Sample_code_number
int64
61.6k
13.5M
Clump_thickness
int64
1
10
Uniformity_of_cell_size
int64
1
10
Uniformity_of_cell_shape
int64
1
10
Marginal_adhesion
int64
1
10
Single_epithelial_cell_size
int64
1
10
Bare_nuclei
stringclasses
11 values
Bland_chromatin
int64
1
10
Normal_nucleoli
int64
1
10
Mitoses
int64
1
10
Class
int64
2
4
635,844
8
4
10
5
4
4
7
10
1
4
636,130
1
1
1
1
2
1
3
1
1
2
640,744
10
10
10
7
9
10
7
10
10
4
646,904
1
1
1
1
2
1
3
1
1
2
653,777
8
3
4
9
3
10
3
3
1
4
659,642
10
8
4
4
4
10
3
10
4
4
666,090
1
1
1
1
2
1
3
1
1
2
666,942
1
1
1
1
2
1
3
1
1
2
667,204
7
8
7
6
4
3
8
8
4
4
673,637
3
1
1
1
2
5
5
1
1
2
684,955
2
1
1
1
3
1
2
1
1
2
688,033
1
1
1
1
2
1
1
1
1
2
691,628
8
6
4
10
10
1
3
5
1
4
693,702
1
1
1
1
2
1
1
1
1
2
704,097
1
1
1
1
1
1
2
1
1
2
704,168
4
6
5
6
7
?
4
9
1
2
706,426
5
5
5
2
5
10
4
3
1
4
709,287
6
8
7
8
6
8
8
9
1
4
718,641
1
1
1
1
5
1
3
1
1
2
721,482
4
4
4
4
6
5
7
3
1
2
730,881
7
6
3
2
5
10
7
4
6
4
733,639
3
1
1
1
2
?
3
1
1
2
733,639
3
1
1
1
2
1
3
1
1
2
733,823
5
4
6
10
2
10
4
1
1
4
740,492
1
1
1
1
2
1
3
1
1
2
743,348
3
2
2
1
2
1
2
3
1
2
752,904
10
1
1
1
2
10
5
4
1
4
756,136
1
1
1
1
2
1
2
1
1
2
760,001
8
10
3
2
6
4
3
10
1
4
760,239
10
4
6
4
5
10
7
1
1
4
76,389
10
4
7
2
2
8
6
1
1
4
764,974
5
1
1
1
2
1
3
1
2
2
770,066
5
2
2
2
2
1
2
2
1
2
785,208
5
4
6
6
4
10
4
3
1
4
785,615
8
6
7
3
3
10
3
4
2
4
792,744
1
1
1
1
2
1
1
1
1
2
797,327
6
5
5
8
4
10
3
4
1
4
798,429
1
1
1
1
2
1
3
1
1
2
704,097
1
1
1
1
1
1
2
1
1
2
806,423
8
5
5
5
2
10
4
3
1
4
809,912
10
3
3
1
2
10
7
6
1
4
810,104
1
1
1
1
2
1
3
1
1
2
814,265
2
1
1
1
2
1
1
1
1
2
814,911
1
1
1
1
2
1
1
1
1
2
822,829
7
6
4
8
10
10
9
5
3
4
826,923
1
1
1
1
2
1
1
1
1
2
830,690
5
2
2
2
3
1
1
3
1
2
831,268
1
1
1
1
1
1
1
3
1
2
832,226
3
4
4
10
5
1
3
3
1
4
832,567
4
2
3
5
3
8
7
6
1
4
836,433
5
1
1
3
2
1
1
1
1
2
837,082
2
1
1
1
2
1
3
1
1
2
846,832
3
4
5
3
7
3
4
6
1
2
850,831
2
7
10
10
7
10
4
9
4
4
855,524
1
1
1
1
2
1
2
1
1
2
857,774
4
1
1
1
3
1
2
2
1
2
859,164
5
3
3
1
3
3
3
3
3
4
859,350
8
10
10
7
10
10
7
3
8
4
866,325
8
10
5
3
8
4
4
10
3
4
873,549
10
3
5
4
3
7
3
5
3
4
877,291
6
10
10
10
10
10
8
10
10
4
877,943
3
10
3
10
6
10
5
1
4
4
888,169
3
2
2
1
4
3
2
1
1
2
888,523
4
4
4
2
2
3
2
1
1
2
896,404
2
1
1
1
2
1
3
1
1
2
897,172
2
1
1
1
2
1
2
1
1
2
95,719
6
10
10
10
8
10
7
10
7
4
160,296
5
8
8
10
5
10
8
10
3
4
342,245
1
1
3
1
2
1
1
1
1
2
428,598
1
1
3
1
1
1
2
1
1
2
492,561
4
3
2
1
3
1
2
1
1
2
493,452
1
1
3
1
2
1
1
1
1
2
493,452
4
1
2
1
2
1
2
1
1
2
521,441
5
1
1
2
2
1
2
1
1
2
560,680
3
1
2
1
2
1
2
1
1
2
636,437
1
1
1
1
2
1
1
1
1
2
640,712
1
1
1
1
2
1
2
1
1
2
654,244
1
1
1
1
1
1
2
1
1
2
657,753
3
1
1
4
3
1
2
2
1
2
685,977
5
3
4
1
4
1
3
1
1
2
805,448
1
1
1
1
2
1
1
1
1
2
846,423
10
6
3
6
4
10
7
8
4
4
1,002,504
3
2
2
2
2
1
3
2
1
2
1,022,257
2
1
1
1
2
1
1
1
1
2
1,026,122
2
1
1
1
2
1
1
1
1
2
1,071,084
3
3
2
2
3
1
1
2
3
2
1,080,233
7
6
6
3
2
10
7
1
1
4
1,114,570
5
3
3
2
3
1
3
1
1
2
1,114,570
2
1
1
1
2
1
2
2
1
2
1,116,715
5
1
1
1
3
2
2
2
1
2
1,131,411
1
1
1
2
2
1
2
1
1
2
1,151,734
10
8
7
4
3
10
7
9
1
4
1,156,017
3
1
1
1
2
1
2
1
1
2
1,158,247
1
1
1
1
1
1
1
1
1
2
1,158,405
1
2
3
1
2
1
2
1
1
2
1,168,278
3
1
1
1
2
1
2
1
1
2
1,176,187
3
1
1
1
2
1
3
1
1
2
1,196,263
4
1
1
1
2
1
1
1
1
2
1,196,475
3
2
1
1
2
1
2
2
1
2
1,206,314
1
2
3
1
2
1
1
1
1
2