patient_id
stringlengths
5
8
lesion_id
int64
6
4.82k
smoke
bool
2 classes
drink
bool
2 classes
background_father
stringclasses
13 values
background_mother
stringclasses
11 values
age
int64
6
94
pesticide
bool
2 classes
gender
stringclasses
2 values
skin_cancer_history
bool
2 classes
cancer_history
bool
2 classes
has_piped_water
bool
2 classes
has_sewage_system
bool
2 classes
fitspatrick
float64
1
6
region
stringclasses
14 values
diameter_1
float64
0
100
diameter_2
float64
0
70
diagnostic
stringclasses
6 values
itch
stringclasses
3 values
grew
stringclasses
3 values
hurt
stringclasses
3 values
changed
stringclasses
3 values
bleed
stringclasses
3 values
elevation
stringclasses
3 values
img_id
stringlengths
15
21
biopsed
bool
2 classes
PAT_40
56
false
false
GERMANY
GERMANY
42
false
FEMALE
true
false
false
false
1
ARM
20
12
BCC
True
False
False
False
False
True
PAT_40_56_499.png
true
PAT_460
894
false
false
POMERANIA
POMERANIA
73
false
FEMALE
true
false
false
false
2
LIP
18
16
BCC
True
False
True
False
True
True
PAT_460_894_429.png
true
PAT_650
3,858
false
false
GERMANY
GERMANY
73
false
FEMALE
false
true
true
true
2
BACK
8
6
SEK
True
True
False
False
False
True
PAT_650_3858_329.png
false
PAT_100
393
false
false
POMERANIA
POMERANIA
14
false
MALE
false
true
false
false
1
FACE
7
3
NEV
False
False
False
False
False
False
PAT_100_393_595.png
true
PAT_1297
1,048
null
null
null
null
66
null
null
null
null
null
null
null
FOREARM
null
null
NEV
False
True
False
False
False
False
PAT_1297_1048_353.png
false
PAT_223
1,067
false
false
GERMANY
BRAZIL
73
false
FEMALE
true
true
true
true
3
FOREARM
4
3
ACK
True
False
False
False
False
True
PAT_223_1067_569.png
false
PAT_2114
4,609
null
null
null
null
70
null
null
null
null
null
null
null
NOSE
null
null
ACK
True
False
False
False
False
True
PAT_2114_4609_615.png
false
PAT_581
1,114
false
false
POMERANIA
POMERANIA
58
false
FEMALE
false
false
true
false
1
HAND
11
8
BCC
True
True
False
False
False
True
PAT_581_1114_116.png
true
PAT_973
1,839
false
false
ITALY
ITALY
64
true
MALE
false
true
true
true
3
NECK
5
3
ACK
True
False
False
False
False
False
PAT_973_1839_34.png
true
PAT_1341
1,212
null
null
null
null
66
null
null
null
null
null
null
null
FOREARM
null
null
SEK
False
False
False
False
False
False
PAT_1341_1212_539.png
false
PAT_479
917
false
false
POMERANIA
POMERANIA
48
true
MALE
true
false
false
false
2
FACE
15
14
BCC
True
True
False
False
True
True
PAT_479_917_598.png
true
PAT_202
308
false
false
ITALY
UNK
77
false
FEMALE
false
true
true
true
3
FOREARM
11
6
ACK
True
True
False
False
True
True
PAT_202_308_721.png
true
PAT_1246
846
null
null
null
null
51
null
null
null
null
null
null
null
ARM
null
null
ACK
True
False
False
False
False
False
PAT_1246_846_111.png
false
PAT_1540
1,847
null
null
null
null
88
null
null
null
null
null
null
null
FACE
null
null
ACK
True
False
False
False
False
False
PAT_1540_1847_249.png
false
PAT_43
61
false
false
GERMANY
GERMANY
76
false
FEMALE
false
true
false
false
2
FOREARM
15
17
SCC
True
UNK
False
UNK
True
True
PAT_43_61_210.png
true
PAT_1913
3,818
null
null
null
null
39
null
null
null
null
null
null
null
FACE
null
null
ACK
False
False
False
False
False
False
PAT_1913_3818_991.png
false
PAT_876
1,665
false
false
ITALY
GERMANY
57
false
FEMALE
true
true
true
false
2
CHEST
9
6
BCC
False
False
False
False
True
True
PAT_876_1665_386.png
true
PAT_1304
1,079
null
null
null
null
77
null
null
null
null
null
null
null
FACE
null
null
SEK
False
False
False
False
False
True
PAT_1304_1079_859.png
false
PAT_785
1,479
false
false
ITALY
ITALY
77
false
FEMALE
false
false
false
false
4
NOSE
15
15
BCC
True
True
False
False
False
True
PAT_785_1479_108.png
true
PAT_214
329
false
false
GERMANY
UNK
73
true
MALE
true
true
false
false
2
FOREARM
15
10
BCC
True
False
True
False
True
True
PAT_214_329_300.png
true
PAT_383
779
false
false
GERMANY
GERMANY
73
false
MALE
true
true
true
true
2
FACE
7
5
BCC
True
False
False
False
False
True
PAT_383_779_429.png
true
PAT_131
197
false
false
GERMANY
GERMANY
90
false
FEMALE
true
true
true
true
2
FOREARM
17
15
SCC
True
True
True
False
True
True
PAT_131_197_260.png
true
PAT_359
741
false
false
ITALY
ITALY
53
false
FEMALE
true
true
true
true
3
FACE
6
5
SCC
True
True
False
False
True
True
PAT_359_741_966.png
true
PAT_564
1,079
true
false
BRAZIL
BRAZIL
73
false
FEMALE
false
false
true
false
2
ARM
18
8
BCC
True
True
False
True
True
True
PAT_564_1079_31.png
true
PAT_695
1,314
false
false
GERMANY
ITALY
54
false
FEMALE
true
false
true
true
3
CHEST
6
4
BCC
True
UNK
True
UNK
True
True
PAT_695_1314_822.png
true
PAT_527
1,360
true
true
GERMANY
GERMANY
60
true
MALE
true
false
true
true
1
FOREARM
15
15
BCC
True
UNK
True
UNK
True
True
PAT_527_1360_225.png
true
PAT_1513
1,747
null
null
null
null
72
null
null
null
null
null
null
null
FOREARM
null
null
ACK
True
False
False
False
False
False
PAT_1513_1747_851.png
false
PAT_726
1,371
false
false
POMERANIA
POMERANIA
56
false
FEMALE
false
false
false
false
2
FACE
12
11
BCC
True
True
False
False
False
True
PAT_726_1371_397.png
true
PAT_774
1,462
false
true
ITALY
ITALY
45
true
MALE
true
true
true
true
3
NECK
7
5
BCC
True
True
False
True
False
True
PAT_774_1462_821.png
true
PAT_715
1,338
false
true
POMERANIA
POMERANIA
80
true
MALE
false
true
true
true
2
FACE
12
8
ACK
True
False
False
False
False
False
PAT_715_1338_761.png
true
PAT_281
1,518
false
false
POMERANIA
POMERANIA
61
false
MALE
true
false
false
false
3
BACK
2
2
NEV
False
False
False
False
False
True
PAT_281_1518_571.png
false
PAT_503
950
false
true
POMERANIA
POMERANIA
88
true
MALE
true
true
true
true
2
FACE
15
13
BCC
True
False
True
False
True
True
PAT_503_950_368.png
true
PAT_1418
1,452
null
null
null
null
86
null
null
null
null
null
null
null
HAND
null
null
ACK
True
False
False
False
False
False
PAT_1418_1452_948.png
false
PAT_1967
3,976
null
null
null
null
75
null
null
null
null
null
null
null
FOREARM
null
null
ACK
True
False
False
False
True
False
PAT_1967_3976_736.png
false
PAT_575
1,088
false
false
GERMANY
GERMANY
80
false
FEMALE
true
false
true
true
1
FACE
4
4
BCC
False
True
False
False
False
True
PAT_575_1088_134.png
true
PAT_97
151
false
false
GERMANY
GERMANY
47
true
MALE
false
false
true
false
2
CHEST
22
15
BCC
True
True
False
False
True
True
PAT_97_151_587.png
true
PAT_1757
3,316
null
null
null
null
78
null
null
null
null
null
null
null
FOREARM
null
null
ACK
True
True
False
False
False
True
PAT_1757_3316_304.png
false
PAT_30
41
false
false
GERMANY
GERMANY
57
false
MALE
false
true
true
true
3
FACE
6
6
BCC
True
UNK
False
UNK
False
False
PAT_30_41_815.png
true
PAT_698
1,319
false
false
POMERANIA
POMERANIA
83
false
FEMALE
false
false
true
true
2
HAND
9
7
SCC
True
UNK
False
UNK
False
True
PAT_698_1319_166.png
true
PAT_1706
3,144
null
null
null
null
73
null
null
null
null
null
null
null
THIGH
null
null
ACK
True
False
False
False
False
False
PAT_1706_3144_891.png
false
PAT_627
1,188
false
false
POMERANIA
POMERANIA
32
false
FEMALE
true
false
true
true
2
THIGH
7
7
NEV
True
True
False
True
False
False
PAT_627_1188_503.png
true
PAT_886
1,684
false
false
GERMANY
UNK
70
false
FEMALE
false
false
true
true
3
ARM
10
6
ACK
False
True
True
True
False
True
PAT_886_1684_103.png
true
PAT_856
1,626
false
true
UNK
UNK
51
true
MALE
true
true
true
true
3
CHEST
10
9
BCC
True
False
True
False
True
True
PAT_856_1626_630.png
true
PAT_645
1,500
false
false
GERMANY
GERMANY
58
true
FEMALE
true
false
false
false
3
HAND
6
5
BCC
True
True
False
False
True
True
PAT_645_1500_364.png
true
PAT_135
202
false
false
POMERANIA
POMERANIA
53
true
FEMALE
false
true
false
false
2
BACK
10
9
BCC
True
True
True
False
True
True
PAT_135_202_593.png
true
PAT_215
330
false
false
GERMANY
GERMANY
91
true
FEMALE
false
true
true
true
1
FACE
12
10
SCC
True
True
False
True
True
True
PAT_215_330_224.png
true
PAT_927
1,759
false
false
GERMANY
GERMANY
64
true
FEMALE
false
true
false
false
2
CHEST
9
6
BCC
True
True
True
True
False
True
PAT_927_1759_849.png
true
PAT_715
1,339
false
true
POMERANIA
POMERANIA
80
true
MALE
false
true
true
true
2
CHEST
3
2
SEK
True
UNK
False
UNK
False
True
PAT_715_1339_508.png
true
PAT_90
138
false
false
POMERANIA
POMERANIA
73
false
FEMALE
false
true
true
true
3
FACE
7
6
BCC
True
True
True
False
True
False
PAT_90_138_605.png
true
PAT_943
1,793
false
false
POMERANIA
POMERANIA
32
true
FEMALE
false
false
false
false
2
BACK
13
12
BCC
True
False
False
False
True
True
PAT_943_1793_787.png
true
PAT_482
2,928
false
false
POMERANIA
POMERANIA
69
false
FEMALE
true
true
false
false
2
FACE
16
11
SEK
False
False
False
False
False
False
PAT_482_2928_201.png
false
PAT_474
912
false
true
GERMANY
GERMANY
38
true
FEMALE
false
true
false
false
2
EAR
13
8
BCC
True
True
False
False
True
True
PAT_474_912_879.png
true
PAT_279
430
false
true
POMERANIA
POMERANIA
51
true
MALE
false
true
false
false
2
FOREARM
17
15
ACK
True
True
False
False
True
True
PAT_279_430_356.png
true
PAT_1392
1,352
null
null
null
null
68
null
null
null
null
null
null
null
NECK
null
null
SEK
False
False
False
False
False
True
PAT_1392_1352_828.png
false
PAT_1429
1,491
null
null
null
null
58
null
null
null
null
null
null
null
FOREARM
null
null
ACK
True
False
False
False
False
False
PAT_1429_1491_451.png
false
PAT_45
66
false
false
GERMANY
GERMANY
73
false
MALE
true
false
false
false
2
CHEST
15
14
MEL
False
UNK
False
True
False
False
PAT_45_66_822.png
true
PAT_1913
3,815
null
null
null
null
39
null
null
null
null
null
null
null
FACE
null
null
ACK
False
False
False
False
False
False
PAT_1913_3815_367.png
false
PAT_999
20
null
null
null
null
40
null
null
null
null
null
null
null
ARM
null
null
ACK
True
False
False
False
True
False
PAT_999_20_401.png
false
PAT_1094
381
null
null
null
null
41
null
null
null
null
null
null
null
FOREARM
null
null
ACK
False
False
False
False
False
False
PAT_1094_381_355.png
false
PAT_229
349
false
true
POMERANIA
POMERANIA
74
false
MALE
true
true
false
false
3
NOSE
10
8
BCC
True
False
False
False
True
True
PAT_229_349_141.png
true
PAT_219
337
false
false
GERMANY
GERMANY
85
true
FEMALE
true
false
true
true
2
NOSE
11
13
SCC
True
True
False
False
True
False
PAT_219_337_358.png
true
PAT_738
1,552
false
false
POMERANIA
POMERANIA
57
true
FEMALE
true
true
false
true
2
BACK
3
3
SEK
True
True
False
False
False
True
PAT_738_1552_502.png
false
PAT_985
1,856
false
false
POMERANIA
POMERANIA
49
true
MALE
true
false
true
true
3
NOSE
14
9
BCC
True
True
True
False
True
True
PAT_985_1856_91.png
true
PAT_1657
2,932
null
null
null
null
23
null
null
null
null
null
null
null
FACE
null
null
NEV
False
True
False
False
False
True
PAT_1657_2932_680.png
false
PAT_739
1,398
false
true
POMERANIA
POMERANIA
51
true
MALE
false
true
true
true
2
THIGH
50
48
ACK
True
False
False
False
False
False
PAT_739_1398_331.png
true
PAT_160
249
false
true
ITALY
ITALY
78
false
MALE
false
true
false
false
2
FOREARM
13
10
BCC
True
True
True
False
True
True
PAT_160_249_76.png
true
PAT_336
705
false
false
ITALY
ITALY
60
false
FEMALE
false
true
false
false
3
CHEST
6
5
BCC
True
False
False
False
False
True
PAT_336_705_711.png
true
PAT_1613
2,744
null
null
null
null
27
null
null
null
null
null
null
null
THIGH
null
null
NEV
False
True
False
False
False
True
PAT_1613_2744_603.png
false
PAT_181
281
false
false
UNK
UNK
58
false
MALE
true
false
false
false
4
LIP
11
10
BCC
False
True
False
False
False
True
PAT_181_281_54.png
true
PAT_126
192
true
false
ITALY
GERMANY
48
true
MALE
false
false
false
false
1
BACK
8
5
ACK
True
False
False
False
False
False
PAT_126_192_208.png
true
PAT_192
884
false
false
ITALY
ITALY
70
true
MALE
false
false
true
true
2
FOREARM
10
10
ACK
True
False
False
False
False
False
PAT_192_884_310.png
false
PAT_172
266
false
false
GERMANY
GERMANY
81
false
FEMALE
false
true
true
true
2
FOREARM
17
10
BCC
True
False
True
False
True
True
PAT_172_266_950.png
true
PAT_987
1,859
false
false
POMERANIA
POMERANIA
47
true
FEMALE
true
false
false
false
3
FACE
13
9
ACK
True
True
True
True
False
True
PAT_987_1859_724.png
true
PAT_1401
1,373
null
null
null
null
51
null
null
null
null
null
null
null
BACK
null
null
NEV
False
True
False
False
False
True
PAT_1401_1373_881.png
false
PAT_1403
1,392
null
null
null
null
50
null
null
null
null
null
null
null
NOSE
null
null
ACK
False
False
False
False
False
False
PAT_1403_1392_848.png
false
PAT_190
291
false
false
POMERANIA
POMERANIA
61
true
MALE
false
true
true
false
2
FOREARM
15
9
BCC
True
True
True
False
True
False
PAT_190_291_366.png
true
PAT_830
1,564
true
true
ITALY
GERMANY
84
false
MALE
true
false
false
false
2
NOSE
7
7
BCC
True
UNK
False
UNK
False
True
PAT_830_1564_740.png
true
PAT_360
742
true
true
ITALY
ITALY
68
false
MALE
true
true
false
false
2
FOREARM
10
8
SCC
True
True
False
False
False
True
PAT_360_742_768.png
true
PAT_1712
3,175
null
null
null
null
66
null
null
null
null
null
null
null
ARM
null
null
ACK
True
False
False
False
False
False
PAT_1712_3175_600.png
false
PAT_1713
3,179
null
null
null
null
65
null
null
null
null
null
null
null
FACE
null
null
SEK
True
False
False
False
False
True
PAT_1713_3179_888.png
false
PAT_681
1,299
true
false
UNK
SPAIN
71
true
MALE
true
false
true
false
2
LIP
5
5
BCC
False
UNK
False
UNK
False
True
PAT_681_1299_458.png
true
PAT_747
1,409
false
false
UNK
BRAZIL
55
false
MALE
true
false
true
true
3
FOREARM
15
10
ACK
True
True
False
False
True
True
PAT_747_1409_466.png
true
PAT_136
203
false
false
UNK
UNK
60
false
FEMALE
false
true
true
true
2
NOSE
5
5
BCC
False
UNK
False
UNK
False
True
PAT_136_203_436.png
true
PAT_1801
3,461
null
null
null
null
56
null
null
null
null
null
null
null
FACE
null
null
NEV
False
False
False
False
False
True
PAT_1801_3461_351.png
false
PAT_498
944
false
true
POMERANIA
POMERANIA
60
true
FEMALE
true
false
false
false
2
FACE
4
2
ACK
False
False
False
False
False
False
PAT_498_944_488.png
true
PAT_492
937
false
true
POMERANIA
POMERANIA
70
false
MALE
false
false
false
false
2
CHEST
18
13
SCC
False
True
False
False
False
True
PAT_492_937_43.png
true
PAT_414
822
false
false
UNK
ITALY
20
true
FEMALE
false
false
false
false
4
BACK
4
2
ACK
False
False
False
False
False
True
PAT_414_822_420.png
true
PAT_754
1,429
false
false
ITALY
GERMANY
75
false
MALE
true
false
true
true
2
FOREARM
40
34
MEL
False
True
False
False
False
False
PAT_754_1429_380.png
true
PAT_1407
1,402
null
null
null
null
81
null
null
null
null
null
null
null
FOREARM
null
null
ACK
True
False
False
False
False
False
PAT_1407_1402_562.png
false
PAT_386
785
true
false
POMERANIA
POMERANIA
66
false
MALE
true
false
true
true
2
EAR
20
15
ACK
True
False
True
False
True
True
PAT_386_785_536.png
true
PAT_1294
1,031
null
null
null
null
35
null
null
null
null
null
null
null
FACE
null
null
ACK
True
False
True
False
False
False
PAT_1294_1031_466.png
false
PAT_273
421
false
false
POMERANIA
POMERANIA
41
true
MALE
false
false
false
false
2
FACE
9
5
BCC
True
UNK
True
UNK
True
True
PAT_273_421_905.png
true
PAT_491
934
false
false
POMERANIA
POMERANIA
43
true
FEMALE
true
true
false
false
2
FACE
9
5
SCC
True
UNK
False
UNK
True
True
PAT_491_934_46.png
true
PAT_1708
3,156
null
null
null
null
73
null
null
null
null
null
null
null
HAND
null
null
ACK
True
False
False
False
False
False
PAT_1708_3156_175.png
false
PAT_46
880
false
false
POMERANIA
POMERANIA
55
false
FEMALE
true
true
true
true
3
CHEST
13
12
BCC
True
True
False
True
False
False
PAT_46_880_140.png
true
PAT_1343
1,217
null
null
null
null
74
null
null
null
null
null
null
null
FOREARM
null
null
SEK
False
False
False
False
False
False
PAT_1343_1217_404.png
false
PAT_326
690
false
false
POMERANIA
POMERANIA
58
true
FEMALE
true
true
false
false
3
FACE
5
4
BCC
True
False
False
False
False
True
PAT_326_690_823.png
true
PAT_1714
3,189
null
null
null
null
41
null
null
null
null
null
null
null
THIGH
null
null
SEK
False
True
False
False
False
True
PAT_1714_3189_989.png
false