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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_477	915	false	true	POMERANIA	POMERANIA	43	true	FEMALE	false	true	false	false	2	NOSE	7	7	BCC	False	UNK	False	UNK	False	True	PAT_477_915_389.png	true
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_24.png	false
PAT_885	1,687	false	true	POMERANIA	POMERANIA	51	false	FEMALE	false	false	true	false	2	FACE	4	4	BCC	False	False	False	False	False	True	PAT_885_1687_204.png	true
PAT_1931	3,879	null	null	null	null	53	null	null	null	null	null	null	null	FACE	null	null	ACK	False	False	False	False	False	False	PAT_1931_3879_727.png	false
PAT_904	1,736	false	false	GERMANY	GERMANY	70	true	MALE	false	false	true	true	2	NOSE	10	10	BCC	True	UNK	False	UNK	False	True	PAT_904_1736_851.png	true
PAT_32	44	false	true	POLAND	POLAND	64	false	FEMALE	true	true	true	true	2	FACE	7	5	BCC	False	UNK	False	UNK	False	True	PAT_32_44_211.png	true
PAT_815	1,536	false	false	POMERANIA	POMERANIA	59	false	FEMALE	true	true	true	true	2	NECK	7	6	BCC	False	UNK	False	UNK	False	True	PAT_815_1536_963.png	true
PAT_303	652	true	true	ITALY	ITALY	64	true	MALE	false	false	true	true	2	FOREARM	26	18	BCC	True	False	True	False	True	True	PAT_303_652_342.png	true
PAT_330	695	false	false	ITALY	ITALY	71	false	MALE	false	false	true	true	2	NOSE	7	5	BCC	False	False	False	False	False	True	PAT_330_695_296.png	true
PAT_363	746	false	true	POMERANIA	POMERANIA	63	true	MALE	false	true	false	false	3	FACE	6	5	BCC	False	UNK	False	UNK	False	True	PAT_363_746_18.png	true
PAT_645	4,042	false	false	GERMANY	GERMANY	57	true	FEMALE	true	false	false	false	3	FOREARM	6	5	ACK	True	True	False	False	False	True	PAT_645_4042_489.png	false
PAT_388	1,590	false	false	ITALY	ITALY	51	false	FEMALE	true	false	false	false	1	BACK	12	8	BCC	False	False	False	False	False	False	PAT_388_1590_328.png	true
PAT_747	1,410	false	false	UNK	BRAZIL	55	false	MALE	true	false	true	true	3	FOREARM	10	7	ACK	True	True	False	False	True	True	PAT_747_1410_622.png	true
PAT_983	1,853	false	false	POMERANIA	POMERANIA	78	false	FEMALE	false	false	true	true	2	ARM	10	9	ACK	True	False	True	False	False	True	PAT_983_1853_985.png	true
PAT_110	397	false	false	ITALY	ITALY	63	false	FEMALE	false	true	false	true	3	HAND	6	4	ACK	True	False	False	False	False	False	PAT_110_397_52.png	false
PAT_191	294	true	false	POMERANIA	POMERANIA	85	false	FEMALE	false	true	true	true	2	NOSE	13	3	BCC	True	True	True	False	True	True	PAT_191_294_419.png	true
PAT_1450	1,556	null	null	null	null	49	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1450_1556_114.png	false
PAT_451	878	false	false	GERMANY	GERMANY	64	true	FEMALE	true	false	false	false	2	FACE	16	15	BCC	False	True	False	False	False	False	PAT_451_878_890.png	true
PAT_691	3,994	false	true	POMERANIA	GERMANY	56	true	MALE	false	false	false	true	1	FOREARM	10	10	ACK	False	False	False	True	False	True	PAT_691_3994_791.png	false
PAT_1918	3,836	null	null	null	null	63	null	null	null	null	null	null	null	ARM	null	null	ACK	True	False	False	False	False	False	PAT_1918_3836_82.png	false
PAT_430	848	false	false	GERMANY	GERMANY	75	false	FEMALE	true	true	true	true	2	FACE	10	10	BCC	True	True	False	False	True	True	PAT_430_848_550.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_303.png	false
PAT_2161	4,818	null	null	null	null	6	null	null	null	null	null	null	null	BACK	null	null	NEV	False	True	False	False	False	True	PAT_2161_4818_501.png	false
PAT_876	1,666	false	false	ITALY	GERMANY	57	false	FEMALE	true	true	true	false	2	ARM	10	9	BCC	True	UNK	False	UNK	True	True	PAT_876_1666_961.png	true
PAT_1790	3,427	null	null	null	null	67	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1790_3427_723.png	false
PAT_1453	1,566	null	null	null	null	52	null	null	null	null	null	null	null	ARM	null	null	SEK	False	False	False	False	False	False	PAT_1453_1566_310.png	false
PAT_1176	631	null	null	null	null	69	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	True	False	False	False	False	PAT_1176_631_36.png	false
PAT_523	988	true	false	GERMANY	GERMANY	52	false	FEMALE	false	true	true	true	2	FACE	6	5	BCC	True	True	False	False	True	True	PAT_523_988_900.png	true
PAT_1545	1,865	null	null	null	null	77	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1545_1865_519.png	false
PAT_637	1,217	true	true	BRAZIL	BRAZIL	69	false	MALE	false	true	true	true	2	THIGH	12	7	SCC	False	False	False	False	False	True	PAT_637_1217_274.png	true
PAT_887	1,688	false	false	POMERANIA	POMERANIA	52	true	FEMALE	true	false	true	false	2	BACK	13	10	BCC	True	UNK	False	UNK	True	True	PAT_887_1688_436.png	true
PAT_1469	1,627	null	null	null	null	71	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1469_1627_109.png	false
PAT_447	873	false	false	POMERANIA	POMERANIA	62	false	FEMALE	true	false	false	false	2	NOSE	4	3	SCC	True	False	False	False	False	True	PAT_447_873_329.png	true
PAT_1840	3,612	null	null	null	null	48	null	null	null	null	null	null	null	FACE	null	null	ACK	False	False	False	False	False	False	PAT_1840_3612_959.png	false
PAT_1587	2,625	null	null	null	null	37	null	null	null	null	null	null	null	BACK	null	null	NEV	False	False	False	False	False	True	PAT_1587_2625_226.png	false
PAT_897	1,710	false	false	ITALY	ITALY	49	false	FEMALE	true	true	true	false	2	CHEST	7	3	BCC	True	UNK	False	UNK	False	True	PAT_897_1710_793.png	true
PAT_931	1,761	false	false	POMERANIA	POMERANIA	71	false	FEMALE	false	false	true	true	2	HAND	7	7	ACK	True	False	False	False	False	True	PAT_931_1761_380.png	true
PAT_1937	3,897	null	null	null	null	62	null	null	null	null	null	null	null	FOREARM	null	null	ACK	False	False	False	False	False	False	PAT_1937_3897_131.png	false
PAT_936	1,772	false	false	POMERANIA	POMERANIA	63	false	MALE	false	false	false	false	2	BACK	31	30	MEL	False	UNK	False	UNK	False	False	PAT_936_1772_886.png	true
PAT_691	1,311	false	true	POMERANIA	GERMANY	56	true	MALE	false	false	false	true	1	FOREARM	20	15	BCC	False	False	False	True	False	True	PAT_691_1311_890.png	true
PAT_359	1,596	false	false	ITALY	ITALY	54	false	FEMALE	true	true	true	true	3	THIGH	10	10	ACK	False	True	True	False	False	True	PAT_359_1596_68.png	true
PAT_1528	1,795	null	null	null	null	62	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1528_1795_12.png	false
PAT_270	417	false	false	POMERANIA	POMERANIA	90	false	FEMALE	false	true	false	false	1	HAND	13	7	MEL	False	True	False	True	False	False	PAT_270_417_257.png	true
PAT_1998	4,095	null	null	null	null	69	null	null	null	null	null	null	null	ARM	null	null	ACK	True	False	False	False	False	False	PAT_1998_4095_438.png	false
PAT_894	1,680	false	false	GERMANY	GERMANY	65	false	MALE	false	true	true	true	2	EAR	8	5	BCC	True	UNK	False	UNK	False	True	PAT_894_1680_410.png	true
PAT_827	1,601	true	false	GERMANY	GERMANY	67	false	MALE	false	false	true	true	2	FOREARM	15	15	BCC	True	UNK	False	UNK	False	True	PAT_827_1601_859.png	true
PAT_1390	1,346	null	null	null	null	55	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	True	PAT_1390_1346_709.png	false
PAT_1433	1,499	null	null	null	null	51	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1433_1499_29.png	false
PAT_801	1,518	false	false	ITALY	ITALY	43	false	FEMALE	false	true	true	true	4	NECK	20	8	MEL	False	True	False	False	False	False	PAT_801_1518_574.png	true
PAT_1777	3,370	null	null	null	null	67	null	null	null	null	null	null	null	BACK	null	null	ACK	True	False	False	False	False	False	PAT_1777_3370_697.png	false
PAT_782	1,494	false	false	GERMANY	GERMANY	71	false	MALE	true	true	false	true	3	FOREARM	12	10	BCC	True	UNK	False	UNK	False	False	PAT_782_1494_418.png	true
PAT_236	1,071	false	true	POMERANIA	POMERANIA	55	true	MALE	true	true	false	false	3	FOREARM	6	5	ACK	True	False	False	False	False	True	PAT_236_1071_810.png	false
PAT_1550	1,888	null	null	null	null	64	null	null	null	null	null	null	null	SCALP	null	null	SEK	False	False	False	False	False	False	PAT_1550_1888_216.png	false
PAT_457	889	false	false	POMERANIA	POMERANIA	77	false	FEMALE	false	false	false	false	2	FACE	6	4	BCC	True	True	True	False	True	True	PAT_457_889_346.png	true
PAT_1284	995	null	null	null	null	75	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1284_995_150.png	false
PAT_2081	4,488	null	null	null	null	61	null	null	null	null	null	null	null	FOREARM	null	null	ACK	False	False	False	False	False	False	PAT_2081_4488_57.png	false
PAT_1364	1,246	null	null	null	null	17	null	null	null	null	null	null	null	BACK	null	null	NEV	False	True	False	False	False	True	PAT_1364_1246_583.png	false
PAT_701	1,321	false	true	POMERANIA	POMERANIA	69	false	MALE	true	false	true	true	2	FACE	10	5	SEK	False	UNK	False	UNK	False	True	PAT_701_1321_156.png	true
PAT_891	1,700	false	false	POMERANIA	POMERANIA	57	false	FEMALE	true	false	true	false	2	HAND	8	8	ACK	True	False	False	False	False	True	PAT_891_1700_180.png	true
PAT_940	1,775	false	false	GERMANY	GERMANY	69	true	MALE	false	false	true	true	2	EAR	10	7	BCC	True	True	False	False	True	False	PAT_940_1775_513.png	true
PAT_306	1,646	false	false	ITALY	ITALY	87	true	MALE	false	false	true	true	2	FOREARM	10	10	ACK	True	False	False	False	True	True	PAT_306_1646_971.png	false
PAT_1705	3,143	null	null	null	null	71	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1705_3143_139.png	false
PAT_357	737	false	false	GERMANY	GERMANY	71	false	MALE	false	true	false	false	2	FACE	6	5	BCC	True	True	False	False	True	True	PAT_357_737_77.png	true
PAT_176	273	false	false	GERMANY	GERMANY	73	false	FEMALE	true	true	true	true	2	FOREARM	10	9	ACK	True	False	False	False	False	False	PAT_176_273_423.png	true
PAT_815	1,535	false	false	POMERANIA	POMERANIA	59	false	FEMALE	true	true	true	true	2	FACE	6	4	BCC	False	UNK	False	UNK	False	True	PAT_815_1535_536.png	true
PAT_1431	1,495	null	null	null	null	58	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	False	False	False	False	False	PAT_1431_1495_931.png	false
PAT_160	248	false	true	ITALY	ITALY	78	false	MALE	false	true	false	false	2	CHEST	11	10	BCC	True	True	True	False	True	False	PAT_160_248_254.png	true
PAT_211	317	false	false	GERMANY	GERMANY	72	false	MALE	true	false	false	false	3	NOSE	5	4	BCC	True	True	True	False	True	True	PAT_211_317_649.png	true
PAT_906	1,723	false	false	GERMANY	GERMANY	65	true	MALE	false	false	true	true	2	NECK	30	27	BCC	True	UNK	False	UNK	True	True	PAT_906_1723_560.png	true
PAT_1269	936	null	null	null	null	72	null	null	null	null	null	null	null	CHEST	null	null	SEK	False	False	False	False	False	True	PAT_1269_936_965.png	false
PAT_201	946	false	true	POMERANIA	POMERANIA	60	true	MALE	false	true	false	false	3	FOREARM	12	10	ACK	True	True	False	False	False	False	PAT_201_946_262.png	false
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_642.png	true
PAT_1229	794	null	null	null	null	25	null	null	null	null	null	null	null	ARM	null	null	NEV	False	True	False	False	False	False	PAT_1229_794_274.png	false
PAT_119	181	false	false	POMERANIA	POMERANIA	77	false	FEMALE	false	false	false	false	2	FACE	5	5	BCC	True	True	True	False	True	True	PAT_119_181_684.png	true
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_308.png	true
PAT_896	1,705	false	false	UNK	UNK	63	false	FEMALE	true	true	false	false	2	NOSE	5	5	BCC	True	UNK	False	UNK	True	True	PAT_896_1705_582.png	true
PAT_1017	97	null	null	null	null	67	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	False	PAT_1017_97_577.png	false
PAT_417	3,537	false	false	ITALY	ITALY	27	true	MALE	false	true	false	false	3	THIGH	9	5	NEV	False	True	False	False	False	True	PAT_417_3537_45.png	false
PAT_632	3,700	false	false	null	null	73	false	FEMALE	false	false	true	true	2	FOREARM	18	14	ACK	False	False	False	False	False	True	PAT_632_3700_890.png	false
PAT_530	999	false	true	POMERANIA	POMERANIA	46	false	FEMALE	false	false	true	true	3	NECK	12	6	BCC	False	UNK	False	UNK	False	True	PAT_530_999_696.png	true
PAT_935	1,783	false	false	POMERANIA	POMERANIA	61	true	FEMALE	true	true	false	true	2	NOSE	10	6	BCC	True	UNK	False	UNK	False	True	PAT_935_1783_687.png	true
PAT_473	911	false	true	POMERANIA	POMERANIA	33	true	MALE	false	true	false	false	2	CHEST	10	8	BCC	True	True	False	False	True	True	PAT_473_911_630.png	true
PAT_805	1,517	false	false	GERMANY	GERMANY	58	false	FEMALE	false	false	true	true	3	HAND	10	8	SCC	True	True	False	False	False	True	PAT_805_1517_647.png	true
PAT_834	1,574	false	false	GERMANY	GERMANY	81	false	MALE	true	true	true	false	2	BACK	10	9	SCC	False	False	False	False	False	True	PAT_834_1574_397.png	true
PAT_864	1,646	false	false	POMERANIA	POMERANIA	55	false	FEMALE	false	false	true	true	3	BACK	5	4	BCC	False	False	False	False	False	True	PAT_864_1646_822.png	true
PAT_151	227	false	true	GERMANY	GERMANY	62	false	FEMALE	true	true	true	true	2	NOSE	7	5	BCC	True	True	True	False	True	False	PAT_151_227_63.png	true
PAT_263	403	false	false	POMERANIA	POMERANIA	83	false	MALE	false	true	false	false	1	CHEST	15	13	SCC	True	False	False	False	False	True	PAT_263_403_966.png	true
PAT_197	301	false	false	BRAZIL	ITALY	79	false	FEMALE	false	true	true	true	4	NOSE	4	4	BCC	True	True	False	False	True	True	PAT_197_301_198.png	true
PAT_2088	4,523	null	null	null	null	9	null	null	null	null	null	null	null	FACE	null	null	NEV	False	False	False	False	False	False	PAT_2088_4523_400.png	false
PAT_1391	1,351	null	null	null	null	53	null	null	null	null	null	null	null	THIGH	null	null	NEV	False	False	False	False	False	True	PAT_1391_1351_396.png	false
PAT_1615	2,749	null	null	null	null	60	null	null	null	null	null	null	null	FOREARM	null	null	ACK	True	True	False	False	False	False	PAT_1615_2749_350.png	false
PAT_1385	1,323	null	null	null	null	69	null	null	null	null	null	null	null	FACE	null	null	ACK	True	False	False	False	False	True	PAT_1385_1323_100.png	false
PAT_550	1,045	false	true	GERMANY	GERMANY	81	false	MALE	false	false	true	true	2	FOREARM	12	10	BCC	False	UNK	False	UNK	False	True	PAT_550_1045_81.png	true
PAT_1535	1,812	null	null	null	null	32	null	null	null	null	null	null	null	FOREARM	null	null	NEV	False	True	False	False	False	True	PAT_1535_1812_660.png	false
PAT_679	1,286	true	false	UNK	UNK	75	false	MALE	true	true	true	true	2	LIP	6	5	SCC	False	False	False	True	False	True	PAT_679_1286_933.png	true
PAT_2089	4,529	null	null	null	null	68	null	null	null	null	null	null	null	FACE	null	null	ACK	False	True	False	False	False	False	PAT_2089_4529_762.png	false
PAT_122	869	false	false	POMERANIA	POMERANIA	79	false	FEMALE	false	false	false	false	1	CHEST	10	8	BCC	True	UNK	False	UNK	False	True	PAT_122_869_60.png	true
PAT_1497	1,712	null	null	null	null	76	null	null	null	null	null	null	null	FOREARM	null	null	ACK	False	False	False	False	False	False	PAT_1497_1712_633.png	false
PAT_851	1,623	false	false	POMERANIA	POMERANIA	77	false	FEMALE	true	true	true	true	3	NECK	25	10	ACK	True	False	False	False	True	False	PAT_851_1623_815.png	true
PAT_2026	4,230	null	null	null	null	77	null	null	null	null	null	null	null	FACE	null	null	ACK	False	False	False	False	False	False	PAT_2026_4230_141.png	false