ID V1 1000025 1002945 1015425 1016277 1017023 1017122 1018099 1018561 1033078 1033078 1035283 1036172 1041801 1043999 1044572 1047630 1048672 1049815 1050670 1050718 1054590 1054593 1056784 1057013 1059552 1065726 1066373 1066979 1067444 1070935 1070935 1071760 1072179 1074610 1075123 1079304 1080185 1081791 1084584 1091262 1096800 1099510 1100524 1102573 1103608 1103722 1105257 1105524 1106095 1106829 1108370 1108449 1110102 1110503 1110524 1111249 1112209 1113038 1113483 1113906 1115282 1115293 1116116 1116132 1116192 1116998 1117152 1118039 1120559 1121732 1121919 1123061 1124651 1125035 1126417 1131294 1132347 1133041 1133136 1136142 V2 5 5 3 6 4 8 1 2 2 4 1 2 5 1 8 7 4 4 10 6 7 10 3 8 1 5 3 5 2 1 3 2 10 2 3 2 10 6 5 2 6 10 6 5 10 1 3 1 4 7 9 5 10 5 10 10 8 8 5 9 5 1 9 6 1 10 4 5 8 1 5 6 1 9 10 1 1 5 3 2 V3 1 4 1 8 1 10 1 1 1 2 1 1 3 1 7 4 1 1 7 1 3 5 1 4 1 2 2 1 1 1 1 1 7 1 1 1 10 2 4 5 6 4 10 6 10 1 7 1 1 8 5 3 3 5 5 6 10 2 2 5 3 1 10 3 1 4 1 3 3 1 1 10 3 4 6 1 1 3 1 1 V4 1 4 1 8 1 10 1 2 1 1 1 1 3 1 5 6 1 1 7 1 2 5 1 5 1 3 1 1 1 3 1 1 7 1 2 1 10 1 4 3 6 3 10 5 10 1 7 1 1 7 8 3 6 5 5 6 10 4 3 5 5 1 10 4 1 2 1 4 8 1 3 2 3 5 4 2 4 1 1 1 V5 1 5 1 1 3 8 1 1 1 1 1 1 3 1 10 4 1 1 6 1 10 3 1 1 1 4 1 1 1 1 1 1 3 2 1 1 8 1 9 3 9 1 2 6 4 1 4 1 3 2 1 4 2 8 6 3 1 1 1 2 5 1 1 1 1 1 1 1 3 1 1 8 2 10 1 1 1 2 1 1 V6 2 7 2 3 2 7 2 2 2 2 1 2 2 2 7 6 2 2 4 2 5 6 2 2 NA 2 2 1 2 2 2 1 2 8 2 2 2 6 1 2 6 6 NA 3 8 10 8 2 4 2 2 4 2 2 3 10 8 4 3 5 6 2 3 2 10 5 2 3 2 8 4 2 2 10 2 6 3 2 2 2 2 3 V7 1 10 2 4 1 10 10 1 1 1 1 1 3 3 9 1 1 1 10 1 10 7 1 1 7 1 1 1 1 1 1 5 1 1 1 1 1 10 7 3 10 1 1 1 9 1 1 8 3 4 5 8 8 5 6 1 10 2 3 2 8 2 1 2 1 10 9 1 1 2 1 10 4 2 1 1 3 1 V8 3 3 3 3 3 9 3 3 1 2 3 2 4 3 5 4 2 3 4 3 5 7 2 7 3 3 2 2 2 1 2 3 7 3 2 2 8 7 5 7 7 6 7 3 8 2 4 2 3 3 2 3 4 7 7 3 3 5 5 5 4 2 3 3 2 4 3 4 8 3 2 7 7 4 3 4 2 2 3 2 V9 1 2 1 7 1 7 1 1 1 1 1 1 4 1 5 3 1 1 1 1 4 10 1 3 1 6 1 1 1 1 1 1 4 1 1 1 9 1 6 5 8 5 3 1 10 1 8 1 1 8 1 4 10 3 1 6 9 4 1 1 10 1 3 9 1 3 1 9 9 2 1 8 2 8 2 2 1 1 1 1 class 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 5 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 4 malignant 1 malignant 1 benign 1 benign 2 malignant 1 benign 4 malignant 1 malignant 1 benign 1 malignant 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 malignant 1 malignant 1 benign 2 malignant 3 malignant 1 malignant 1 malignant 2 benign 1 malignant 1 benign 1 benign 2 malignant 5 malignant 1 malignant 2 malignant 7 malignant 1 malignant 1 malignant 1 malignant 4 malignant 1 malignant 1 malignant 1 malignant 1 benign 1 malignant 1 malignant 1 benign 10 malignant 1 benign 1 malignant 8 malignant 1 benign 1 benign 10 malignant 1 benign 1 malignant 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1137156 1143978 1143978 1147044 1147699 1147748 1148278 1148873 1152331 1155546 1156272 1156948 1157734 1158247 1160476 1164066 1165297 1165790 1165926 1166630 1166654 1167439 1167471 1168359 1168736 1169049 1170419 1170420 1171710 1171710 1171795 1171845 1172152 1173216 1173235 1173347 1173347 1173509 1173514 1173681 1174057 1174057 1174131 1174428 1175937 1176406 1176881 1177027 1177399 1177512 1178580 1179818 1180194 1180523 1180831 1181356 1182404 1182410 1183240 1183246 1183516 1183911 1183983 1184184 1184241 1184840 1185609 1185610 1187457 1187805 1188472 1189266 1189286 1190394 1190485 1192325 1193091 1193210 1193683 1196295 1196915 2 4 5 3 3 5 3 3 4 2 1 3 4 1 2 1 2 5 9 7 10 2 4 8 10 7 10 1 1 6 1 8 10 10 3 1 8 4 1 3 1 4 10 5 5 1 7 3 8 1 5 2 5 3 3 5 4 3 4 1 3 2 9 1 2 1 3 1 3 8 1 7 10 4 1 5 1 2 1 9 10 2 1 2 1 5 10 3 6 1 1 1 1 1 1 1 1 1 1 6 5 3 3 1 2 10 3 10 6 1 5 3 6 3 10 3 1 3 5 1 2 1 2 10 3 4 1 5 1 3 1 1 1 10 1 1 1 1 1 1 1 1 1 5 1 1 1 4 1 1 8 1 2 10 1 1 5 2 1 1 9 7 2 1 1 1 7 6 6 6 1 1 1 1 1 1 1 1 1 1 9 6 5 4 2 3 10 4 10 8 1 4 1 4 3 10 2 1 3 5 1 1 2 1 10 5 6 1 3 1 5 1 3 1 8 1 1 1 1 1 2 1 1 1 5 1 1 3 5 1 1 7 1 4 8 1 1 5 2 1 2 10 7 1 2 1 1 8 1 4 6 1 2 1 2 1 1 1 1 2 1 2 10 1 4 1 1 10 4 8 10 1 4 2 3 10 3 1 1 1 10 1 1 2 1 2 1 7 1 7 1 4 1 1 1 10 1 1 1 1 1 1 1 1 1 4 1 1 1 2 1 3 4 1 1 6 1 1 6 1 1 1 3 4 1 2 2 2 8 10 5 5 2 3 2 2 2 2 2 2 2 2 10 5 10 2 2 6 10 3 2 8 2 3 2 5 2 10 2 2 2 4 4 2 2 2 10 8 9 2 4 2 5 10 2 2 8 2 3 2 2 2 2 1 NA 2 2 4 2 2 2 NA 6 3 8 10 1 6 4 2 2 3 2 2 3 NA 6 5 1 1 1 2 9 4 8 10 1 1 1 1 1 1 1 1 1 1 6 10 5 5 1 3 1 3 10 10 1 9 2 9 10 8 3 5 2 10 3 2 1 2 10 10 7 1 10 1 10 1 1 1 10 1 1 2 1 1 1 1 1 5 5 1 8 2 1 10 1 10 5 3 1 10 1 1 10 10 7 2 3 7 7 4 4 6 3 2 3 1 3 2 3 3 1 3 2 7 3 2 3 7 8 3 4 5 2 7 5 3 7 8 3 1 3 7 1 3 3 3 5 5 8 2 7 3 1 1 2 3 3 2 2 3 2 1 2 2 1 1 4 1 2 2 4 2 5 7 3 5 8 1 1 3 2 3 1 7 5 1 1 1 1 10 10 4 8 1 1 1 1 1 1 1 1 1 1 9 9 10 5 1 1 8 2 1 7 3 8 3 1 3 1 1 1 2 5 1 1 1 1 3 3 10 1 5 1 6 1 1 1 6 2 1 3 1 1 1 1 1 1 3 1 1 1 1 1 8 8 1 4 10 1 1 1 1 1 1 10 7 1 benign 1 benign 1 benign 1 benign 7 malignant 10 malignant 1 malignant 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 10 malignant 4 malignant 2 malignant 1 malignant 1 benign 1 malignant 8 malignant 7 malignant 1 malignant 1 malignant 1 benign 3 malignant 2 benign 1 malignant 3 malignant 1 malignant 1 benign 1 benign 1 benign 8 malignant 1 benign 1 benign 1 benign 1 benign 3 malignant 1 malignant 1 malignant 1 benign 5 malignant 1 benign 2 malignant 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 7 malignant 1 benign 3 malignant 1 malignant 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 6 malignant 2 malignant 1197080 1197270 1197440 1197510 1197979 1197993 1198128 1198641 1199219 1199731 1199983 1200772 1200847 1200892 1200952 1201834 1201936 1202125 1202812 1203096 1204242 1204898 1205138 1205579 1206089 1206695 1206841 1207986 1208301 1210963 1211202 1212232 1212251 1212422 1212422 1213375 1213383 1214092 1214556 1214966 1216694 1216947 1217051 1217264 1218105 1218741 1218860 1218860 1219406 1219525 1219859 1220330 1221863 1222047 1222936 1223282 1223426 1223793 1223967 1224329 1225799 1226012 1226612 1227210 1227244 1227481 1228152 1228311 1230175 1230688 1231387 1231706 1232225 1236043 1241232 1241559 1241679 1242364 1243256 1270479 1276091 4 3 1 5 4 5 10 3 1 3 1 1 6 8 5 2 5 4 5 1 1 6 5 8 2 1 10 5 1 10 7 5 1 3 4 8 5 1 3 9 10 1 5 1 5 10 1 1 5 8 8 1 10 10 8 1 1 6 6 1 10 4 7 10 1 10 8 1 10 7 6 8 10 3 3 10 9 8 10 5 3 1 1 1 1 1 6 8 1 1 1 1 1 10 6 8 1 10 1 3 1 1 1 8 7 1 5 5 8 2 10 5 1 1 1 1 4 1 1 1 7 8 1 1 1 10 10 1 1 1 10 10 1 10 10 7 1 1 10 1 1 6 1 5 5 1 5 9 1 10 4 8 4 4 3 1 8 8 10 4 1 1 1 1 1 1 1 7 10 1 1 1 1 1 10 5 7 1 10 1 3 1 1 1 8 6 1 8 6 4 3 10 10 1 1 1 1 4 1 1 1 7 8 1 1 1 10 9 1 1 1 10 8 1 10 10 8 1 1 7 3 1 4 1 6 5 1 7 9 1 10 7 7 6 5 2 4 8 8 10 3 3 1 1 1 2 1 1 8 10 1 2 1 1 1 10 4 7 1 3 1 3 1 1 1 8 4 1 6 10 10 1 8 10 1 1 1 1 5 4 1 1 5 4 1 1 1 9 3 1 1 1 10 8 1 10 10 7 1 1 7 1 2 3 3 3 6 1 4 5 1 3 4 5 3 5 1 1 2 5 8 2 3 3 2 2 1 2 NA 2 8 6 2 1 2 2 2 8 3 10 2 8 2 6 1 2 2 5 4 1 5 6 5 2 6 10 2 2 2 2 4 2 2 2 5 10 2 2 2 6 7 1 1 1 5 4 2 7 3 5 2 2 6 2 2 10 1 3 3 2 4 3 1 10 3 6 3 5 3 2 NA 8 6 6 3 2 1 1 1 3 2 10 1 1 1 1 1 1 10 10 10 1 1 1 10 1 1 1 10 10 1 8 10 8 1 8 10 1 1 1 1 7 1 1 1 10 10 1 1 1 10 5 1 1 1 10 8 1 10 10 5 1 1 4 1 1 10 5 8 10 1 10 5 1 10 7 8 1 10 1 10 2 9 10 2 1 3 3 1 3 3 3 3 3 1 1 3 2 10 6 5 3 5 3 3 3 1 3 7 5 3 7 7 9 3 7 4 2 3 3 3 7 3 1 2 7 8 3 3 3 7 3 3 3 3 8 7 3 7 10 5 2 3 8 3 3 9 2 7 7 2 8 7 3 9 7 8 4 4 3 3 4 4 3 5 2 3 2 1 1 1 2 10 1 1 1 1 1 1 10 1 7 1 10 1 1 1 1 1 8 1 1 10 7 10 1 10 10 1 1 1 1 8 1 1 1 8 1 1 1 1 10 5 1 1 1 10 7 1 10 6 10 1 1 10 1 1 10 1 4 9 1 9 7 1 10 6 9 3 1 6 1 8 10 10 3 3 1 1 benign 1 benign 7 benign 1 benign 1 benign 3 malignant 10 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 7 malignant 1 malignant 1 malignant 1 benign 3 malignant 1 benign 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 malignant 10 malignant 1 malignant 1 benign 1 malignant 3 malignant 1 benign 1 benign 1 benign 1 benign 2 benign 1 benign 1 benign 1 benign 3 malignant 1 malignant 1 benign 1 benign 1 benign 5 malignant 1 malignant 1 benign 1 benign 1 benign 6 malignant 1 malignant 1 benign 4 malignant 1 malignant 2 malignant 1 benign 1 benign 2 malignant 1 benign 1 benign 1 malignant 1 malignant 1 malignant 2 malignant 1 benign 1 malignant 1 malignant 1 benign 1 malignant 1 malignant 2 malignant 1 benign 1 malignant 1 benign 1 benign 10 malignant 4 malignant 10 malignant 2 malignant 1 benign 1 benign 1277018 128059 1285531 1287775 144888 145447 167528 169356 183913 191250 1017023 1100524 1116116 1168736 1182404 1182404 1198641 242970 255644 263538 274137 303213 314428 1182404 1198641 320675 324427 385103 390840 411453 320675 428903 431495 432809 434518 452264 456282 476903 486283 486662 488173 492268 508234 527363 529329 535331 543558 555977 560680 561477 563649 601265 606140 606722 616240 61634 625201 63375 635844 636130 640744 646904 653777 659642 666090 666942 667204 673637 684955 688033 691628 693702 704097 704168 706426 709287 718641 721482 730881 733639 733639 2 1 1 5 8 8 4 3 1 10 6 6 9 5 3 3 3 5 10 5 8 10 7 5 10 3 10 1 8 5 3 7 3 3 3 1 1 10 3 2 1 10 7 8 10 3 6 5 1 1 8 10 1 5 5 5 8 9 8 1 10 1 8 10 1 1 7 3 2 1 8 1 1 4 5 6 1 4 7 3 3 1 1 1 1 10 4 1 1 2 4 3 10 10 6 1 1 1 7 5 10 8 4 9 1 10 3 8 1 4 1 3 2 1 1 1 1 1 5 1 1 4 4 4 10 10 1 1 6 1 1 8 4 1 5 3 4 2 1 4 1 10 1 3 8 1 1 8 1 1 1 6 1 1 6 5 8 1 4 6 1 1 1 1 1 1 10 4 1 1 2 4 3 10 10 6 1 1 1 7 8 10 9 4 4 4 6 5 8 1 7 1 5 4 1 3 1 1 1 7 1 1 3 6 5 10 10 1 3 6 1 1 8 4 1 7 4 3 1 2 10 1 10 1 4 4 1 1 7 1 1 1 4 1 1 5 5 7 1 4 3 1 1 1 1 1 2 8 1 1 1 1 10 5 2 1 2 1 1 1 1 10 6 4 10 10 1 3 2 2 1 1 1 2 1 1 1 1 1 1 3 1 2 10 1 10 10 10 1 1 8 1 1 1 6 1 8 3 1 1 6 5 1 7 1 9 4 1 1 6 1 1 1 10 1 1 6 2 8 1 4 2 1 1 2 2 2 2 5 2 2 2 NA 2 2 3 8 10 4 2 2 2 5 3 10 5 6 10 2 3 3 3 2 3 2 3 3 2 2 NA 2 2 2 3 2 2 4 2 2 8 10 3 4 6 2 2 2 NA 2 2 NA 6 4 2 NA 5 4 4 2 9 2 3 4 2 2 4 2 3 2 10 2 1 7 NA 5 6 5 6 5 2 NA 2 1 5 1 2 10 9 1 1 10 10 10 8 10 1 1 1 8 10 10 10 10 3 1 10 10 4 1 10 1 10 4 1 1 1 1 7 1 1 10 10 10 10 10 1 5 10 1 1 10 10 5 1 10 4 1 10 1 10 10 1 1 3 5 1 1 1 1 1 10 8 1 5 10 1 3 5 3 3 7 3 3 3 1 5 3 7 3 3 1 2 3 3 5 10 7 5 5 3 4 7 8 3 3 3 7 3 3 2 2 2 3 3 3 3 5 5 3 10 4 2 5 4 1 3 6 2 2 7 4 2 1 7 7 3 7 3 3 3 3 3 8 5 2 1 3 1 2 4 4 8 3 7 7 3 3 1 1 1 1 8 3 6 1 1 3 5 3 3 6 1 1 1 4 1 6 8 5 3 2 3 1 7 1 9 1 1 3 2 1 1 1 1 3 1 1 6 3 8 7 10 1 10 10 1 1 10 3 1 4 7 3 1 7 10 1 10 1 3 10 1 1 8 1 1 1 5 1 1 9 3 9 1 3 4 1 1 1 benign 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 3 malignant 3 benign 3 malignant 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 benign 3 malignant 5 malignant 1 malignant 1 malignant 3 malignant 1 benign 2 malignant 1 malignant 8 malignant 1 benign 2 malignant 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 8 malignant 1 benign 1 benign 1 malignant 1 malignant 2 malignant 3 malignant 10 malignant 1 benign 1 malignant 4 malignant 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 malignant 1 benign 1 benign 1 benign 2 malignant 1 malignant 1 benign 10 malignant 1 benign 1 malignant 4 malignant 1 benign 1 benign 4 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 6 malignant 1 benign 1 benign 733823 740492 743348 752904 756136 760001 760239 76389 764974 770066 785208 785615 792744 797327 798429 704097 806423 809912 810104 814265 814911 822829 826923 830690 831268 832226 832567 836433 837082 846832 850831 855524 857774 859164 859350 866325 873549 877291 877943 888169 888523 896404 897172 95719 160296 342245 428598 492561 493452 493452 521441 560680 636437 640712 654244 657753 685977 805448 846423 1002504 1022257 1026122 1071084 1080233 1114570 1114570 1116715 1131411 1151734 1156017 1158247 1158405 1168278 1176187 1196263 1196475 1206314 1211265 1213784 1223003 1223306 5 1 3 10 1 8 10 10 5 5 5 8 1 6 1 1 8 10 1 2 1 7 1 5 1 3 4 5 2 3 2 1 4 5 8 8 10 6 3 3 4 2 2 6 5 1 1 4 1 4 5 3 1 1 1 3 5 1 10 3 2 2 3 7 5 2 5 1 10 3 1 1 3 3 4 3 1 3 3 5 3 4 1 2 1 1 10 4 4 1 2 4 6 1 5 1 1 5 3 1 1 1 6 1 2 1 4 2 1 1 4 7 1 1 3 10 10 3 10 10 2 4 1 1 10 8 1 1 3 1 1 1 1 1 1 1 1 3 1 6 2 1 1 3 6 3 1 1 1 8 1 1 2 1 1 1 2 2 10 1 3 1 6 1 2 1 1 3 6 7 1 2 6 7 1 5 1 1 5 3 1 1 1 4 1 2 1 4 3 1 1 5 10 1 1 3 10 5 5 10 3 2 4 1 1 10 8 3 3 2 3 2 1 2 1 1 1 1 4 1 3 2 1 1 2 6 3 1 1 1 7 1 1 3 1 1 1 1 3 8 1 3 1 10 1 1 1 1 2 4 2 1 2 6 3 1 8 1 1 5 1 1 1 1 8 1 2 1 10 5 3 1 3 10 1 1 1 7 3 4 10 10 1 2 1 1 10 10 1 1 1 1 1 2 1 1 1 1 4 1 1 6 2 1 1 2 3 2 1 1 2 4 1 1 1 1 1 1 1 1 7 1 1 1 2 2 2 2 2 6 5 2 2 2 4 3 2 4 2 1 2 2 2 2 2 10 2 3 1 5 3 2 2 7 7 2 3 3 10 8 3 10 6 4 2 2 2 8 5 2 1 3 2 2 2 2 2 2 1 3 4 2 4 2 2 2 3 2 3 2 3 2 3 2 1 2 2 2 2 2 2 6 2 2 2 10 1 1 10 1 4 10 8 1 1 10 10 1 10 1 1 10 10 1 1 1 10 1 1 1 1 8 1 1 3 10 1 1 3 10 4 7 10 10 3 3 1 1 10 10 1 1 1 1 1 1 1 1 1 1 1 1 1 10 1 1 1 1 10 1 1 2 1 10 1 1 1 1 1 1 1 1 9 1 1 4 4 3 2 5 2 3 7 6 3 2 4 3 1 3 3 2 4 7 3 1 1 9 1 1 1 3 7 1 3 4 4 2 2 3 7 4 3 8 5 2 2 3 2 7 8 1 2 2 1 2 2 2 1 2 2 2 3 1 7 3 1 1 1 7 3 2 2 2 7 2 1 2 2 3 1 2 1 9 1 2 1 1 1 3 4 1 10 1 1 1 2 3 4 1 4 1 1 3 6 1 1 1 5 1 3 3 3 6 1 1 6 9 1 2 3 3 10 5 10 1 1 1 1 1 10 10 1 1 1 1 1 1 1 1 1 1 2 1 1 8 2 1 1 2 1 1 2 2 1 9 1 1 1 1 1 1 2 1 3 1 1 1 1 malignant 1 benign 1 benign 1 malignant 1 benign 1 malignant 1 malignant 1 malignant 2 benign 1 benign 1 malignant 2 malignant 1 benign 1 malignant 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 4 malignant 1 benign 1 benign 3 malignant 8 malignant 3 malignant 3 malignant 10 malignant 4 malignant 1 benign 1 benign 1 benign 1 benign 7 malignant 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 4 malignant 1 benign 1 benign 1 benign 3 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 8 malignant 1 benign 1 benign 1 benign 1223543 1229929 1231853 1234554 1236837 1237674 1238021 1238464 1238633 1238915 1238948 1239232 1239347 1239967 1240337 1253505 1255384 1257200 1257648 1257815 1257938 1258549 1258556 1266154 1272039 1276091 1276091 1276091 1277629 1293439 1293439 1294562 1295186 527337 558538 566509 608157 677910 734111 734111 780555 827627 1049837 1058849 1182404 1193544 1201870 1202253 1227081 1230994 1238410 1246562 1257470 1259008 1266124 1267898 1268313 1268804 1276091 1280258 1293966 1296572 1298416 1299596 1105524 1181685 1211594 1238777 1257608 1269574 1277145 1287282 1296025 1296263 1296593 1299161 1301945 1302428 1318169 474162 787451 1 1 4 1 2 3 1 1 10 5 8 3 8 1 5 2 3 10 4 5 3 9 5 8 1 2 1 5 5 3 6 10 10 4 4 5 10 5 1 1 5 2 1 5 1 5 4 5 3 4 2 10 10 8 5 5 5 3 6 4 4 10 10 6 4 1 3 6 6 4 5 3 4 4 5 4 5 5 9 8 5 2 1 2 1 3 1 1 1 10 1 5 3 7 1 2 3 2 10 3 1 1 10 3 7 1 1 3 1 1 2 9 8 10 1 1 1 4 2 1 1 1 1 1 1 1 7 1 1 1 5 3 2 6 8 1 1 1 1 1 1 1 9 6 6 1 1 1 1 1 1 1 1 1 1 2 8 1 3 10 7 1 1 1 2 1 2 2 1 1 10 2 6 2 8 1 2 1 2 10 3 3 1 10 6 8 1 1 1 1 1 2 7 10 10 1 3 1 3 2 1 1 1 1 1 1 1 9 1 1 1 5 1 2 5 9 2 3 1 1 1 1 1 8 6 6 1 2 1 1 1 1 1 1 2 1 1 7 1 2 10 8 2 3 1 1 1 2 1 1 1 6 1 2 6 5 1 2 1 3 7 1 1 1 10 1 2 1 1 1 3 1 3 5 1 1 1 3 1 10 4 3 1 6 1 1 1 1 8 3 1 3 8 1 1 8 6 1 1 3 1 3 1 1 7 2 5 1 1 1 3 1 1 1 1 1 1 1 10 1 4 10 5 1 2 2 2 2 2 2 2 1 NA 8 2 3 3 10 2 2 5 2 10 2 2 2 10 2 4 2 2 2 4 2 2 5 3 6 2 2 2 4 2 2 2 3 2 2 2 1 6 1 2 2 6 3 2 5 6 2 2 2 2 2 2 2 6 4 4 2 2 1 2 1 2 2 2 2 2 2 4 1 2 10 5 2 1 1 1 1 2 1 1 4 1 10 3 10 1 2 1 3 10 1 1 1 10 1 2 1 1 1 1 1 1 8 10 1 1 1 1 10 4 3 2 1 1 1 1 1 10 1 1 1 10 1 6 10 3 1 1 1 5 1 1 1 4 10 10 1 1 1 1 1 1 1 1 1 1 1 10 1 1 5 10 1 1 2 2 2 3 2 2 2 8 3 6 3 7 2 3 1 3 8 3 2 1 10 1 5 2 2 2 3 2 1 4 5 2 1 1 1 10 1 1 1 2 1 1 1 1 8 2 1 1 10 1 1 8 10 1 1 1 1 1 1 1 7 9 7 1 2 2 1 1 1 1 1 1 1 1 7 1 1 10 9 1 2 1 1 1 1 1 1 1 5 1 6 5 2 1 2 1 1 2 3 1 1 10 1 10 1 1 2 2 2 1 2 1 8 1 1 1 1 1 1 1 1 1 1 1 1 10 1 1 1 7 1 1 6 10 1 1 1 1 1 2 1 10 7 6 1 1 1 1 1 1 1 1 1 1 1 5 1 1 10 10 1 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 malignant 1 benign 1 malignant 1 benign 2 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 2 malignant 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 3 malignant 1 malignant 2 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 10 malignant 1 malignant 1 benign 1002025 1070522 1073960 1076352 1084139 1115293 1119189 1133991 1142706 1155967 1170945 1181567 1182404 1204558 1217952 1224565 1238186 1253917 1265899 1268766 1277268 1286943 1295508 1297327 1297522 1298360 1299924 1299994 1304595 1306282 1313325 1320077 1320077 1320304 1330439 333093 369565 412300 672113 749653 769612 769612 798429 807657 8233704 837480 867392 869828 1043068 1056171 1061990 1113061 1116192 1135090 1145420 1158157 1171578 1174841 1184586 1186936 1197527 1222464 1240603 1240603 1241035 1287971 1289391 1299924 1306339 1313658 1313982 1321264 1321321 1321348 1321931 1321942 1321942 1328331 1328755 1331405 1331412 1 3 10 3 6 1 5 4 5 5 3 1 4 4 4 6 4 4 4 1 3 8 1 5 2 1 5 5 3 6 4 1 1 3 4 1 4 10 7 3 3 4 4 6 4 7 4 1 3 2 1 5 5 4 6 5 3 5 4 2 5 6 2 3 7 3 1 3 4 3 4 5 5 2 5 5 5 1 3 4 5 1 1 10 6 3 1 8 1 10 1 1 1 2 1 1 1 1 1 1 1 3 10 1 1 1 1 1 1 1 6 10 1 1 1 7 1 1 4 5 1 1 1 1 1 1 4 2 1 1 1 1 1 1 1 1 1 1 3 1 1 1 10 1 1 8 1 1 2 4 1 3 2 1 1 1 1 1 1 1 1 7 1 1 10 4 2 1 9 1 10 2 1 1 1 1 1 1 1 1 1 1 1 10 1 1 1 1 1 1 1 7 4 1 1 2 8 1 1 5 6 1 1 1 1 3 1 4 2 1 1 1 3 1 2 1 1 1 1 1 1 3 1 10 1 1 3 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 10 3 1 10 10 1 1 4 1 10 10 1 1 1 1 1 1 1 2 1 1 1 10 1 1 1 1 1 1 1 10 7 1 1 2 3 1 1 4 10 1 2 1 1 2 1 3 1 1 1 1 2 1 1 1 1 1 1 1 1 2 1 10 1 1 7 1 1 2 1 1 1 2 3 1 1 1 1 1 1 1 10 1 1 6 3 3 2 3 1 6 4 1 1 2 2 2 2 2 2 2 2 2 7 2 2 2 2 2 2 1 3 3 1 1 2 4 3 3 3 4 2 2 2 2 2 1 4 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 4 1 1 4 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 5 3 1 10 3 4 1 10 1 10 5 1 1 1 1 1 1 1 1 1 1 1 5 4 1 1 1 1 1 1 10 10 1 1 1 10 1 1 5 10 1 1 1 1 1 1 10 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 10 1 1 5 1 1 1 5 1 1 1 1 1 1 1 1 1 1 1 10 1 2 8 3 4 1 7 2 6 2 2 1 1 2 2 3 2 2 3 1 1 4 1 1 1 1 2 1 2 8 9 1 2 1 9 1 1 7 5 2 1 1 3 1 2 6 2 3 2 2 3 3 3 2 2 2 1 1 2 2 2 7 1 1 7 2 3 4 2 1 4 2 1 2 2 3 3 3 2 3 10 1 1 1 4 1 1 1 1 5 1 1 1 1 1 1 1 1 1 1 1 1 8 1 1 1 1 1 1 1 10 10 1 1 1 1 1 1 3 3 1 1 1 1 1 1 9 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 10 1 1 8 1 1 2 1 1 8 1 1 1 1 1 1 1 1 2 10 1 benign 1 benign 5 malignant 1 malignant 1 malignant 1 benign 1 malignant 1 benign 2 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 7 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 2 malignant 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 2 malignant 1 benign 1 benign 1 benign 2 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1333104 1334071 1343068 1343374 1344121 142932 183936 324382 378275 385103 690557 695091 695219 824249 871549 878358 1107684 1115762 1217717 1239420 1254538 1261751 1268275 1272166 1294261 1295529 1298484 1311875 1315506 1320141 1325309 1333063 1333495 1334659 1336798 1344449 1350568 1352663 188336 352431 353098 411453 557583 636375 736150 803531 822829 1016634 1031608 1041043 1042252 1057067 1061990 1073836 1083817 1096352 1140597 1149548 1174009 1183596 1190386 1190546 1213273 1218982 1225382 1235807 1238777 1253955 1257366 1260659 1268952 1275807 1277792 1277792 1285722 1288608 1290203 1294413 1299596 1303489 1311033 3 4 8 10 8 7 3 1 10 5 5 1 1 1 5 5 6 3 5 1 8 5 9 5 4 2 10 5 4 5 4 5 3 5 3 1 4 5 5 10 4 1 5 5 10 5 8 2 2 4 3 1 4 5 3 6 7 1 5 3 4 2 2 4 6 5 1 8 3 3 10 4 4 5 4 3 3 1 2 3 1 1 1 4 10 10 6 1 1 9 1 1 1 1 1 1 7 10 1 1 1 10 1 8 1 10 5 3 1 8 1 1 1 1 2 1 1 1 4 3 5 1 1 10 1 4 10 10 3 1 1 1 1 1 1 1 3 1 1 1 1 6 1 1 1 2 1 1 7 1 1 10 2 1 1 1 1 1 1 1 1 2 2 1 4 8 4 10 1 1 7 2 1 1 1 1 2 10 5 1 1 1 10 1 8 1 8 7 4 2 6 1 2 3 1 4 1 1 1 6 2 10 1 1 10 1 3 10 10 1 1 3 1 1 1 1 1 3 2 1 1 3 6 1 1 1 3 1 1 4 1 4 7 4 1 1 1 1 1 1 1 1 2 1 1 1 10 4 5 1 1 3 1 1 1 1 1 1 6 5 1 6 1 10 1 9 1 5 6 5 1 3 1 1 1 1 1 1 1 1 8 8 3 2 1 10 1 10 10 10 1 1 1 1 1 1 1 1 3 3 1 2 1 5 1 1 1 1 1 1 4 1 1 8 3 1 3 3 1 1 1 1 1 1 2 2 6 6 8 3 2 2 4 2 2 2 2 2 2 5 4 2 3 2 6 2 6 2 4 4 3 2 4 2 2 2 2 1 2 1 2 4 5 5 2 2 10 2 3 5 6 2 1 2 2 1 NA 2 2 2 3 2 2 1 3 7 2 2 2 2 2 2 5 2 2 7 2 2 2 2 2 2 2 2 2 2 1 3 10 5 10 10 1 1 2 1 1 1 1 1 1 10 10 1 1 1 10 1 3 1 1 10 10 1 10 1 1 1 1 1 1 1 1 1 10 8 1 1 10 1 10 2 10 1 1 1 1 1 1 1 2 1 1 1 4 6 5 1 1 1 1 1 3 1 1 1 2 1 1 1 1 1 1 1 1 1 3 2 2 10 8 9 2 2 7 3 2 2 2 3 2 7 6 1 1 1 10 2 4 1 10 7 4 1 7 2 2 3 2 1 2 2 2 8 8 7 1 1 10 1 7 8 10 2 2 2 2 1 2 2 2 6 2 1 2 1 7 1 1 1 1 2 1 5 1 1 10 2 1 1 1 2 2 1 1 2 1 1 1 5 3 2 10 1 1 7 1 1 1 1 1 1 5 10 1 1 1 10 2 1 1 1 6 1 1 1 1 1 1 1 1 1 1 1 10 1 8 1 1 1 1 1 5 10 1 1 1 1 1 1 1 1 1 1 1 1 1 7 1 1 1 1 1 1 10 1 1 10 1 1 1 1 1 1 1 1 1 1 1 benign 1 benign 2 malignant 1 malignant 1 malignant 2 malignant 1 benign 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 malignant 1 benign 1 malignant 1 benign 1 malignant 1 malignant 1 malignant 1 benign 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 2 malignant 3 malignant 1 benign 1 benign 1 malignant 1 benign 2 malignant 1 malignant 10 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 malignant 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1311108 1315807 1318671 1319609 1323477 1324572 1324681 1325159 1326892 1330361 1333877 1334015 1334667 1339781 1339781 13454352 1345452 1345593 1347749 1347943 1348851 1350319 1350423 1352848 1353092 1354840 1354840 1355260 1365075 1365328 1368267 1368273 1368882 1369821 1371026 1371920 466906 466906 534555 536708 566346 603148 654546 654546 695091 714039 763235 776715 841769 888820 897471 897471 1 5 3 3 1 5 4 3 3 5 5 7 1 1 4 1 1 3 1 5 3 5 5 3 3 2 5 1 4 1 5 1 2 10 5 5 1 1 1 1 3 4 1 1 5 3 3 3 2 5 4 4 1 10 1 1 2 1 1 1 1 1 4 8 1 1 1 1 1 1 1 2 1 7 10 10 2 1 3 1 1 1 1 1 1 10 10 1 1 1 1 1 1 1 1 1 10 1 1 1 1 10 8 8 1 10 1 1 1 1 1 1 1 1 5 8 1 1 1 3 3 1 1 2 1 4 10 7 1 1 2 1 4 2 1 1 1 10 10 1 1 1 1 1 1 1 1 1 10 1 1 1 1 10 6 8 3 10 1 2 3 1 1 1 1 1 1 7 1 1 1 1 1 3 1 2 1 1 8 8 2 1 1 1 1 1 1 1 1 10 10 1 1 1 1 1 1 1 1 3 5 1 1 1 1 3 4 5 2 10 2 3 2 2 2 2 2 2 8 3 2 2 2 2 2 2 2 2 2 6 5 5 2 2 3 2 2 2 2 2 2 5 4 2 2 2 2 2 2 2 2 2 4 2 2 3 2 7 3 4 1 2 1 4 1 1 1 1 1 1 1 10 1 1 1 1 1 1 1 1 1 1 5 8 1 1 1 1 1 1 1 1 1 10 10 1 1 1 1 1 1 1 1 1 5 1 1 2 1 3 4 5 1 10 2 1 2 2 2 3 2 2 3 7 1 2 3 2 2 2 1 1 3 7 7 7 3 3 1 2 1 2 1 1 1 10 5 3 1 1 1 1 2 1 1 1 4 1 2 1 1 8 10 10 1 10 1 1 1 2 1 1 1 1 6 2 1 1 1 1 1 1 1 1 1 10 10 4 1 1 1 1 1 1 1 1 1 10 6 2 1 1 1 1 3 1 1 1 4 1 1 1 1 10 6 4 1 benign 10 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 2 benign 1 benign 3 malignant 1 malignant 1 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 7 malignant 3 malignant 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 1 benign 8 benign 1 benign 1 malignant 1 benign 2 benign 1 benign 1 benign 2 malignant 1 malignant 1 malignant Age GAG 0 0 0 0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.02 0.03 0.03 0.03 0.04 0.04 0.04 0.05 0.05 0.05 0.05 0.05 0.05 0.06 0.07 0.1 0.1 0.14 0.14 0.15 0.17 0.18 0.23 0.24 0.24 0.25 0.27 0.28 0.29 0.29 0.3 0.33 0.33 0.4 0.41 0.45 0.46 0.47 0.5 0.5 0.53 0.55 0.56 0.56 0.57 0.58 0.59 0.59 0.62 0.64 0.65 0.65 0.69 0.71 0.75 0.8 0.8 0.82 0.83 0.84 0.85 0.86 0.86 0.87 0.89 0.94 0.96 0.97 23 23.8 16.9 18.6 17.9 25.9 16.5 26.3 26.9 17.9 29.1 32.6 41.9 38.7 37.6 46.4 30.5 34.8 26.7 33 56.3 33.5 29.7 32.8 27.6 31.9 55.4 33.3 36.4 25.9 21.6 26 12.8 34.2 19.4 21.9 19.3 26.2 9.6 36.1 19.7 19.2 20.4 23.1 23.8 21.6 25.4 18.4 18.6 26.4 25.7 20.4 15.9 20.8 20.9 15.7 20.4 14.1 21.4 15.6 30.5 15.4 19.2 22.6 15.2 14.9 39.5 17.3 17.2 13.8 17.7 15.6 20.4 14.8 19.5 18 22.5 20.4 13.1 17.4 0.98 0.99 1.02 1.03 1.03 1.05 1.07 1.07 1.07 1.08 1.15 1.23 1.24 1.25 1.25 1.25 1.3 1.31 1.31 1.31 1.35 1.37 1.39 1.39 1.53 1.59 1.65 1.75 1.76 1.77 1.84 1.86 1.91 1.99 1.99 2.02 2.07 2.09 2.11 2.12 2.13 2.19 2.29 2.32 2.37 2.41 2.43 2.49 2.58 2.73 2.73 2.74 2.77 2.82 2.87 2.87 2.92 2.95 2.98 3 3.02 3.03 3.1 3.13 3.18 3.19 3.21 3.29 3.29 3.63 3.64 3.64 3.71 3.85 3.98 4.07 4.09 4.11 4.21 4.27 4.29 18.9 16.1 21.9 18.4 15.2 19.1 15.1 17.2 18.4 24.1 19 16 21.8 16.5 16.2 10.8 27 17.3 18.3 18.3 13.3 12.1 11 12.7 13.4 14.3 11.5 16.5 25.1 16.3 15.4 18.6 18.3 13.2 11.1 11 12.5 14.8 16.8 12.8 12.2 14.7 9.7 14.2 13.9 9.5 14.6 12.1 10.6 10.8 10.4 9.9 9.6 21.7 11.8 11.8 13 11.3 9 18.3 14.6 11.5 7.3 11.6 8.6 11.5 8.3 10.3 12.5 13.2 17.9 10.7 8.6 12.5 8.6 6 12.6 12.7 10.2 10.7 8.4 4.29 4.35 4.38 4.39 4.43 4.48 4.5 4.55 4.65 4.67 4.68 4.7 4.75 4.76 4.77 4.83 4.85 4.85 4.93 4.98 4.99 5.01 5.04 5.08 5.1 5.14 5.18 5.26 5.26 5.28 5.29 5.29 5.35 5.67 5.79 5.87 5.92 6.04 6.05 6.12 6.15 6.18 6.19 6.2 6.2 6.2 6.25 6.28 6.31 6.33 6.34 6.37 6.43 6.59 6.61 6.73 6.9 7.07 7.35 7.38 7.44 7.55 7.57 7.62 7.62 7.79 7.8 7.95 7.95 7.95 8.03 8.04 8.17 8.24 8.28 8.35 8.36 8.4 8.46 8.73 8.81 9.9 7.7 13.6 12.3 7.5 11.8 7.7 10.3 16.9 8.5 9.7 10.6 6.4 8.8 8.8 9.6 6.6 7.9 6.3 13.1 7.8 8.7 9.2 9.2 8.4 10.5 8.6 8.7 8 11.1 7.5 7.6 8.7 8.8 11.4 6.6 10.6 5.5 8.7 6.8 9.7 6.8 5.7 8.5 5.5 8.4 8.7 9.8 7.7 6.8 6.6 7 6.3 6.8 8.8 10.3 8 1.8 13.4 6.8 5.7 7.1 6.7 6.5 7.7 5.8 6.4 6.5 4.1 8 6.8 6.4 8.3 7.3 5.6 5.1 6.9 7.7 5.4 5.9 5 9.01 9.05 9.28 9.28 9.36 9.55 9.86 10 10.02 10.09 10.1 10.12 10.15 10.28 10.4 10.49 10.63 10.7 10.81 11.15 11.45 11.47 11.55 11.78 11.85 11.9 11.98 12.15 12.23 12.32 12.39 12.46 12.53 12.75 12.8 12.88 12.89 12.97 13.13 13.4 13.42 13.73 13.73 13.92 13.97 14.12 14.22 14.61 14.64 14.85 14.88 14.92 14.95 14.96 15.06 15.15 15.55 15.72 15.86 15.87 15.91 16.01 16.12 16.23 16.6 16.74 16.78 17.08 17.14 17.23 17.3 17.67 5.2 6.1 6.3 6.3 7.1 7.4 5 5.9 6 4.8 9.9 5.4 5 6.1 13.8 6.2 5.5 5.5 11.7 5.9 9.8 6.1 7.5 4.1 7.7 8.1 4.5 5.8 5.4 5.7 3.1 6.4 7 5.7 3.9 9.4 4.4 5 15.9 3.7 9.1 4.7 3.6 3.7 4.1 7.9 3.3 6.6 1.9 3 5.7 3.2 3.8 5.3 3.2 4.2 6 9.7 3.4 3.2 2.5 2 4 4.3 2.8 2.2 4.7 2.5 2.2 2.2 1.9 9.3 Take Home Portion of Midterm Exam: Due by 1:00 PM Tuesday (March 1st). Upload both Excel files AND this completed Word file in the appropriate Dropbox folder BEFORE 1:00 PM. Remember there are SEVEN questions using a total of two data sets. Part 1: The data for this portion are from a study of the concentration of GAG (a particular chemical) in the urine of adolescents. A limited amount of further information is available at https://stuff.mit.edu/afs/sipb/project/rproject/arch/i386_rhel4/lib/R/library/MASS/html/GAGurine.html. Although the data set contains the concentration level and the age of the individual, we will use only the concentration for this assignment. Unfortunately, the units in which the GAG concentration was reported are unavailable (so you won't be able to state the units as part of your formatted histogram). Instructions: Complete questions 1 and 2 in Excel. Then also complete this Word document by copying your histogram and numerical summaries from Excel to answer questions 1 and 2. Finally, answer the remaining questions (3-5) regarding the interpretation of the histogram. 1. In Excel, create a properly formatted histogram of the GAG values. Then, copy and paste this histogram here: 2. In Excel, compute the five number summary, mean, and standard deviation of the GAG concentrations. Report each of these below: 5 number summary Mean Standard Deviation 3. Describe the shape of the distribution. 4. Are there outliers in these data? Explain. Part 2. For this analysis, you will be using the data set biopsyinfo.xlsx, which contains information from the biopsies of breast tumors in 699 women. (More information is available at https://stuff.mit.edu/afs/sipb/project/r-project/arch/i386_rhel4/lib/R/library/MASS/html/biopsy.html and https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Original%29 and in the original paper by Wolberg and Mangasarian (1990). 5. The variable V3 is a value from 1 to 10 that represents the degree of anaplasticity in the shapes of the cells (closer to 10 indicates increasing anaplasticity). Recode V3 so that values from 1 to 5 are \"Cell Shapes Less Anaplastic\" and values from 6 to 10 are \"Cell Shapes More Anaplastic\". Include a bar chart of the (recoded) V3 variable with proper formatting, and copy and paste this chart here. 6. The variable named class indicates whether the breast tumor is benign or malignant. We want to understand if this class variable is related to the anaplasticity of the cell shapes. Create properly formatted numerical AND graphical summaries that reveal whether or not the class variable is related to the (recoded) V3 variable on the anaplasticity of the cell shapes. Copy and paste the numerical and graphical summaries here. 7. Using the numerical and graphical summaries of question 6, indicate whether the class of the tumor is related to the anaplasticity of the cell shapes. Justify your decision by properly interpreting the results