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train · 2.3k rows

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_1671	3,008	null	null	null	null	46	null	null	null	null	null	null	null	SCALP	null	null	NEV	False	True	False	False	False	True	PAT_1671_3008_622.png	false
PAT_370	758	true	true	GERMANY	GERMANY	61	true	MALE	true	true	false	false	3	FOREARM	11	8	ACK	True	False	True	False	False	True	PAT_370_758_322.png	true
PAT_1063	268	null	null	null	null	65	null	null	null	null	null	null	null	ARM	null	null	ACK	True	False	False	False	False	False	PAT_1063_268_919.png	false
PAT_1464	1,612	null	null	null	null	69	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1464_1612_284.png	false
PAT_422	837	false	true	ITALY	GERMANY	64	true	MALE	false	false	false	false	3	NECK	20	14	BCC	True	True	True	False	True	True	PAT_422_837_617.png	true
PAT_662	1,251	false	true	GERMANY	GERMANY	40	false	MALE	true	true	true	true	3	CHEST	30	25	BCC	False	True	False	True	True	True	PAT_662_1251_380.png	true
PAT_575	1,087	false	false	GERMANY	GERMANY	80	false	FEMALE	true	false	true	true	1	FACE	10	9	BCC	True	True	False	False	True	True	PAT_575_1087_29.png	true
PAT_383	777	false	false	GERMANY	GERMANY	73	false	MALE	true	true	true	true	2	FACE	12	10	SCC	True	UNK	False	UNK	False	True	PAT_383_777_129.png	true
PAT_1089	375	null	null	null	null	39	null	null	null	null	null	null	null	CHEST	null	null	NEV	False	True	False	False	False	True	PAT_1089_375_60.png	false
PAT_388	1,589	false	false	ITALY	ITALY	51	false	FEMALE	true	false	false	false	1	FOREARM	5	5	ACK	True	False	False	False	False	True	PAT_388_1589_976.png	true
PAT_93	361	false	true	null	null	65	false	MALE	false	false	true	true	4	FACE	8	6	SEK	False	True	False	False	False	True	PAT_93_361_51.png	false
PAT_545	1,031	false	false	UNK	UNK	37	true	MALE	true	true	true	true	2	BACK	12	7	BCC	True	UNK	False	UNK	False	True	PAT_545_1031_428.png	true
PAT_406	1,542	false	false	GERMANY	NETHERLANDS	63	true	MALE	true	false	false	false	3	BACK	14	13	BCC	True	False	True	False	True	True	PAT_406_1542_754.png	true
PAT_872	1,709	false	false	GERMANY	GERMANY	71	false	FEMALE	false	false	false	true	2	FOREARM	10	6	ACK	True	False	False	False	False	True	PAT_872_1709_526.png	true
PAT_1241	824	null	null	null	null	49	null	null	null	null	null	null	null	CHEST	null	null	SEK	True	True	False	False	False	True	PAT_1241_824_82.png	false
PAT_949	1,802	false	true	POMERANIA	POMERANIA	54	true	FEMALE	false	false	false	false	3	THIGH	8	7	MEL	False	UNK	False	False	False	False	PAT_949_1802_582.png	true
PAT_169	694	false	true	NETHERLANDS	GERMANY	44	true	MALE	false	false	false	false	2	CHEST	6	6	ACK	True	False	False	False	False	False	PAT_169_694_411.png	false
PAT_537	1,014	true	true	BRAZIL	BRAZIL	62	true	MALE	false	false	true	true	2	HAND	8	7	SCC	False	False	True	False	False	True	PAT_537_1014_452.png	true
PAT_277	1,309	false	false	POMERANIA	POMERANIA	65	false	FEMALE	true	true	false	false	2	FOREARM	6	5	ACK	True	False	False	False	False	False	PAT_277_1309_814.png	false
PAT_632	1,206	false	false	UNK	UNK	73	false	FEMALE	false	false	true	true	2	HAND	18	14	SCC	True	False	False	False	False	True	PAT_632_1206_634.png	true
PAT_1184	676	null	null	null	null	49	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	True	False	False	False	False	PAT_1184_676_904.png	false
PAT_1946	3,924	null	null	null	null	73	null	null	null	null	null	null	null	ARM	null	null	SEK	True	True	False	False	False	True	PAT_1946_3924_929.png	false
PAT_632	1,206	false	false	UNK	UNK	73	false	FEMALE	false	false	true	true	2	HAND	18	14	SCC	True	False	False	False	False	True	PAT_632_1206_637.png	true
PAT_822	1,551	false	false	UNK	UNK	72	false	MALE	false	false	true	true	3	FACE	17	14	BCC	True	True	False	True	True	True	PAT_822_1551_573.png	true
PAT_683	1,297	true	false	POMERANIA	POLAND	74	true	MALE	false	true	true	true	2	BACK	19	17	BCC	True	True	True	True	False	True	PAT_683_1297_195.png	true
PAT_982	1,852	false	false	POMERANIA	POMERANIA	68	false	FEMALE	true	true	true	true	3	FOREARM	17	14	ACK	True	False	False	False	False	True	PAT_982_1852_526.png	true
PAT_574	1,081	false	false	BRAZIL	POMERANIA	51	true	MALE	true	true	true	true	3	CHEST	15	7	SCC	True	UNK	False	UNK	False	True	PAT_574_1081_628.png	true
PAT_1408	1,406	null	null	null	null	68	null	null	null	null	null	null	null	FACE	null	null	SEK	False	False	False	False	False	True	PAT_1408_1406_950.png	false
PAT_736	1,392	false	false	POMERANIA	POMERANIA	48	false	FEMALE	true	false	true	true	3	ARM	12	8	BCC	True	UNK	False	UNK	False	True	PAT_736_1392_562.png	true
PAT_691	1,312	false	true	POMERANIA	GERMANY	56	true	MALE	false	false	false	true	1	FOREARM	10	10	MEL	False	True	False	True	False	True	PAT_691_1312_389.png	true
PAT_687	1,304	true	false	UNK	UNK	49	false	FEMALE	false	true	false	false	5	NOSE	7	6	BCC	False	True	False	True	False	True	PAT_687_1304_898.png	true
PAT_838	1,585	false	false	POMERANIA	POMERANIA	53	false	FEMALE	false	true	true	true	3	NECK	18	10	BCC	False	False	False	False	False	True	PAT_838_1585_979.png	true
PAT_1414	1,426	null	null	null	null	75	null	null	null	null	null	null	null	FACE	null	null	SEK	False	False	False	False	False	True	PAT_1414_1426_124.png	false
PAT_719	1,361	false	false	POMERANIA	POMERANIA	66	true	FEMALE	true	true	true	true	2	FOREARM	29	19	MEL	False	False	False	False	False	False	PAT_719_1361_160.png	true
PAT_1107	427	null	null	null	null	38	null	null	null	null	null	null	null	BACK	null	null	NEV	False	True	False	False	False	True	PAT_1107_427_352.png	false
PAT_992	1,864	false	false	GERMANY	GERMANY	51	true	MALE	false	false	false	false	3	HAND	9	8	ACK	True	False	False	False	False	False	PAT_992_1864_653.png	true
PAT_1051	220	null	null	null	null	47	null	null	null	null	null	null	null	NOSE	null	null	ACK	False	False	False	False	False	False	PAT_1051_220_356.png	false
PAT_1209	737	null	null	null	null	36	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	True	False	False	True	False	PAT_1209_737_590.png	false
PAT_2152	4,781	null	null	null	null	59	null	null	null	null	null	null	null	FACE	null	null	SEK	True	True	False	False	False	False	PAT_2152_4781_332.png	false
PAT_323	687	true	true	POMERANIA	POMERANIA	73	false	MALE	true	false	false	false	2	BACK	23	18	SCC	UNK	UNK	False	UNK	False	False	PAT_323_687_169.png	true
PAT_833	1,571	false	true	ITALY	ITALY	37	true	MALE	true	true	true	false	4	NOSE	3	3	BCC	False	True	False	True	False	False	PAT_833_1571_134.png	true
PAT_233	354	false	false	POMERANIA	POMERANIA	58	true	FEMALE	true	true	false	false	2	ARM	9	4	MEL	False	True	False	True	False	True	PAT_233_354_828.png	true
PAT_1536	1,819	null	null	null	null	71	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	True	True	PAT_1536_1819_562.png	false
PAT_387	1,614	false	false	BRAZIL	ITALY	58	true	MALE	false	true	false	false	2	FACE	6	5	BCC	True	True	False	False	True	False	PAT_387_1614_866.png	true
PAT_1707	3,148	null	null	null	null	75	null	null	null	null	null	null	null	CHEST	null	null	ACK	True	False	False	False	False	False	PAT_1707_3148_237.png	false
PAT_851	4,520	false	false	POMERANIA	POMERANIA	77	false	FEMALE	true	true	true	true	3	FACE	25	10	SEK	False	False	False	False	False	True	PAT_851_4520_743.png	false
PAT_167	258	false	false	GERMANY	GERMANY	58	true	MALE	true	true	false	false	1	FACE	10	7	BCC	True	True	True	True	True	True	PAT_167_258_479.png	true
PAT_1755	3,309	null	null	null	null	32	null	null	null	null	null	null	null	THIGH	null	null	SEK	False	True	False	False	False	True	PAT_1755_3309_828.png	false
PAT_710	1,330	false	false	SPAIN	BRAZIL	53	true	FEMALE	true	true	true	true	3	FACE	10	9	MEL	False	UNK	False	UNK	False	False	PAT_710_1330_243.png	true
PAT_145	216	false	false	POMERANIA	POMERANIA	68	false	FEMALE	false	true	false	true	2	NOSE	8	5	BCC	True	True	True	True	True	False	PAT_145_216_110.png	true
PAT_317	675	false	false	UNK	UNK	65	false	FEMALE	true	true	true	true	3	NOSE	7	5	ACK	False	False	False	False	False	False	PAT_317_675_144.png	true
PAT_942	1,792	true	true	POMERANIA	POMERANIA	67	true	MALE	true	false	true	true	4	FACE	13	10	ACK	True	False	False	False	False	False	PAT_942_1792_411.png	true
PAT_324	1,465	false	false	GERMANY	GERMANY	46	false	FEMALE	false	false	true	true	2	FOREARM	6	5	SCC	False	UNK	False	UNK	False	False	PAT_324_1465_43.png	true
PAT_894	1,679	false	false	GERMANY	GERMANY	65	false	MALE	false	true	true	true	2	ARM	10	9	MEL	False	UNK	False	UNK	False	True	PAT_894_1679_640.png	true
PAT_373	2,598	false	false	BRAZIL	GERMANY	80	false	MALE	false	true	true	true	4	FOREARM	7	5	SEK	False	True	False	False	False	True	PAT_373_2598_235.png	false
PAT_31	43	false	false	GERMANY	GERMANY	77	false	MALE	true	true	false	false	1	NOSE	7	5	BCC	True	UNK	False	UNK	False	True	PAT_31_43_129.png	true
PAT_220	338	false	false	GERMANY	GERMANY	67	false	FEMALE	true	false	true	true	2	LIP	17	15	SCC	True	True	True	False	True	True	PAT_220_338_339.png	true
PAT_1980	4,018	null	null	null	null	65	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	True	False	False	False	False	PAT_1980_4018_929.png	false
PAT_69	1,053	false	false	GERMANY	GERMANY	66	false	FEMALE	false	true	false	false	2	ARM	11	10	ACK	True	False	True	False	False	True	PAT_69_1053_332.png	true
PAT_454	884	true	false	POMERANIA	POMERANIA	54	true	FEMALE	true	false	false	false	2	FOREARM	12	10	SCC	True	True	True	False	False	True	PAT_454_884_28.png	true
PAT_1855	3,641	null	null	null	null	70	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1855_3641_327.png	false
PAT_1074	322	null	null	null	null	45	null	null	null	null	null	null	null	ARM	null	null	ACK	True	False	False	False	False	False	PAT_1074_322_864.png	false
PAT_213	328	false	false	UNK	UNK	81	false	FEMALE	false	false	true	true	3	FACE	3	3	NEV	False	True	False	False	False	False	PAT_213_328_117.png	true
PAT_980	1,849	false	true	POMERANIA	POMERANIA	65	true	MALE	false	false	true	true	2	FOREARM	10	8	BCC	True	UNK	True	UNK	True	True	PAT_980_1849_295.png	true
PAT_91	140	false	false	ITALY	PORTUGAL	83	true	MALE	false	true	true	true	2	FOREARM	35	15	ACK	True	False	False	False	False	False	PAT_91_140_664.png	true
PAT_369	756	false	false	GERMANY	POLAND	77	false	FEMALE	false	true	false	false	2	CHEST	6	5	SCC	False	True	False	False	False	True	PAT_369_756_130.png	true
PAT_1303	1,077	null	null	null	null	79	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1303_1077_501.png	false
PAT_484	926	false	true	POMERANIA	POMERANIA	55	true	FEMALE	false	false	false	false	2	THIGH	16	5	ACK	False	False	False	False	False	False	PAT_484_926_624.png	true
PAT_742	1,470	false	false	POMERANIA	POMERANIA	79	false	FEMALE	false	false	true	true	2	HAND	15	10	ACK	True	True	False	False	False	True	PAT_742_1470_834.png	false
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_341.png	true
PAT_1185	679	null	null	null	null	60	null	null	null	null	null	null	null	FACE	null	null	SEK	True	False	True	False	False	False	PAT_1185_679_115.png	false
PAT_404	805	false	false	GERMANY	GERMANY	66	false	FEMALE	true	true	false	false	2	CHEST	6	6	ACK	True	False	False	False	False	True	PAT_404_805_575.png	true
PAT_890	1,693	false	true	GERMANY	ITALY	55	true	FEMALE	true	true	false	false	2	CHEST	9	6	MEL	False	False	False	False	False	False	PAT_890_1693_904.png	true
PAT_756	1,495	false	true	ITALY	ITALY	27	false	FEMALE	false	true	true	true	4	ARM	5	5	NEV	True	True	False	True	False	False	PAT_756_1495_858.png	true
PAT_1554	2,392	null	null	null	null	81	null	null	null	null	null	null	null	CHEST	null	null	SEK	False	False	False	False	False	True	PAT_1554_2392_767.png	false
PAT_1969	3,980	null	null	null	null	62	null	null	null	null	null	null	null	EAR	null	null	ACK	True	False	False	False	False	False	PAT_1969_3980_995.png	false
PAT_1202	722	null	null	null	null	52	null	null	null	null	null	null	null	ARM	null	null	SEK	False	True	False	False	False	False	PAT_1202_722_827.png	false
PAT_101	1,041	true	true	GERMANY	GERMANY	59	false	MALE	false	false	true	true	2	NECK	20	15	BCC	True	True	True	False	True	True	PAT_101_1041_898.png	true
PAT_388	4,500	false	false	ITALY	ITALY	51	false	FEMALE	true	false	false	false	1	HAND	25	11	ACK	True	False	False	False	False	False	PAT_388_4500_103.png	false
PAT_455	885	true	false	POMERANIA	POMERANIA	66	true	MALE	true	true	false	false	3	EAR	11	8	BCC	True	UNK	False	UNK	False	False	PAT_455_885_115.png	true
PAT_2013	4,148	null	null	null	null	29	null	null	null	null	null	null	null	ABDOMEN	null	null	NEV	False	False	False	False	False	False	PAT_2013_4148_303.png	false
PAT_307	1,685	false	false	ITALY	ITALY	74	false	FEMALE	false	false	false	false	2	FOREARM	4	4	ACK	True	True	False	False	False	False	PAT_307_1685_651.png	false
PAT_844	1,605	true	false	ITALY	ITALY	63	false	MALE	false	false	false	false	2	LIP	8	7	SCC	False	True	False	True	False	True	PAT_844_1605_308.png	true
PAT_172	267	false	false	GERMANY	GERMANY	81	false	FEMALE	false	true	true	true	2	FACE	15	13	BCC	True	True	True	False	True	True	PAT_172_267_557.png	true
PAT_93	361	false	true	null	null	65	false	MALE	false	false	true	true	4	FACE	8	6	SEK	False	True	False	False	False	True	PAT_93_361_467.png	false
PAT_1415	1,440	null	null	null	null	77	null	null	null	null	null	null	null	FOREARM	null	null	ACK	False	False	False	False	False	False	PAT_1415_1440_629.png	false
PAT_1414	1,433	null	null	null	null	75	null	null	null	null	null	null	null	HAND	null	null	ACK	True	False	False	False	False	True	PAT_1414_1433_570.png	false
PAT_355	732	false	false	POMERANIA	POMERANIA	80	false	MALE	false	false	true	true	2	NECK	5	5	BCC	True	True	False	False	False	True	PAT_355_732_102.png	true
PAT_2062	4,397	null	null	null	null	22	null	null	null	null	null	null	null	HAND	null	null	NEV	False	True	False	True	False	False	PAT_2062_4397_39.png	false
PAT_561	1,068	false	true	BRAZIL	BRAZIL	39	true	MALE	false	true	true	false	2	FACE	20	14	BCC	True	True	True	False	True	True	PAT_561_1068_557.png	true
PAT_781	1,474	false	false	GERMANY	GERMANY	55	false	FEMALE	true	true	true	true	3	FACE	10	4	BCC	False	True	False	True	False	True	PAT_781_1474_517.png	true
PAT_2123	4,647	null	null	null	null	81	null	null	null	null	null	null	null	FOREARM	null	null	ACK	False	False	False	False	False	False	PAT_2123_4647_95.png	false
PAT_1571	2,484	null	null	null	null	52	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1571_2484_488.png	false
PAT_1520	1,777	null	null	null	null	26	null	null	null	null	null	null	null	ABDOMEN	null	null	NEV	False	True	False	False	False	True	PAT_1520_1777_935.png	false
PAT_247	1,294	false	false	GERMANY	GERMANY	58	true	MALE	false	true	false	false	3	NOSE	12	6	BCC	False	UNK	False	UNK	False	True	PAT_247_1294_292.png	true
PAT_406	808	false	false	GERMANY	NETHERLANDS	62	true	MALE	true	false	false	false	3	HAND	10	9	BCC	True	True	False	False	True	True	PAT_406_808_560.png	true
PAT_78	118	true	true	GERMANY	GERMANY	54	false	MALE	false	false	true	true	3	BACK	20	20	BCC	False	True	False	False	False	True	PAT_78_118_164.png	true
PAT_81	123	false	false	POMERANIA	POMERANIA	63	false	MALE	true	true	true	false	3	ARM	13	11	ACK	False	True	False	False	False	True	PAT_81_123_52.png	true
PAT_2077	4,463	null	null	null	null	43	null	null	null	null	null	null	null	HAND	null	null	ACK	False	False	False	False	True	True	PAT_2077_4463_77.png	false
PAT_935	1,781	false	false	POMERANIA	POMERANIA	61	true	FEMALE	true	true	false	true	2	NOSE	8	6	BCC	True	UNK	False	UNK	False	True	PAT_935_1781_920.png	true