,1,1,2,1,1,1,1,2
+798429,4,1,1,1,2,1,3,1,1,2
+807657,6,1,3,2,2,1,1,1,1,2
+8233704,4,1,1,1,1,1,2,1,1,2
+837480,7,4,4,3,4,10,6,9,1,4
+867392,4,2,2,1,2,1,2,1,1,2
+869828,1,1,1,1,1,1,3,1,1,2
+1043068,3,1,1,1,2,1,2,1,1,2
+1056171,2,1,1,1,2,1,2,1,1,2
+1061990,1,1,3,2,2,1,3,1,1,2
+1113061,5,1,1,1,2,1,3,1,1,2
+1116192,5,1,2,1,2,1,3,1,1,2
+1135090,4,1,1,1,2,1,2,1,1,2
+1145420,6,1,1,1,2,1,2,1,1,2
+1158157,5,1,1,1,2,2,2,1,1,2
+1171578,3,1,1,1,2,1,1,1,1,2
+1174841,5,3,1,1,2,1,1,1,1,2
+1184586,4,1,1,1,2,1,2,1,1,2
+1186936,2,1,3,2,2,1,2,1,1,2
+1197527,5,1,1,1,2,1,2,1,1,2
+1222464,6,10,10,10,4,10,7,10,1,4
+1240603,2,1,1,1,1,1,1,1,1,2
+1240603,3,1,1,1,1,1,1,1,1,2
+1241035,7,8,3,7,4,5,7,8,2,4
+1287971,3,1,1,1,2,1,2,1,1,2
+1289391,1,1,1,1,2,1,3,1,1,2
+1299924,3,2,2,2,2,1,4,2,1,2
+1306339,4,4,2,1,2,5,2,1,2,2
+1313658,3,1,1,1,2,1,1,1,1,2
+1313982,4,3,1,1,2,1,4,8,1,2
+1321264,5,2,2,2,1,1,2,1,1,2
+1321321,5,1,1,3,2,1,1,1,1,2
+1321348,2,1,1,1,2,1,2,1,1,2
+1321931,5,1,1,1,2,1,2,1,1,2
+1321942,5,1,1,1,2,1,3,1,1,2
+1321942,5,1,1,1,2,1,3,1,1,2
+1328331,1,1,1,1,2,1,3,1,1,2
+1328755,3,1,1,1,2,1,2,1,1,2
+1331405,4,1,1,1,2,1,3,2,1,2
+1331412,5,7,10,10,5,10,10,10,1,4
+1333104,3,1,2,1,2,1,3,1,1,2
+1334071,4,1,1,1,2,3,2,1,1,2
+1343068,8,4,4,1,6,10,2,5,2,4
+1343374,10,10,8,10,6,5,10,3,1,4
+1344121,8,10,4,4,8,10,8,2,1,4
+142932,7,6,10,5,3,10,9,10,2,4
+183936,3,1,1,1,2,1,2,1,1,2
+324382,1,1,1,1,2,1,2,1,1,2
+378275,10,9,7,3,4,2,7,7,1,4
+385103,5,1,2,1,2,1,3,1,1,2
+690557,5,1,1,1,2,1,2,1,1,2
+695091,1,1,1,1,2,1,2,1,1,2
+695219,1,1,1,1,2,1,2,1,1,2
+824249,1,1,1,1,2,1,3,1,1,2
+871549,5,1,2,1,2,1,2,1,1,2
+878358,5,7,10,6,5,10,7,5,1,4
+1107684,6,10,5,5,4,10,6,10,1,4
+1115762,3,1,1,1,2,1,1,1,1,2
+1217717,5,1,1,6,3,1,1,1,1,2
+1239420,1,1,1,1,2,1,1,1,1,2
+1254538,8,10,10,10,6,10,10,10,1,4
+1261751,5,1,1,1,2,1,2,2,1,2
+1268275,9,8,8,9,6,3,4,1,1,4
+1272166,5,1,1,1,2,1,1,1,1,2
+1294261,4,10,8,5,4,1,10,1,1,4
+1295529,2,5,7,6,4,10,7,6,1,4
+1298484,10,3,4,5,3,10,4,1,1,4
+1311875,5,1,2,1,2,1,1,1,1,2
+1315506,4,8,6,3,4,10,7,1,1,4
+1320141,5,1,1,1,2,1,2,1,1,2
+1325309,4,1,2,1,2,1,2,1,1,2
+1333063,5,1,3,1,2,1,3,1,1,2
+1333495,3,1,1,1,2,1,2,1,1,2
+1334659,5,2,4,1,1,1,1,1,1,2
+1336798,3,1,1,1,2,1,2,1,1,2
+1344449,1,1,1,1,1,1,2,1,1,2
+1350568,4,1,1,1,2,1,2,1,1,2
+1352663,5,4,6,8,4,1,8,10,1,4
+188336,5,3,2,8,5,10,8,1,2,4
+352431,10,5,10,3,5,8,7,8,3,4
+353098,4,1,1,2,2,1,1,1,1,2
+411453,1,1,1,1,2,1,1,1,1,2
+557583,5,10,10,10,10,10,10,1,1,4
+636375,5,1,1,1,2,1,1,1,1,2
+736150,10,4,3,10,3,10,7,1,2,4
+803531,5,10,10,10,5,2,8,5,1,4
+822829,8,10,10,10,6,10,10,10,10,4
+1016634,2,3,1,1,2,1,2,1,1,2
+1031608,2,1,1,1,1,1,2,1,1,2
+1041043,4,1,3,1,2,1,2,1,1,2
+1042252,3,1,1,1,2,1,2,1,1,2
+1057067,1,1,1,1,1,?,1,1,1,2
+1061990,4,1,1,1,2,1,2,1,1,2
+1073836,5,1,1,1,2,1,2,1,1,2
+1083817,3,1,1,1,2,1,2,1,1,2
+1096352,6,3,3,3,3,2,6,1,1,2
+1140597,7,1,2,3,2,1,2,1,1,2
+1149548,1,1,1,1,2,1,1,1,1,2
+1174009,5,1,1,2,1,1,2,1,1,2
+1183596,3,1,3,1,3,4,1,1,1,2
+1190386,4,6,6,5,7,6,7,7,3,4
+1190546,2,1,1,1,2,5,1,1,1,2
+1213273,2,1,1,1,2,1,1,1,1,2
+1218982,4,1,1,1,2,1,1,1,1,2
+1225382,6,2,3,1,2,1,1,1,1,2
+1235807,5,1,1,1,2,1,2,1,1,2
+1238777,1,1,1,1,2,1,1,1,1,2
+1253955,8,7,4,4,5,3,5,10,1,4
+1257366,3,1,1,1,2,1,1,1,1,2
+1260659,3,1,4,1,2,1,1,1,1,2
+1268952,10,10,7,8,7,1,10,10,3,4
+1275807,4,2,4,3,2,2,2,1,1,2
+1277792,4,1,1,1,2,1,1,1,1,2
+1277792,5,1,1,3,2,1,1,1,1,2
+1285722,4,1,1,3,2,1,1,1,1,2
+1288608,3,1,1,1,2,1,2,1,1,2
+1290203,3,1,1,1,2,1,2,1,1,2
+1294413,1,1,1,1,2,1,1,1,1,2
+1299596,2,1,1,1,2,1,1,1,1,2
+1303489,3,1,1,1,2,1,2,1,1,2
+1311033,1,2,2,1,2,1,1,1,1,2
+1311108,1,1,1,3,2,1,1,1,1,2
+1315807,5,10,10,10,10,2,10,10,10,4
+1318671,3,1,1,1,2,1,2,1,1,2
+1319609,3,1,1,2,3,4,1,1,1,2
+1323477,1,2,1,3,2,1,2,1,1,2
+1324572,5,1,1,1,2,1,2,2,1,2
+1324681,4,1,1,1,2,1,2,1,1,2
+1325159,3,1,1,1,2,1,3,1,1,2
+1326892,3,1,1,1,2,1,2,1,1,2
+1330361,5,1,1,1,2,1,2,1,1,2
+1333877,5,4,5,1,8,1,3,6,1,2
+1334015,7,8,8,7,3,10,7,2,3,4
+1334667,1,1,1,1,2,1,1,1,1,2
+1339781,1,1,1,1,2,1,2,1,1,2
+1339781,4,1,1,1,2,1,3,1,1,2
+13454352,1,1,3,1,2,1,2,1,1,2
+1345452,1,1,3,1,2,1,2,1,1,2
+1345593,3,1,1,3,2,1,2,1,1,2
+1347749,1,1,1,1,2,1,1,1,1,2
+1347943,5,2,2,2,2,1,1,1,2,2
+1348851,3,1,1,1,2,1,3,1,1,2
+1350319,5,7,4,1,6,1,7,10,3,4
+1350423,5,10,10,8,5,5,7,10,1,4
+1352848,3,10,7,8,5,8,7,4,1,4
+1353092,3,2,1,2,2,1,3,1,1,2
+1354840,2,1,1,1,2,1,3,1,1,2
+1354840,5,3,2,1,3,1,1,1,1,2
+1355260,1,1,1,1,2,1,2,1,1,2
+1365075,4,1,4,1,2,1,1,1,1,2
+1365328,1,1,2,1,2,1,2,1,1,2
+1368267,5,1,1,1,2,1,1,1,1,2
+1368273,1,1,1,1,2,1,1,1,1,2
+1368882,2,1,1,1,2,1,1,1,1,2
+1369821,10,10,10,10,5,10,10,10,7,4
+1371026,5,10,10,10,4,10,5,6,3,4
+1371920,5,1,1,1,2,1,3,2,1,2
+466906,1,1,1,1,2,1,1,1,1,2
+466906,1,1,1,1,2,1,1,1,1,2
+534555,1,1,1,1,2,1,1,1,1,2
+536708,1,1,1,1,2,1,1,1,1,2
+566346,3,1,1,1,2,1,2,3,1,2
+603148,4,1,1,1,2,1,1,1,1,2
+654546,1,1,1,1,2,1,1,1,8,2
+654546,1,1,1,3,2,1,1,1,1,2
+695091,5,10,10,5,4,5,4,4,1,4
+714039,3,1,1,1,2,1,1,1,1,2
+763235,3,1,1,1,2,1,2,1,2,2
+776715,3,1,1,1,3,2,1,1,1,2
+841769,2,1,1,1,2,1,1,1,1,2
+888820,5,10,10,3,7,3,8,10,2,4
+897471,4,8,6,4,3,4,10,6,1,4
+897471,4,8,8,5,4,5,10,4,1,4

breast.py

@@ -0,0 +1,129 @@
+"""Breast Dataset"""
+
+from typing import List
+
+import datasets
+
+import pandas
+
+
+VERSION = datasets.Version("1.0.0")
+_ORIGINAL_FEATURE_NAMES = [
+    "id",
+    "clump thickness",
+    "uniformity of cell size",
+    "uniformity of cell shape",
+    "marginal adhesion",
+    "single epithelial cell size",
+    "bare nuclei",
+    "bland chromatin",
+    "normal nucleoli",
+    "mitoses",
+    "is_cancer"
+]
+_BASE_FEATURE_NAMES = [
+    "clump thickness",
+    "uniformity of cell size",
+    "uniformity of cell shape",
+    "marginal adhesion",
+    "single epithelial cell size",
+    "bare nuclei",
+    "bland chromatin",
+    "normal nucleoli",
+    "mitoses",
+    "is_cancer"
+]
+
+DESCRIPTION = "Breast dataset for cancer prediction."
+_HOMEPAGE = "https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Original%29"
+_URLS = ("https://huggingface.co/datasets/mstz/breast/raw/main/breast-cancer-wisconsin.data")
+_CITATION = """
+@article{wolberg1990multisurface,
+  title={Multisurface method of pattern separation for medical diagnosis applied to breast cytology.},
+  author={Wolberg, William H and Mangasarian, Olvi L},
+  journal={Proceedings of the national academy of sciences},
+  volume={87},
+  number={23},
+  pages={9193--9196},
+  year={1990},
+  publisher={National Acad Sciences}
+}
+"""
+
+# Dataset info
+urls_per_split = {
+    "train": "https://huggingface.co/datasets/mstz/breast/raw/main/breast-full.csv",
+}
+features_types_per_config = {
+    "encoding": {
+        "feature": datasets.Value("string"),
+        "original_value": datasets.Value("string"),
+        "encoded_value":  datasets.Value("int8"),
+    },
+
+    "cancer": {
+        "clump thickness": datasets.Value("int8"),
+        "uniformity of cell size": datasets.Value("int8"),
+        "uniformity of cell shape": datasets.Value("int8"),
+        "marginal adhesion": datasets.Value("int8"),
+        "single epithelial cell size": datasets.Value("int8"),
+        "bare nuclei": datasets.Value("int8"),
+        "bland chromatin": datasets.Value("int8"),
+        "normal nucleoli": datasets.Value("int8"),
+        "mitoses": datasets.Value("int8"),
+        "is_cancer": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
+    }
+    
+}
+features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
+
+
+class BreastConfig(datasets.BuilderConfig):
+    def __init__(self, **kwargs):
+        super(BreastConfig, self).__init__(version=VERSION, **kwargs)
+        self.features = features_per_config[kwargs["name"]]
+
+
+class Breast(datasets.GeneratorBasedBuilder):
+    # dataset versions
+    DEFAULT_CONFIG = "cancer"
+    BUILDER_CONFIGS = [
+        BreastConfig(name="cancer",
+                   description="Encoding dictionaries for discrete features."),
+    ]
+
+
+    def _info(self):
+        if self.config.name not in features_per_config:
+            raise ValueError(f"Unknown configuration: {self.config.name}")
+        
+        info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
+                                    features=features_per_config[self.config.name])
+
+        return info
+    
+    def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
+        downloads = dl_manager.download_and_extract(urls_per_split)
+
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]}),
+        ]
+    
+    def _generate_examples(self, filepath: str):
+        data = pandas.read_csv(filepath, columns=_ORIGINAL_FEATURE_NAMES)
+        data = self.preprocess(data, config=self.config.name)
+
+        for row_id, row in data.iterrows():
+            data_row = dict(row)
+
+            yield row_id, data_row
+
+    def preprocess(self, data: pandas.DataFrame, config: str = "cancer") -> pandas.DataFrame:
+        data.drop("id", axis="columns", inplace=True)
+        
+        data.columns = _BASE_FEATURE_NAMES
+        
+        if config == "cancer":
+            return data
+        else:
+            raise ValueError(f"Unknown config: {config}")