Datasets:

electricsheepafrica
/

stroke-cerebrovascular-disease

id int64	age_years int64	sex string	rural int64	hypertension int64	bp_on_treatment int64	bp_controlled int64	systolic_bp int64	diastolic_bp int64	diabetes int64	atrial_fibrillation int64	smoking int64	alcohol_heavy int64	hiv_positive int64	bmi float64	prior_stroke int64	prior_tia int64	sickle_cell int64	stroke_type string	ischaemic_subtype string	nihss_score int64	gcs_score int64	hemiparesis int64	aphasia int64	dysphagia int64	visual_field_defect int64	neglect int64	onset_to_arrival_hours int64	ecg_done int64	echo_done int64	clinical_diagnosis_only int64	antiplatelet int64	antihypertensive_acute int64	statin int64	nasogastric_feeding int64	dvt_prophylaxis int64	aspiration_pneumonia int64	dvt_pe int64	pressure_ulcer int64	seizure int64	haemorrhagic_transformation int64	outcome_30_day string	mrs_discharge int64	disability string	hospital_days int64
1	63	M	0	1	1	0	163	90	1	0	0	0	0	31.6	0	0	0	ischaemic	undetermined	3	11	1	0	0	0	0	5	1	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	4
2	68	M	0	1	0	0	143	98	0	0	0	1	0	26.3	0	0	0	intracerebral_haemorrhage	null	2	10	1	1	0	0	0	63	0	0	1	0	0	0	0	0	0	1	0	0	0	survived	3	moderate	3
3	46	M	1	1	0	0	163	104	0	0	0	1	0	20	0	0	0	ischaemic	cardioembolic	10	11	1	0	0	1	0	27	0	0	1	1	0	0	0	0	0	0	0	0	0	survived	3	moderate	1
4	65	F	1	0	0	0	131	72	0	0	0	0	0	26.9	1	0	0	ischaemic	large_vessel	21	6	0	0	1	0	1	65	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	7
5	61	M	1	1	0	0	158	121	0	0	0	0	1	22.4	0	0	0	ischaemic	undetermined	2	11	1	0	1	1	0	17	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	5
6	56	M	1	0	0	0	165	66	0	0	0	1	1	33	0	0	0	ischaemic	cardioembolic	22	5	0	0	0	1	0	3	0	0	1	0	0	0	0	0	0	0	0	1	0	died	5	severe	1
7	62	F	1	0	0	0	122	58	0	1	1	0	0	15.3	0	0	0	intracerebral_haemorrhage	null	8	9	1	0	0	0	0	6	0	0	1	0	0	1	0	0	0	0	0	0	0	died	5	severe	1
8	53	M	1	1	1	1	116	87	0	0	0	0	0	22.4	1	0	0	ischaemic	cardioembolic	5	9	1	0	1	0	1	32	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	3
9	61	M	1	1	0	0	203	71	0	0	0	0	0	32.5	0	0	0	ischaemic	undetermined	17	10	1	0	1	0	0	2	0	0	1	0	1	0	1	0	0	0	0	0	0	survived	5	severe	14
10	59	F	1	1	1	0	175	60	0	0	0	0	0	23	1	0	0	intracerebral_haemorrhage	null	1	10	1	0	0	0	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	21
11	70	M	0	1	0	0	173	129	0	0	0	0	1	32.5	0	0	0	ischaemic	small_vessel	2	12	1	0	0	0	0	1	0	0	1	0	0	1	0	0	0	1	0	0	0	died	5	severe	10
12	55	M	1	1	0	0	122	59	1	0	0	0	0	32.6	1	0	0	ischaemic	undetermined	17	5	1	0	1	0	0	14	0	0	1	0	0	1	0	0	1	0	0	0	0	survived	5	severe	15
13	64	F	1	1	0	0	151	111	1	0	0	0	0	26.3	0	0	0	intracerebral_haemorrhage	null	18	8	1	1	0	0	1	3	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
14	43	F	1	1	0	0	162	103	0	0	0	0	0	29.3	0	0	0	ischaemic	large_vessel	4	6	1	0	0	0	0	27	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	0	none	3
15	63	M	1	0	0	0	170	65	0	0	1	0	0	33.3	0	0	0	ischaemic	large_vessel	10	13	1	1	0	0	0	2	1	0	1	0	0	0	0	0	0	0	1	0	0	survived	4	severe	13
16	63	F	1	0	0	0	111	64	0	0	0	1	0	27.7	0	0	0	ischaemic	large_vessel	33	9	1	0	1	0	0	9	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	4	severe	18
17	81	F	1	1	0	0	149	70	1	0	0	0	0	17.1	0	0	0	ischaemic	undetermined	21	10	1	0	1	1	0	7	0	0	1	0	0	0	1	0	0	0	0	1	0	survived	3	moderate	26
18	53	F	1	0	0	0	170	118	0	0	0	0	0	20.4	1	0	0	intracerebral_haemorrhage	null	7	11	1	0	0	0	0	7	0	0	1	0	0	0	0	0	0	0	1	0	0	survived	3	moderate	2
19	35	F	1	1	0	0	117	70	0	0	0	0	0	22.4	0	0	0	intracerebral_haemorrhage	null	0	13	0	0	0	0	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	2	mild	15
20	72	F	1	1	1	1	107	76	0	1	1	0	1	21.1	0	0	0	ischaemic	large_vessel	0	8	1	0	0	0	0	21	0	0	1	1	0	0	0	0	0	0	0	0	1	survived	3	moderate	1
21	66	M	0	1	1	1	90	50	0	0	0	0	1	30.7	0	0	0	intracerebral_haemorrhage	null	5	11	1	0	0	0	0	7	0	0	1	0	0	0	0	0	0	0	1	1	0	died	5	severe	1
22	41	F	0	1	0	0	193	95	1	0	0	0	0	25.7	1	0	0	ischaemic	undetermined	12	11	1	1	1	0	0	2	0	1	1	0	1	0	0	0	0	0	0	0	0	survived	4	severe	16
23	62	M	0	1	0	0	144	99	0	0	1	0	0	33.2	0	0	0	ischaemic	undetermined	12	12	1	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	survived	4	severe	10
24	64	F	1	1	0	0	150	87	1	0	0	1	0	28.1	0	0	0	ischaemic	undetermined	13	9	1	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	4	severe	13
25	42	M	1	1	0	0	97	69	0	0	0	0	0	31.2	0	0	0	ischaemic	small_vessel	11	11	1	0	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	survived	4	severe	20
26	56	M	1	1	0	0	161	95	0	0	0	1	0	20.2	0	1	0	intracerebral_haemorrhage	null	4	13	1	0	0	0	0	9	0	0	1	0	0	0	0	0	0	0	1	0	0	survived	2	mild	4
27	64	M	0	1	0	0	159	74	0	1	0	1	0	25.5	0	0	0	intracerebral_haemorrhage	null	6	10	1	0	0	0	0	3	0	1	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	5
28	84	F	1	1	0	0	163	96	0	0	0	0	0	26	1	0	0	intracerebral_haemorrhage	null	0	8	1	0	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	4
29	59	F	1	0	0	0	135	72	1	0	0	0	0	30	0	0	0	ischaemic	cardioembolic	10	9	0	0	0	0	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	4
30	49	M	1	0	0	0	166	78	0	0	0	0	0	27.1	0	0	0	subarachnoid_haemorrhage	null	0	11	0	1	0	0	0	25	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	2	mild	1
31	65	F	1	1	0	0	174	102	0	0	0	0	0	30.2	0	0	0	intracerebral_haemorrhage	null	0	12	1	1	0	1	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	survived	3	moderate	7
32	49	M	1	1	1	0	157	95	0	0	0	0	0	29.5	1	0	0	intracerebral_haemorrhage	null	9	14	1	0	0	0	0	37	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	4	severe	24
33	53	M	0	1	1	0	157	70	0	0	0	0	0	30.3	0	0	1	ischaemic	undetermined	10	13	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	4
34	46	M	1	1	1	0	142	55	1	0	0	1	0	25.8	0	0	0	ischaemic	small_vessel	7	10	1	0	1	0	0	51	0	0	1	1	0	0	1	0	0	0	0	0	0	survived	3	moderate	2
35	59	F	0	1	0	0	184	117	0	0	0	0	0	25.8	1	0	0	ischaemic	large_vessel	17	7	1	0	0	0	0	2	0	0	1	0	1	1	0	1	0	0	0	1	0	survived	4	severe	13
36	59	F	1	0	0	0	180	92	0	0	0	0	0	30.2	0	0	0	ischaemic	undetermined	4	4	0	0	0	0	0	6	0	0	1	1	0	0	0	0	0	0	0	0	1	survived	2	mild	14
37	48	F	1	1	1	0	167	71	1	0	0	1	0	27.4	0	0	0	intracerebral_haemorrhage	null	3	11	1	0	1	0	0	14	1	0	1	0	0	0	0	1	0	0	0	1	0	survived	1	none	3
38	51	F	1	1	1	0	181	89	0	0	1	0	0	18.4	0	0	0	ischaemic	undetermined	13	12	0	0	0	0	0	22	0	0	1	1	1	0	0	0	0	0	0	1	0	died	5	severe	1
39	56	F	0	1	1	1	117	71	0	0	0	0	0	23.9	0	0	0	ischaemic	large_vessel	2	14	0	0	0	0	0	13	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	2	mild	7
40	52	F	1	1	0	0	169	74	0	0	1	0	0	24.5	0	0	0	intracerebral_haemorrhage	null	28	12	1	0	0	0	0	10	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
41	74	F	0	0	0	0	125	111	0	0	0	0	0	26.6	0	0	0	ischaemic	small_vessel	2	12	1	1	0	0	1	23	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	1	none	12
42	86	M	1	1	0	0	110	69	0	0	0	0	0	19.7	0	0	0	intracerebral_haemorrhage	null	4	15	1	0	0	0	0	22	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	1	none	11
43	57	F	0	1	0	0	173	100	1	1	0	0	0	22.9	0	0	0	ischaemic	undetermined	3	9	0	1	1	0	0	5	0	0	1	0	0	0	0	0	1	0	0	1	0	survived	3	moderate	1
44	57	F	1	1	1	0	125	73	0	0	0	0	0	27.2	0	0	0	ischaemic	small_vessel	2	11	1	1	0	0	0	10	1	0	1	1	0	0	0	0	0	0	0	0	1	died	5	severe	2
45	75	F	0	0	0	0	169	85	0	0	0	0	0	27.4	0	0	0	intracerebral_haemorrhage	null	2	7	0	0	1	1	0	7	0	0	1	0	0	0	0	0	1	0	0	0	0	died	5	severe	30
46	60	F	1	1	0	0	189	84	0	0	0	0	0	18	0	0	0	ischaemic	cardioembolic	15	5	1	1	0	0	0	1	0	0	1	1	1	0	0	0	0	0	0	0	0	survived	4	severe	2
47	52	M	1	1	0	0	147	97	0	0	0	0	0	31.1	0	0	0	ischaemic	large_vessel	32	8	0	0	1	0	1	3	1	0	1	1	0	0	0	0	0	0	0	0	0	survived	4	severe	3
48	39	M	0	1	1	1	142	60	0	0	1	0	0	30.5	0	0	0	ischaemic	large_vessel	4	15	1	0	1	0	0	34	1	0	1	0	0	1	0	0	0	0	0	0	0	survived	2	mild	17
49	63	M	1	1	0	0	180	96	0	0	0	0	0	18	0	0	0	ischaemic	small_vessel	31	3	1	0	1	0	0	12	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
50	52	F	0	1	0	0	107	106	0	0	0	0	0	33.8	0	0	0	ischaemic	small_vessel	12	13	1	0	0	0	0	5	1	0	1	0	0	0	0	0	0	0	0	1	0	died	5	severe	1
51	68	M	1	1	0	0	169	74	0	0	1	0	0	26.8	0	0	0	ischaemic	large_vessel	27	6	1	0	0	0	0	4	1	1	1	1	0	0	0	1	0	0	0	0	0	survived	5	severe	3
52	48	F	1	1	1	0	171	88	0	0	0	0	1	29.1	0	1	0	subarachnoid_haemorrhage	null	23	5	1	1	0	0	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	3
53	44	M	1	1	0	0	138	114	0	0	0	0	0	22	0	0	0	subarachnoid_haemorrhage	null	5	6	1	0	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
54	48	M	1	1	0	0	179	91	0	1	0	0	0	16.5	1	0	0	ischaemic	undetermined	0	11	1	1	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	2
55	62	M	0	1	0	0	189	104	0	0	0	1	1	34	0	0	0	ischaemic	undetermined	6	9	1	0	0	0	0	17	0	0	1	0	1	0	0	1	0	0	0	0	0	survived	3	moderate	1
56	68	F	1	1	0	0	176	102	0	0	1	0	0	40.3	0	0	0	subarachnoid_haemorrhage	null	26	6	1	0	1	0	0	8	1	0	1	0	0	1	0	0	1	0	0	0	0	died	5	severe	1
57	58	M	1	1	1	1	101	82	0	0	0	0	0	28.3	0	0	0	ischaemic	undetermined	12	14	0	1	0	0	1	7	1	0	1	0	0	0	0	0	0	0	0	0	1	survived	3	moderate	8
58	55	F	1	0	0	0	149	88	0	0	0	0	0	37	0	0	0	ischaemic	undetermined	8	12	0	1	0	0	0	8	1	0	1	1	0	0	0	0	0	1	0	0	0	survived	3	moderate	13
59	47	F	0	1	0	0	139	105	0	0	1	0	0	32.5	0	0	0	ischaemic	undetermined	5	10	1	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	1	0	0	survived	2	mild	4
60	87	F	1	1	0	0	160	97	1	0	0	0	0	23.3	0	0	0	subarachnoid_haemorrhage	null	19	6	0	1	0	0	0	2	1	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	2
61	47	F	1	1	1	0	166	102	1	0	0	0	0	25.8	0	0	0	subarachnoid_haemorrhage	null	12	7	1	1	1	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	8
62	60	M	1	1	1	0	113	88	1	1	0	1	0	15	0	0	0	ischaemic	cardioembolic	3	15	1	0	0	0	0	3	1	0	1	1	0	0	0	0	0	1	0	0	0	died	5	severe	9
63	20	F	1	0	0	0	178	80	0	0	0	1	0	26.3	0	0	0	ischaemic	small_vessel	6	13	1	0	1	0	0	59	0	0	1	0	0	0	0	0	1	1	0	0	1	survived	2	mild	19
64	56	M	1	1	0	0	155	84	1	0	0	0	0	27	0	0	0	ischaemic	small_vessel	15	12	0	0	0	0	0	3	0	0	1	0	0	0	0	0	0	0	1	0	0	died	5	severe	5
65	57	F	0	1	0	0	177	85	0	0	0	0	0	29.5	0	0	0	ischaemic	large_vessel	2	10	1	0	0	0	0	31	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	8
66	77	F	1	1	0	0	113	90	0	1	1	1	0	23.1	0	0	0	ischaemic	undetermined	3	11	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	survived	1	none	1
67	66	F	1	1	0	0	144	67	1	0	0	1	0	22.5	0	0	0	ischaemic	cardioembolic	32	6	0	0	0	0	0	14	0	1	1	0	0	0	0	0	0	0	1	0	0	died	5	severe	1
68	62	M	0	1	0	0	140	111	0	0	0	0	0	28.8	0	0	0	intracerebral_haemorrhage	null	18	12	1	0	0	1	1	22	0	1	1	0	0	0	0	0	0	0	0	0	0	survived	5	severe	9
69	66	M	0	1	1	1	120	96	1	0	0	0	0	25.1	0	0	0	ischaemic	small_vessel	13	13	1	0	0	0	1	9	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	2	mild	26
70	79	F	0	0	0	0	172	97	0	0	0	0	0	37.4	1	0	0	intracerebral_haemorrhage	null	2	9	1	1	0	0	0	12	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	4
71	68	F	1	0	0	0	137	51	1	0	0	0	0	31.9	0	0	0	ischaemic	cardioembolic	5	14	1	0	0	0	0	16	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	1
72	60	F	1	0	0	0	158	98	1	0	0	0	0	25.6	0	0	0	intracerebral_haemorrhage	null	6	10	1	0	1	0	0	3	1	0	1	0	0	0	1	0	0	0	0	0	0	survived	2	mild	10
73	53	M	1	0	0	0	129	70	0	0	0	0	0	27.8	0	0	0	intracerebral_haemorrhage	null	0	11	1	0	1	0	0	1	1	0	1	0	0	0	1	0	0	0	0	0	0	survived	2	mild	7
74	46	M	1	1	0	0	165	92	0	0	0	0	0	29.5	0	0	0	ischaemic	large_vessel	1	15	1	0	0	0	0	33	0	0	1	1	0	0	0	0	0	0	0	0	0	survived	2	mild	17
75	55	F	1	1	0	0	139	68	0	0	0	1	1	29.7	1	1	0	ischaemic	cardioembolic	21	9	1	0	1	0	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
76	52	M	1	1	1	0	186	100	0	0	0	0	0	33.4	0	0	0	ischaemic	undetermined	4	13	1	0	1	0	0	17	0	0	1	1	0	0	1	0	0	0	0	0	0	survived	0	none	7
77	38	F	1	1	1	1	146	64	1	0	0	0	0	38.5	1	0	0	intracerebral_haemorrhage	null	3	11	0	1	0	0	0	35	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	1	none	1
78	78	M	0	0	0	0	128	81	0	1	0	0	0	41.3	0	0	0	ischaemic	undetermined	2	6	1	1	1	1	0	6	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	2
79	57	M	0	0	0	0	113	61	0	0	0	0	0	19	0	0	0	ischaemic	undetermined	3	8	1	0	0	0	0	10	1	0	1	1	0	0	0	0	0	0	0	0	0	survived	1	none	2
80	62	M	0	1	0	0	189	110	0	0	0	1	0	22.2	1	0	0	ischaemic	undetermined	3	15	1	0	0	1	0	3	0	0	1	0	1	0	0	0	0	0	0	0	0	survived	0	none	7
81	36	F	0	1	1	1	128	79	0	0	0	0	0	22.1	0	0	0	intracerebral_haemorrhage	null	1	11	0	0	0	0	0	8	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	1	none	25
82	70	M	0	0	0	0	179	56	0	0	0	0	0	29.7	1	0	0	intracerebral_haemorrhage	null	2	10	1	0	0	0	0	26	0	0	1	0	0	1	0	0	0	0	0	0	0	survived	1	none	13
83	62	F	0	1	0	0	187	102	0	0	0	0	0	25.4	0	0	0	ischaemic	large_vessel	0	14	1	1	1	0	0	17	0	0	1	0	1	1	0	0	0	1	0	0	0	died	5	severe	1
84	61	F	0	0	0	0	108	79	0	0	1	1	0	27.1	1	0	0	subarachnoid_haemorrhage	null	5	12	1	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	survived	3	moderate	1
85	59	F	1	1	1	1	160	104	0	0	0	1	1	21.9	0	0	0	ischaemic	large_vessel	1	13	0	0	0	0	0	7	1	0	1	1	0	1	0	0	0	0	0	0	0	survived	2	mild	1
86	62	M	1	0	0	0	127	106	1	0	0	1	0	23	0	0	0	ischaemic	large_vessel	4	13	1	0	1	0	0	8	1	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
87	49	F	1	1	0	0	141	89	0	0	0	0	0	25.4	0	0	0	intracerebral_haemorrhage	null	7	10	1	0	1	1	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	16
88	73	F	0	1	0	0	166	86	0	0	0	0	1	18.7	1	0	0	subarachnoid_haemorrhage	null	4	13	1	1	1	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	survived	1	none	18
89	53	M	1	1	0	0	151	96	0	0	0	0	0	15	0	0	0	ischaemic	undetermined	4	10	1	1	1	0	0	14	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	30
90	67	M	1	1	1	0	211	109	0	0	0	0	0	21	0	0	0	ischaemic	large_vessel	2	14	1	0	0	1	0	5	0	0	1	0	1	0	0	0	0	0	0	0	0	died	5	severe	1
91	55	M	1	1	0	0	151	106	0	0	0	0	0	26.9	0	0	0	subarachnoid_haemorrhage	null	19	5	1	0	1	1	0	9	0	1	1	0	0	0	0	0	1	0	0	0	0	died	5	severe	3
92	37	F	1	1	1	0	153	80	0	1	0	0	0	25.6	0	0	0	intracerebral_haemorrhage	null	5	8	0	0	0	0	0	10	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	3	moderate	12
93	82	M	1	1	1	0	109	96	0	0	0	0	0	26.7	0	1	0	intracerebral_haemorrhage	null	6	15	0	0	1	0	0	29	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
94	53	M	1	0	0	0	154	71	1	0	0	0	0	33.3	0	0	0	intracerebral_haemorrhage	null	14	12	1	0	0	0	0	4	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	4	severe	34
95	55	F	1	0	0	0	152	94	0	0	0	0	0	26.4	0	0	0	ischaemic	small_vessel	22	7	1	1	0	0	0	27	0	0	1	1	0	0	0	0	0	0	0	0	0	died	5	severe	3
96	63	M	1	1	0	0	176	84	1	0	0	1	0	27.9	0	0	0	intracerebral_haemorrhage	null	20	11	1	0	0	0	0	9	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
97	48	M	0	1	0	0	153	91	1	0	0	1	0	19.7	0	0	0	ischaemic	large_vessel	4	14	1	1	1	0	0	1	1	0	1	0	0	0	0	0	1	0	0	0	0	survived	1	none	7
98	51	F	1	1	1	1	192	73	0	0	0	1	0	19.1	0	0	0	intracerebral_haemorrhage	null	0	14	0	0	1	1	1	13	0	0	1	0	1	0	1	0	0	0	0	0	0	survived	3	moderate	16
99	87	F	0	0	0	0	145	90	0	0	0	0	0	24.7	0	0	0	ischaemic	undetermined	4	10	0	0	0	0	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	died	5	severe	1
100	52	M	1	1	0	0	132	68	0	0	0	1	0	19.2	1	0	0	intracerebral_haemorrhage	null	11	10	1	0	0	0	0	55	0	0	1	0	0	0	0	0	0	0	0	0	0	survived	4	severe	3

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Stroke & Cerebrovascular Disease Dataset

Abstract

This dataset provides 30,000 simulated stroke records (10,000 per scenario) of adults presenting with acute stroke in sub-Saharan Africa. Each record contains 50+ variables including risk factors, stroke type, severity (NIHSS, GCS), imaging, treatment, complications, and outcomes (30-day mortality, mRS). Three settings: tertiary hospital (28% mortality), district hospital (41%), and rural facility (57%).

1. Introduction

Stroke in Africa has an annual incidence up to 316/100K person-years, with 30-day case fatality rates of ~30% (range 18-40%) and 90-day mortality reaching 50% at some centres. Approximately 60% of strokes are ischaemic and 32% haemorrhagic — a higher proportion of haemorrhagic stroke than in HICs. Mean age at onset is ~59 years, 10 years younger than Western populations. Hypertension is the dominant risk factor with BP control rates <10% in many SSA populations. CT scanning and thrombolysis are virtually unavailable outside tertiary centres.

This dataset is entirely simulated. It must not be used for clinical decision-making.

2. Methodology

2.1 Parameterization

Parameter	Value	Source
Incidence (Africa)	Up to 316/100K	Frontiers Stroke 2025
30-day CFR (SSA pooled)	~30%	PLOS Glob PH 2024
90-day mortality	~50%	Muhimbili 2018
Ischaemic / ICH / SAH	60% / 32% / 8%	Sierra Leone 2021
Mean age	59 years	Sierra Leone 2021
Hypertension prevalence	75%	PMC 2015
BP control rate	<10%	PMC 2015
Recurrence rate	9-25%	PMC 2024

2.2 Scenario Design

Scenario	CT	Thrombolysis	Stroke Unit	30-Day Mortality
Tertiary hospital	Yes	Limited	Yes	28%
District hospital	No	No	No	41%
Rural facility	No	No	No	57%

3. Schema

Column	Type	Description
id	int	Unique identifier
age_years	int	Patient age
sex	categorical	M / F
hypertension	binary	Hypertension
systolic_bp	int	Systolic BP (mmHg)
diastolic_bp	int	Diastolic BP (mmHg)
diabetes	binary	Diabetes
atrial_fibrillation	binary	AF
smoking	binary	Current smoker
alcohol_heavy	binary	Heavy alcohol
prior_stroke	binary	Prior stroke
stroke_type	categorical	ischaemic / intracerebral_haemorrhage / subarachnoid_haemorrhage
ischaemic_subtype	categorical	large_vessel / small_vessel / cardioembolic / undetermined
nihss_score	int	NIHSS (0-42)
gcs_score	int	GCS (3-15)
hemiparesis	binary	Hemiparesis
aphasia	binary	Aphasia
dysphagia	binary	Dysphagia
onset_to_arrival_hours	int	Time to presentation
ct_performed	binary	CT scan done
thrombolysis	binary	Thrombolysis given
antiplatelet	binary	Antiplatelet
statin	binary	Statin
physiotherapy_started	binary	Early physiotherapy
aspiration_pneumonia	binary	Aspiration pneumonia
outcome_30_day	categorical	survived / died
mrs_discharge	int	Modified Rankin Scale (0-5)
disability	categorical	none / mild / moderate / severe
hospital_days	int	Hospital stay

4. Validation

Validation Report

Key validation checks:

Mortality gradient: 28% → 41% → 57% ✓
Stroke type: 60% ischaemic, 32% ICH ✓
Hypertension: 75% prevalence ✓
CT access: 80% tertiary vs 0% district/rural ✓
ICH mortality > ischaemic ✓
Mean age ~59 ✓

5. Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/stroke-cerebrovascular-disease", "district_hospital")
df = dataset["train"].to_pandas()

6. Limitations

Simulated: Not from real stroke registries.
No neuroimaging: No actual CT/MRI data.
No longitudinal: 30-day outcome only, no long-term follow-up.
No rehabilitation: Limited rehab outcome data.
Simplified: No detailed vascular territory mapping.

7. References

Frontiers Stroke (2025). Strategic action plan for stroke in Africa.
PLOS Glob Public Health (2024). 30-day stroke CFR in SSA.
PubMed (2021). Stroke register Sierra Leone.
PubMed (2020). Predictors of stroke mortality Uganda.
PubMed (2018). Stroke at Muhimbili Tanzania.
PMC (2015). Burden of stroke in Africa.
PMC (2024). Stroke recurrence in SSA.

Citation

@dataset{esa_stroke_2025,
  title={Stroke and Cerebrovascular Disease Dataset},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/electricsheepafrica/stroke-cerebrovascular-disease}
}

License

CC-BY-4.0

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