# The objective is to identify each of a number of benign or malignant
# classes. Samples arrive periodically as Dr. Wolberg reports his clinical
# cases.  The database therefore reflects this chronological grouping of the
# data.  This grouping information appears immediately below, having been
# removed from the data itself.  Each variable except for the first was
# converted into 11 primitive numerical attributes with values ranging from 0
# through 10.  There are 16 missing attribute values. See cited below for more
# details.
#
# Format:
#     A data frame with 699 observations on 11 variables, one being a
#     character variable, 9 being ordered or nominal, and 1 target
#     class.
#
#       [,1]   Id               Sample code number          
#       [,2]   Cl.thickness     Clump Thickness             
#       [,3]   Cell.size        Uniformity of Cell Size     
#       [,4]   Cell.shape       Uniformity of Cell Shape    
#       [,5]   Marg.adhesion    Marginal Adhesion           
#       [,6]   Epith.c.size     Single Epithelial Cell Size 
#       [,7]   Bare.nuclei      Bare Nuclei                 
#       [,8]   Bl.cromatin      Bland Chromatin             
#       [,9]   Normal.nucleoli  Normal Nucleoli             
#       [,10]  Mitoses          Mitoses                     
#       [,11]  Class            Class        

"Id" "Cl.thickness" "Cell.size" "Cell.shape" "Marg.adhesion" "Epith.c.size" "Bare.nuclei" "Bl.cromatin" "Normal.nucleoli" "Mitoses" "Class"
"1" "1000025" "5" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"2" "1002945" "5" "4" "4" "5" "7" "10" "3" "2" "1" "benign"
"3" "1015425" "3" "1" "1" "1" "2" "2" "3" "1" "1" "benign"
"4" "1016277" "6" "8" "8" "1" "3" "4" "3" "7" "1" "benign"
"5" "1017023" "4" "1" "1" "3" "2" "1" "3" "1" "1" "benign"
"6" "1017122" "8" "10" "10" "8" "7" "10" "9" "7" "1" "malignant"
"7" "1018099" "1" "1" "1" "1" "2" "10" "3" "1" "1" "benign"
"8" "1018561" "2" "1" "2" "1" "2" "1" "3" "1" "1" "benign"
"9" "1033078" "2" "1" "1" "1" "2" "1" "1" "1" "5" "benign"
"10" "1033078" "4" "2" "1" "1" "2" "1" "2" "1" "1" "benign"
"11" "1035283" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"12" "1036172" "2" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"13" "1041801" "5" "3" "3" "3" "2" "3" "4" "4" "1" "malignant"
"14" "1043999" "1" "1" "1" "1" "2" "3" "3" "1" "1" "benign"
"15" "1044572" "8" "7" "5" "10" "7" "9" "5" "5" "4" "malignant"
"16" "1047630" "7" "4" "6" "4" "6" "1" "4" "3" "1" "malignant"
"17" "1048672" "4" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"18" "1049815" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"19" "1050670" "10" "7" "7" "6" "4" "10" "4" "1" "2" "malignant"
"20" "1050718" "6" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"21" "1054590" "7" "3" "2" "10" "5" "10" "5" "4" "4" "malignant"
"22" "1054593" "10" "5" "5" "3" "6" "7" "7" "10" "1" "malignant"
"23" "1056784" "3" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"24" "1057013" "8" "4" "5" "1" "2" NA "7" "3" "1" "malignant"
"25" "1059552" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"26" "1065726" "5" "2" "3" "4" "2" "7" "3" "6" "1" "malignant"
"27" "1066373" "3" "2" "1" "1" "1" "1" "2" "1" "1" "benign"
"28" "1066979" "5" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"29" "1067444" "2" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"30" "1070935" "1" "1" "3" "1" "2" "1" "1" "1" "1" "benign"
"31" "1070935" "3" "1" "1" "1" "1" "1" "2" "1" "1" "benign"
"32" "1071760" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"33" "1072179" "10" "7" "7" "3" "8" "5" "7" "4" "3" "malignant"
"34" "1074610" "2" "1" "1" "2" "2" "1" "3" "1" "1" "benign"
"35" "1075123" "3" "1" "2" "1" "2" "1" "2" "1" "1" "benign"
"36" "1079304" "2" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"37" "1080185" "10" "10" "10" "8" "6" "1" "8" "9" "1" "malignant"
"38" "1081791" "6" "2" "1" "1" "1" "1" "7" "1" "1" "benign"
"39" "1084584" "5" "4" "4" "9" "2" "10" "5" "6" "1" "malignant"
"40" "1091262" "2" "5" "3" "3" "6" "7" "7" "5" "1" "malignant"
"41" "1096800" "6" "6" "6" "9" "6" NA "7" "8" "1" "benign"
"42" "1099510" "10" "4" "3" "1" "3" "3" "6" "5" "2" "malignant"
"43" "1100524" "6" "10" "10" "2" "8" "10" "7" "3" "3" "malignant"
"44" "1102573" "5" "6" "5" "6" "10" "1" "3" "1" "1" "malignant"
"45" "1103608" "10" "10" "10" "4" "8" "1" "8" "10" "1" "malignant"
"46" "1103722" "1" "1" "1" "1" "2" "1" "2" "1" "2" "benign"
"47" "1105257" "3" "7" "7" "4" "4" "9" "4" "8" "1" "malignant"
"48" "1105524" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"49" "1106095" "4" "1" "1" "3" "2" "1" "3" "1" "1" "benign"
"50" "1106829" "7" "8" "7" "2" "4" "8" "3" "8" "2" "malignant"
"51" "1108370" "9" "5" "8" "1" "2" "3" "2" "1" "5" "malignant"
"52" "1108449" "5" "3" "3" "4" "2" "4" "3" "4" "1" "malignant"
"53" "1110102" "10" "3" "6" "2" "3" "5" "4" "10" "2" "malignant"
"54" "1110503" "5" "5" "5" "8" "10" "8" "7" "3" "7" "malignant"
"55" "1110524" "10" "5" "5" "6" "8" "8" "7" "1" "1" "malignant"
"56" "1111249" "10" "6" "6" "3" "4" "5" "3" "6" "1" "malignant"
"57" "1112209" "8" "10" "10" "1" "3" "6" "3" "9" "1" "malignant"
"58" "1113038" "8" "2" "4" "1" "5" "1" "5" "4" "4" "malignant"
"59" "1113483" "5" "2" "3" "1" "6" "10" "5" "1" "1" "malignant"
"60" "1113906" "9" "5" "5" "2" "2" "2" "5" "1" "1" "malignant"
"61" "1115282" "5" "3" "5" "5" "3" "3" "4" "10" "1" "malignant"
"62" "1115293" "1" "1" "1" "1" "2" "2" "2" "1" "1" "benign"
"63" "1116116" "9" "10" "10" "1" "10" "8" "3" "3" "1" "malignant"
"64" "1116132" "6" "3" "4" "1" "5" "2" "3" "9" "1" "malignant"
"65" "1116192" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"66" "1116998" "10" "4" "2" "1" "3" "2" "4" "3" "10" "malignant"
"67" "1117152" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"68" "1118039" "5" "3" "4" "1" "8" "10" "4" "9" "1" "malignant"
"69" "1120559" "8" "3" "8" "3" "4" "9" "8" "9" "8" "malignant"
"70" "1121732" "1" "1" "1" "1" "2" "1" "3" "2" "1" "benign"
"71" "1121919" "5" "1" "3" "1" "2" "1" "2" "1" "1" "benign"
"72" "1123061" "6" "10" "2" "8" "10" "2" "7" "8" "10" "malignant"
"73" "1124651" "1" "3" "3" "2" "2" "1" "7" "2" "1" "benign"
"74" "1125035" "9" "4" "5" "10" "6" "10" "4" "8" "1" "malignant"
"75" "1126417" "10" "6" "4" "1" "3" "4" "3" "2" "3" "malignant"
"76" "1131294" "1" "1" "2" "1" "2" "2" "4" "2" "1" "benign"
"77" "1132347" "1" "1" "4" "1" "2" "1" "2" "1" "1" "benign"
"78" "1133041" "5" "3" "1" "2" "2" "1" "2" "1" "1" "benign"
"79" "1133136" "3" "1" "1" "1" "2" "3" "3" "1" "1" "benign"
"80" "1136142" "2" "1" "1" "1" "3" "1" "2" "1" "1" "benign"
"81" "1137156" "2" "2" "2" "1" "1" "1" "7" "1" "1" "benign"
"82" "1143978" "4" "1" "1" "2" "2" "1" "2" "1" "1" "benign"
"83" "1143978" "5" "2" "1" "1" "2" "1" "3" "1" "1" "benign"
"84" "1147044" "3" "1" "1" "1" "2" "2" "7" "1" "1" "benign"
"85" "1147699" "3" "5" "7" "8" "8" "9" "7" "10" "7" "malignant"
"86" "1147748" "5" "10" "6" "1" "10" "4" "4" "10" "10" "malignant"
"87" "1148278" "3" "3" "6" "4" "5" "8" "4" "4" "1" "malignant"
"88" "1148873" "3" "6" "6" "6" "5" "10" "6" "8" "3" "malignant"
"89" "1152331" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"90" "1155546" "2" "1" "1" "2" "3" "1" "2" "1" "1" "benign"
"91" "1156272" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"92" "1156948" "3" "1" "1" "2" "2" "1" "1" "1" "1" "benign"
"93" "1157734" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"94" "1158247" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"95" "1160476" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"96" "1164066" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"97" "1165297" "2" "1" "1" "2" "2" "1" "1" "1" "1" "benign"
"98" "1165790" "5" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"99" "1165926" "9" "6" "9" "2" "10" "6" "2" "9" "10" "malignant"
"100" "1166630" "7" "5" "6" "10" "5" "10" "7" "9" "4" "malignant"
"101" "1166654" "10" "3" "5" "1" "10" "5" "3" "10" "2" "malignant"
"102" "1167439" "2" "3" "4" "4" "2" "5" "2" "5" "1" "malignant"
"103" "1167471" "4" "1" "2" "1" "2" "1" "3" "1" "1" "benign"
"104" "1168359" "8" "2" "3" "1" "6" "3" "7" "1" "1" "malignant"
"105" "1168736" "10" "10" "10" "10" "10" "1" "8" "8" "8" "malignant"
"106" "1169049" "7" "3" "4" "4" "3" "3" "3" "2" "7" "malignant"
"107" "1170419" "10" "10" "10" "8" "2" "10" "4" "1" "1" "malignant"
"108" "1170420" "1" "6" "8" "10" "8" "10" "5" "7" "1" "malignant"
"109" "1171710" "1" "1" "1" "1" "2" "1" "2" "3" "1" "benign"
"110" "1171710" "6" "5" "4" "4" "3" "9" "7" "8" "3" "malignant"
"111" "1171795" "1" "3" "1" "2" "2" "2" "5" "3" "2" "benign"
"112" "1171845" "8" "6" "4" "3" "5" "9" "3" "1" "1" "malignant"
"113" "1172152" "10" "3" "3" "10" "2" "10" "7" "3" "3" "malignant"
"114" "1173216" "10" "10" "10" "3" "10" "8" "8" "1" "1" "malignant"
"115" "1173235" "3" "3" "2" "1" "2" "3" "3" "1" "1" "benign"
"116" "1173347" "1" "1" "1" "1" "2" "5" "1" "1" "1" "benign"
"117" "1173347" "8" "3" "3" "1" "2" "2" "3" "2" "1" "benign"
"118" "1173509" "4" "5" "5" "10" "4" "10" "7" "5" "8" "malignant"
"119" "1173514" "1" "1" "1" "1" "4" "3" "1" "1" "1" "benign"
"120" "1173681" "3" "2" "1" "1" "2" "2" "3" "1" "1" "benign"
"121" "1174057" "1" "1" "2" "2" "2" "1" "3" "1" "1" "benign"
"122" "1174057" "4" "2" "1" "1" "2" "2" "3" "1" "1" "benign"
"123" "1174131" "10" "10" "10" "2" "10" "10" "5" "3" "3" "malignant"
"124" "1174428" "5" "3" "5" "1" "8" "10" "5" "3" "1" "malignant"
"125" "1175937" "5" "4" "6" "7" "9" "7" "8" "10" "1" "malignant"
"126" "1176406" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"127" "1176881" "7" "5" "3" "7" "4" "10" "7" "5" "5" "malignant"
"128" "1177027" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"129" "1177399" "8" "3" "5" "4" "5" "10" "1" "6" "2" "malignant"
"130" "1177512" "1" "1" "1" "1" "10" "1" "1" "1" "1" "benign"
"131" "1178580" "5" "1" "3" "1" "2" "1" "2" "1" "1" "benign"
"132" "1179818" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"133" "1180194" "5" "10" "8" "10" "8" "10" "3" "6" "3" "malignant"
"134" "1180523" "3" "1" "1" "1" "2" "1" "2" "2" "1" "benign"
"135" "1180831" "3" "1" "1" "1" "3" "1" "2" "1" "1" "benign"
"136" "1181356" "5" "1" "1" "1" "2" "2" "3" "3" "1" "benign"
"137" "1182404" "4" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"138" "1182410" "3" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"139" "1183240" "4" "1" "2" "1" "2" "1" "2" "1" "1" "benign"
"140" "1183246" "1" "1" "1" "1" "1" NA "2" "1" "1" "benign"
"141" "1183516" "3" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"142" "1183911" "2" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"143" "1183983" "9" "5" "5" "4" "4" "5" "4" "3" "3" "malignant"
"144" "1184184" "1" "1" "1" "1" "2" "5" "1" "1" "1" "benign"
"145" "1184241" "2" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"146" "1184840" "1" "1" "3" "1" "2" NA "2" "1" "1" "benign"
"147" "1185609" "3" "4" "5" "2" "6" "8" "4" "1" "1" "malignant"
"148" "1185610" "1" "1" "1" "1" "3" "2" "2" "1" "1" "benign"
"149" "1187457" "3" "1" "1" "3" "8" "1" "5" "8" "1" "benign"
"150" "1187805" "8" "8" "7" "4" "10" "10" "7" "8" "7" "malignant"
"151" "1188472" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"152" "1189266" "7" "2" "4" "1" "6" "10" "5" "4" "3" "malignant"
"153" "1189286" "10" "10" "8" "6" "4" "5" "8" "10" "1" "malignant"
"154" "1190394" "4" "1" "1" "1" "2" "3" "1" "1" "1" "benign"
"155" "1190485" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"156" "1192325" "5" "5" "5" "6" "3" "10" "3" "1" "1" "malignant"
"157" "1193091" "1" "2" "2" "1" "2" "1" "2" "1" "1" "benign"
"158" "1193210" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"159" "1193683" "1" "1" "2" "1" "3" NA "1" "1" "1" "benign"
"160" "1196295" "9" "9" "10" "3" "6" "10" "7" "10" "6" "malignant"
"161" "1196915" "10" "7" "7" "4" "5" "10" "5" "7" "2" "malignant"
"162" "1197080" "4" "1" "1" "1" "2" "1" "3" "2" "1" "benign"
"163" "1197270" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"164" "1197440" "1" "1" "1" "2" "1" "3" "1" "1" "7" "benign"
"165" "1197510" "5" "1" "1" "1" "2" NA "3" "1" "1" "benign"
"166" "1197979" "4" "1" "1" "1" "2" "2" "3" "2" "1" "benign"
"167" "1197993" "5" "6" "7" "8" "8" "10" "3" "10" "3" "malignant"
"168" "1198128" "10" "8" "10" "10" "6" "1" "3" "1" "10" "malignant"
"169" "1198641" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"170" "1199219" "1" "1" "1" "2" "1" "1" "1" "1" "1" "benign"
"171" "1199731" "3" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"172" "1199983" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"173" "1200772" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"174" "1200847" "6" "10" "10" "10" "8" "10" "10" "10" "7" "malignant"
"175" "1200892" "8" "6" "5" "4" "3" "10" "6" "1" "1" "malignant"
"176" "1200952" "5" "8" "7" "7" "10" "10" "5" "7" "1" "malignant"
"177" "1201834" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"178" "1201936" "5" "10" "10" "3" "8" "1" "5" "10" "3" "malignant"
"179" "1202125" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"180" "1202812" "5" "3" "3" "3" "6" "10" "3" "1" "1" "malignant"
"181" "1203096" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"182" "1204242" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"183" "1204898" "6" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"184" "1205138" "5" "8" "8" "8" "5" "10" "7" "8" "1" "malignant"
"185" "1205579" "8" "7" "6" "4" "4" "10" "5" "1" "1" "malignant"
"186" "1206089" "2" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"187" "1206695" "1" "5" "8" "6" "5" "8" "7" "10" "1" "malignant"
"188" "1206841" "10" "5" "6" "10" "6" "10" "7" "7" "10" "malignant"
"189" "1207986" "5" "8" "4" "10" "5" "8" "9" "10" "1" "malignant"
"190" "1208301" "1" "2" "3" "1" "2" "1" "3" "1" "1" "benign"
"191" "1210963" "10" "10" "10" "8" "6" "8" "7" "10" "1" "malignant"
"192" "1211202" "7" "5" "10" "10" "10" "10" "4" "10" "3" "malignant"
"193" "1212232" "5" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"194" "1212251" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"195" "1212422" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"196" "1212422" "4" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"197" "1213375" "8" "4" "4" "5" "4" "7" "7" "8" "2" "benign"
"198" "1213383" "5" "1" "1" "4" "2" "1" "3" "1" "1" "benign"
"199" "1214092" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"200" "1214556" "3" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"201" "1214966" "9" "7" "7" "5" "5" "10" "7" "8" "3" "malignant"
"202" "1216694" "10" "8" "8" "4" "10" "10" "8" "1" "1" "malignant"
"203" "1216947" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"204" "1217051" "5" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"205" "1217264" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"206" "1218105" "5" "10" "10" "9" "6" "10" "7" "10" "5" "malignant"
"207" "1218741" "10" "10" "9" "3" "7" "5" "3" "5" "1" "malignant"
"208" "1218860" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"209" "1218860" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"210" "1219406" "5" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"211" "1219525" "8" "10" "10" "10" "5" "10" "8" "10" "6" "malignant"
"212" "1219859" "8" "10" "8" "8" "4" "8" "7" "7" "1" "malignant"
"213" "1220330" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"214" "1221863" "10" "10" "10" "10" "7" "10" "7" "10" "4" "malignant"
"215" "1222047" "10" "10" "10" "10" "3" "10" "10" "6" "1" "malignant"
"216" "1222936" "8" "7" "8" "7" "5" "5" "5" "10" "2" "malignant"
"217" "1223282" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"218" "1223426" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"219" "1223793" "6" "10" "7" "7" "6" "4" "8" "10" "2" "malignant"
"220" "1223967" "6" "1" "3" "1" "2" "1" "3" "1" "1" "benign"
"221" "1224329" "1" "1" "1" "2" "2" "1" "3" "1" "1" "benign"
"222" "1225799" "10" "6" "4" "3" "10" "10" "9" "10" "1" "malignant"
"223" "1226012" "4" "1" "1" "3" "1" "5" "2" "1" "1" "malignant"
"224" "1226612" "7" "5" "6" "3" "3" "8" "7" "4" "1" "malignant"
"225" "1227210" "10" "5" "5" "6" "3" "10" "7" "9" "2" "malignant"
"226" "1227244" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"227" "1227481" "10" "5" "7" "4" "4" "10" "8" "9" "1" "malignant"
"228" "1228152" "8" "9" "9" "5" "3" "5" "7" "7" "1" "malignant"
"229" "1228311" "1" "1" "1" "1" "1" "1" "3" "1" "1" "benign"
"230" "1230175" "10" "10" "10" "3" "10" "10" "9" "10" "1" "malignant"
"231" "1230688" "7" "4" "7" "4" "3" "7" "7" "6" "1" "malignant"
"232" "1231387" "6" "8" "7" "5" "6" "8" "8" "9" "2" "malignant"
"233" "1231706" "8" "4" "6" "3" "3" "1" "4" "3" "1" "benign"
"234" "1232225" "10" "4" "5" "5" "5" "10" "4" "1" "1" "malignant"
"235" "1236043" "3" "3" "2" "1" "3" "1" "3" "6" "1" "benign"
"236" "1241232" "3" "1" "4" "1" "2" NA "3" "1" "1" "benign"
"237" "1241559" "10" "8" "8" "2" "8" "10" "4" "8" "10" "malignant"
"238" "1241679" "9" "8" "8" "5" "6" "2" "4" "10" "4" "malignant"
"239" "1242364" "8" "10" "10" "8" "6" "9" "3" "10" "10" "malignant"
"240" "1243256" "10" "4" "3" "2" "3" "10" "5" "3" "2" "malignant"
"241" "1270479" "5" "1" "3" "3" "2" "2" "2" "3" "1" "benign"
"242" "1276091" "3" "1" "1" "3" "1" "1" "3" "1" "1" "benign"
"243" "1277018" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"244" "128059" "1" "1" "1" "1" "2" "5" "5" "1" "1" "benign"
"245" "1285531" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"246" "1287775" "5" "1" "1" "2" "2" "2" "3" "1" "1" "benign"
"247" "144888" "8" "10" "10" "8" "5" "10" "7" "8" "1" "malignant"
"248" "145447" "8" "4" "4" "1" "2" "9" "3" "3" "1" "malignant"
"249" "167528" "4" "1" "1" "1" "2" "1" "3" "6" "1" "benign"
"250" "169356" "3" "1" "1" "1" "2" NA "3" "1" "1" "benign"
"251" "183913" "1" "2" "2" "1" "2" "1" "1" "1" "1" "benign"
"252" "191250" "10" "4" "4" "10" "2" "10" "5" "3" "3" "malignant"
"253" "1017023" "6" "3" "3" "5" "3" "10" "3" "5" "3" "benign"
"254" "1100524" "6" "10" "10" "2" "8" "10" "7" "3" "3" "malignant"
"255" "1116116" "9" "10" "10" "1" "10" "8" "3" "3" "1" "malignant"
"256" "1168736" "5" "6" "6" "2" "4" "10" "3" "6" "1" "malignant"
"257" "1182404" "3" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"258" "1182404" "3" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"259" "1198641" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"260" "242970" "5" "7" "7" "1" "5" "8" "3" "4" "1" "benign"
"261" "255644" "10" "5" "8" "10" "3" "10" "5" "1" "3" "malignant"
"262" "263538" "5" "10" "10" "6" "10" "10" "10" "6" "5" "malignant"
"263" "274137" "8" "8" "9" "4" "5" "10" "7" "8" "1" "malignant"
"264" "303213" "10" "4" "4" "10" "6" "10" "5" "5" "1" "malignant"
"265" "314428" "7" "9" "4" "10" "10" "3" "5" "3" "3" "malignant"
"266" "1182404" "5" "1" "4" "1" "2" "1" "3" "2" "1" "benign"
"267" "1198641" "10" "10" "6" "3" "3" "10" "4" "3" "2" "malignant"
"268" "320675" "3" "3" "5" "2" "3" "10" "7" "1" "1" "malignant"
"269" "324427" "10" "8" "8" "2" "3" "4" "8" "7" "8" "malignant"
"270" "385103" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"271" "390840" "8" "4" "7" "1" "3" "10" "3" "9" "2" "malignant"
"272" "411453" "5" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"273" "320675" "3" "3" "5" "2" "3" "10" "7" "1" "1" "malignant"
"274" "428903" "7" "2" "4" "1" "3" "4" "3" "3" "1" "malignant"
"275" "431495" "3" "1" "1" "1" "2" "1" "3" "2" "1" "benign"
"276" "432809" "3" "1" "3" "1" "2" NA "2" "1" "1" "benign"
"277" "434518" "3" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"278" "452264" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"279" "456282" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"280" "476903" "10" "5" "7" "3" "3" "7" "3" "3" "8" "malignant"
"281" "486283" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"282" "486662" "2" "1" "1" "2" "2" "1" "3" "1" "1" "benign"
"283" "488173" "1" "4" "3" "10" "4" "10" "5" "6" "1" "malignant"
"284" "492268" "10" "4" "6" "1" "2" "10" "5" "3" "1" "malignant"
"285" "508234" "7" "4" "5" "10" "2" "10" "3" "8" "2" "malignant"
"286" "527363" "8" "10" "10" "10" "8" "10" "10" "7" "3" "malignant"
"287" "529329" "10" "10" "10" "10" "10" "10" "4" "10" "10" "malignant"
"288" "535331" "3" "1" "1" "1" "3" "1" "2" "1" "1" "benign"
"289" "543558" "6" "1" "3" "1" "4" "5" "5" "10" "1" "malignant"
"290" "555977" "5" "6" "6" "8" "6" "10" "4" "10" "4" "malignant"
"291" "560680" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"292" "561477" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"293" "563649" "8" "8" "8" "1" "2" NA "6" "10" "1" "malignant"
"294" "601265" "10" "4" "4" "6" "2" "10" "2" "3" "1" "malignant"
"295" "606140" "1" "1" "1" "1" "2" NA "2" "1" "1" "benign"
"296" "606722" "5" "5" "7" "8" "6" "10" "7" "4" "1" "malignant"
"297" "616240" "5" "3" "4" "3" "4" "5" "4" "7" "1" "benign"
"298" "61634" "5" "4" "3" "1" "2" NA "2" "3" "1" "benign"
"299" "625201" "8" "2" "1" "1" "5" "1" "1" "1" "1" "benign"
"300" "63375" "9" "1" "2" "6" "4" "10" "7" "7" "2" "malignant"
"301" "635844" "8" "4" "10" "5" "4" "4" "7" "10" "1" "malignant"
"302" "636130" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"303" "640744" "10" "10" "10" "7" "9" "10" "7" "10" "10" "malignant"
"304" "646904" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"305" "653777" "8" "3" "4" "9" "3" "10" "3" "3" "1" "malignant"
"306" "659642" "10" "8" "4" "4" "4" "10" "3" "10" "4" "malignant"
"307" "666090" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"308" "666942" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"309" "667204" "7" "8" "7" "6" "4" "3" "8" "8" "4" "malignant"
"310" "673637" "3" "1" "1" "1" "2" "5" "5" "1" "1" "benign"
"311" "684955" "2" "1" "1" "1" "3" "1" "2" "1" "1" "benign"
"312" "688033" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"313" "691628" "8" "6" "4" "10" "10" "1" "3" "5" "1" "malignant"
"314" "693702" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"315" "704097" "1" "1" "1" "1" "1" "1" "2" "1" "1" "benign"
"316" "704168" "4" "6" "5" "6" "7" NA "4" "9" "1" "benign"
"317" "706426" "5" "5" "5" "2" "5" "10" "4" "3" "1" "malignant"
"318" "709287" "6" "8" "7" "8" "6" "8" "8" "9" "1" "malignant"
"319" "718641" "1" "1" "1" "1" "5" "1" "3" "1" "1" "benign"
"320" "721482" "4" "4" "4" "4" "6" "5" "7" "3" "1" "benign"
"321" "730881" "7" "6" "3" "2" "5" "10" "7" "4" "6" "malignant"
"322" "733639" "3" "1" "1" "1" "2" NA "3" "1" "1" "benign"
"323" "733639" "3" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"324" "733823" "5" "4" "6" "10" "2" "10" "4" "1" "1" "malignant"
"325" "740492" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"326" "743348" "3" "2" "2" "1" "2" "1" "2" "3" "1" "benign"
"327" "752904" "10" "1" "1" "1" "2" "10" "5" "4" "1" "malignant"
"328" "756136" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"329" "760001" "8" "10" "3" "2" "6" "4" "3" "10" "1" "malignant"
"330" "760239" "10" "4" "6" "4" "5" "10" "7" "1" "1" "malignant"
"331" "76389" "10" "4" "7" "2" "2" "8" "6" "1" "1" "malignant"
"332" "764974" "5" "1" "1" "1" "2" "1" "3" "1" "2" "benign"
"333" "770066" "5" "2" "2" "2" "2" "1" "2" "2" "1" "benign"
"334" "785208" "5" "4" "6" "6" "4" "10" "4" "3" "1" "malignant"
"335" "785615" "8" "6" "7" "3" "3" "10" "3" "4" "2" "malignant"
"336" "792744" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"337" "797327" "6" "5" "5" "8" "4" "10" "3" "4" "1" "malignant"
"338" "798429" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"339" "704097" "1" "1" "1" "1" "1" "1" "2" "1" "1" "benign"
"340" "806423" "8" "5" "5" "5" "2" "10" "4" "3" "1" "malignant"
"341" "809912" "10" "3" "3" "1" "2" "10" "7" "6" "1" "malignant"
"342" "810104" "1" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"343" "814265" "2" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"344" "814911" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"345" "822829" "7" "6" "4" "8" "10" "10" "9" "5" "3" "malignant"
"346" "826923" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"347" "830690" "5" "2" "2" "2" "3" "1" "1" "3" "1" "benign"
"348" "831268" "1" "1" "1" "1" "1" "1" "1" "3" "1" "benign"
"349" "832226" "3" "4" "4" "10" "5" "1" "3" "3" "1" "malignant"
"350" "832567" "4" "2" "3" "5" "3" "8" "7" "6" "1" "malignant"
"351" "836433" "5" "1" "1" "3" "2" "1" "1" "1" "1" "benign"
"352" "837082" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"353" "846832" "3" "4" "5" "3" "7" "3" "4" "6" "1" "benign"
"354" "850831" "2" "7" "10" "10" "7" "10" "4" "9" "4" "malignant"
"355" "855524" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"356" "857774" "4" "1" "1" "1" "3" "1" "2" "2" "1" "benign"
"357" "859164" "5" "3" "3" "1" "3" "3" "3" "3" "3" "malignant"
"358" "859350" "8" "10" "10" "7" "10" "10" "7" "3" "8" "malignant"
"359" "866325" "8" "10" "5" "3" "8" "4" "4" "10" "3" "malignant"
"360" "873549" "10" "3" "5" "4" "3" "7" "3" "5" "3" "malignant"
"361" "877291" "6" "10" "10" "10" "10" "10" "8" "10" "10" "malignant"
"362" "877943" "3" "10" "3" "10" "6" "10" "5" "1" "4" "malignant"
"363" "888169" "3" "2" "2" "1" "4" "3" "2" "1" "1" "benign"
"364" "888523" "4" "4" "4" "2" "2" "3" "2" "1" "1" "benign"
"365" "896404" "2" "1" "1" "1" "2" "1" "3" "1" "1" "benign"
"366" "897172" "2" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"367" "95719" "6" "10" "10" "10" "8" "10" "7" "10" "7" "malignant"
"368" "160296" "5" "8" "8" "10" "5" "10" "8" "10" "3" "malignant"
"369" "342245" "1" "1" "3" "1" "2" "1" "1" "1" "1" "benign"
"370" "428598" "1" "1" "3" "1" "1" "1" "2" "1" "1" "benign"
"371" "492561" "4" "3" "2" "1" "3" "1" "2" "1" "1" "benign"
"372" "493452" "1" "1" "3" "1" "2" "1" "1" "1" "1" "benign"
"373" "493452" "4" "1" "2" "1" "2" "1" "2" "1" "1" "benign"
"374" "521441" "5" "1" "1" "2" "2" "1" "2" "1" "1" "benign"
"375" "560680" "3" "1" "2" "1" "2" "1" "2" "1" "1" "benign"
"376" "636437" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"377" "640712" "1" "1" "1" "1" "2" "1" "2" "1" "1" "benign"
"378" "654244" "1" "1" "1" "1" "1" "1" "2" "1" "1" "benign"
"379" "657753" "3" "1" "1" "4" "3" "1" "2" "2" "1" "benign"
"380" "685977" "5" "3" "4" "1" "4" "1" "3" "1" "1" "benign"
"381" "805448" "1" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
"382" "846423" "10" "6" "3" "6" "4" "10" "7" "8" "4" "malignant"
"383" "1002504" "3" "2" "2" "2" "2" "1" "3" "2" "1" "benign"
"384" "1022257" "2" "1" "1" "1" "2" "1" "1" "1" "1" "benign"
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