Datasets:

electricsheepafrica
/

africa-synth-blood-transfusion-safety-all

id int64	recipient_age int64	recipient_sex string	facility_level string	indication string	donor_type string	donor_blood_group string	recipient_blood_group string	tti_all4_screened int64	hiv_screened int64	hbv_screened int64	hcv_screened int64	syphilis_screened int64	nat_done int64	hiv_reactive int64	hbv_reactive int64	hcv_reactive int64	syphilis_reactive int64	any_tti_reactive int64	unit_discarded_tti int64	blood_group_typed int64	crossmatch_done int64	abo_compatible int64	component_separated int64	product_type string	cold_chain_maintained int64	blood_available int64	transfusion_given int64	inappropriate_transfusion int64	transfusion_reaction int64	reaction_type string	reaction_managed int64	consent_documented int64	pre_transfusion_hb float64	post_transfusion_hb float64	year int64
1	30	female	health_centre	malaria_severe	voluntary	O_neg	B_pos	0	1	1	1	0	0	0	0	0	0	0	0	1	1	1	0	packed_rbc	0	1	1	0	0	none	0	0	5.3	7.6	2,019
2	33	female	district	other	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	packed_rbc	0	1	1	1	0	none	0	1	7.4	9.4	2,023
3	38	female	district	severe_anemia	replacement	O_pos	O_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	1	1	0	whole_blood	0	1	1	1	0	none	0	1	7.4	9.2	2,023
4	38	female	health_centre	obstetric_hemorrhage	voluntary	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	1	1	0	0	none	0	0	5.2	7.8	2,023
5	41	female	regional	obstetric_hemorrhage	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	packed_rbc	1	0	0	0	0	none	0	1	null	null	2,021
6	44	male	tertiary	trauma	voluntary	B_pos	A_pos	1	1	1	1	1	0	1	0	0	0	1	1	1	1	0	0	platelets	0	0	0	0	0	none	0	1	null	null	2,021
7	18	female	tertiary	neonatal	replacement	O_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	0	1	1	0	0	none	0	1	7.9	10.1	2,022
8	24	female	tertiary	obstetric_hemorrhage	voluntary	B_neg	B_pos	0	0	0	1	1	0	0	0	0	0	0	0	1	0	1	0	platelets	1	1	1	0	0	none	0	1	8.9	10.3	2,021
9	39	female	district	obstetric_hemorrhage	voluntary	O_pos	O_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	1	1	1	whole_blood	1	1	1	0	0	none	0	0	5.7	7.4	2,019
10	29	female	tertiary	obstetric_hemorrhage	voluntary	AB_pos	A_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	0	1	0	packed_rbc	1	1	1	0	0	none	0	0	3.1	6.2	2,020
11	11	female	tertiary	obstetric_hemorrhage	replacement	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	1	packed_rbc	1	0	0	0	0	none	0	0	null	null	2,021
12	31	female	health_centre	neonatal	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	1	0	0	1	1	1	0	1	1	whole_blood	1	0	0	0	0	none	0	0	null	null	2,023
13	17	female	district	sickle_cell	voluntary	A_pos	A_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	0	1	1	0	0	none	0	1	8.4	10.6	2,023
14	33	female	district	malaria_severe	voluntary	B_pos	O_pos	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,020
15	10	male	district	obstetric_hemorrhage	replacement	A_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	1	ffp	1	0	0	0	0	none	0	0	null	null	2,021
16	29	female	regional	severe_anemia	voluntary	O_pos	O_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	platelets	1	0	0	0	0	none	0	0	null	null	2,020
17	76	female	tertiary	severe_anemia	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,019
18	29	male	regional	obstetric_hemorrhage	replacement	O_pos	B_pos	0	1	1	1	0	0	0	0	0	0	0	0	0	0	1	0	packed_rbc	0	1	1	1	0	none	0	1	8.7	10.7	2,023
19	16	female	tertiary	surgical	replacement	O_neg	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,020
20	63	male	district	malaria_severe	replacement	AB_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	packed_rbc	1	0	0	0	0	none	0	1	null	null	2,022
21	11	male	regional	severe_anemia	voluntary	A_pos	A_pos	0	1	1	1	0	0	0	0	0	0	0	0	1	0	1	0	ffp	0	0	0	0	0	none	0	0	null	null	2,021
22	13	female	tertiary	obstetric_hemorrhage	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	1	0	1	1	0	1	1	0	packed_rbc	1	1	0	0	0	none	0	0	null	null	2,023
23	33	male	district	malaria_severe	voluntary	A_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	0	0	whole_blood	1	1	1	1	0	none	0	1	9.1	10.9	2,020
24	18	male	regional	surgical	replacement	A_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	0	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,023
25	85	female	health_centre	trauma	replacement	O_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	1	whole_blood	1	1	1	0	1	febrile	0	0	3.1	5.8	2,021
26	20	female	district	other	replacement	B_pos	O_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	1	0	1	packed_rbc	0	0	0	0	0	none	0	0	null	null	2,021
27	7	female	district	obstetric_hemorrhage	replacement	B_pos	B_pos	0	1	1	1	1	0	0	0	0	0	0	0	0	1	0	0	packed_rbc	0	1	1	0	0	none	0	1	4.9	6.7	2,022
28	12	female	regional	neonatal	voluntary	A_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	whole_blood	1	0	0	0	0	none	0	0	null	null	2,022
29	7	male	health_centre	severe_anemia	voluntary	O_pos	O_pos	1	1	1	1	1	1	0	0	0	0	0	0	0	0	1	0	whole_blood	0	1	1	1	0	none	0	1	2	4.4	2,022
30	15	male	regional	obstetric_hemorrhage	replacement	O_pos	A_pos	0	1	1	1	0	0	0	0	0	0	0	0	1	0	1	1	ffp	0	0	0	0	0	none	0	1	null	null	2,019
31	5	male	tertiary	surgical	voluntary	O_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	1	1	0	1	allergic	1	1	7.4	9.2	2,023
32	23	male	regional	severe_anemia	replacement	O_pos	O_pos	0	1	1	0	1	0	0	0	0	1	1	1	1	1	1	1	ffp	1	0	0	0	0	none	0	1	null	null	2,023
33	26	female	district	obstetric_hemorrhage	replacement	B_pos	O_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	1	1	1	1	0	none	0	0	9.4	12.3	2,021
34	29	female	tertiary	obstetric_hemorrhage	replacement	O_pos	A_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	whole_blood	0	1	1	0	0	none	0	1	8	10.5	2,023
35	25	female	district	severe_anemia	replacement	B_pos	A_pos	0	0	1	1	1	0	0	0	0	0	0	0	0	1	0	0	whole_blood	0	1	1	1	0	none	0	0	3.7	4.6	2,022
36	25	male	district	sickle_cell	replacement	B_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,021
37	85	female	regional	trauma	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	1	platelets	0	1	1	1	0	none	0	1	4.8	6.8	2,019
38	12	female	district	severe_anemia	voluntary	O_pos	O_pos	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	0	0	0	0	none	0	0	null	null	2,022
39	18	male	tertiary	neonatal	replacement	B_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	0	1	packed_rbc	0	1	1	0	0	none	0	1	8	10.6	2,023
40	12	female	regional	surgical	voluntary	AB_pos	B_pos	0	1	1	1	1	0	0	0	0	0	0	0	0	1	0	0	whole_blood	1	1	1	1	0	none	0	1	7	9.6	2,021
41	19	male	health_centre	neonatal	replacement	O_pos	O_pos	0	1	1	1	0	0	0	0	0	0	0	0	0	1	1	0	whole_blood	0	1	1	1	0	none	0	1	5.4	7.3	2,021
42	38	male	district	severe_anemia	replacement	A_pos	A_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	packed_rbc	1	0	0	0	0	none	0	1	null	null	2,022
43	23	female	district	severe_anemia	replacement	O_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	1	packed_rbc	1	0	0	0	0	none	0	0	null	null	2,020
44	12	male	regional	obstetric_hemorrhage	voluntary	A_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	1	1	0	0	none	0	0	4.9	7.3	2,023
45	12	female	district	malaria_severe	voluntary	O_pos	B_pos	0	1	0	0	0	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,020
46	18	female	tertiary	obstetric_hemorrhage	voluntary	B_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	platelets	0	1	1	1	0	none	0	1	6.2	8	2,019
47	8	male	regional	trauma	replacement	B_pos	A_pos	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,021
48	45	female	health_centre	severe_anemia	replacement	O_pos	B_pos	1	1	1	1	1	0	0	1	0	1	1	1	1	0	1	1	ffp	0	1	0	0	0	none	0	1	null	null	2,023
49	13	female	health_centre	obstetric_hemorrhage	voluntary	B_pos	O_pos	0	1	0	1	1	0	0	0	0	0	0	0	1	1	0	0	packed_rbc	1	0	0	0	0	none	0	1	null	null	2,022
50	40	male	health_centre	other	replacement	O_pos	O_pos	0	1	0	1	0	0	0	0	0	0	0	0	1	0	1	0	whole_blood	1	0	0	0	0	none	0	0	null	null	2,022
51	27	male	district	surgical	replacement	A_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,022
52	70	male	regional	severe_anemia	voluntary	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	1	1	1	0	0	none	0	0	5.9	8.5	2,022
53	43	male	regional	surgical	replacement	A_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	0	1	packed_rbc	1	1	1	0	0	none	0	1	4.9	7.4	2,022
54	18	female	regional	surgical	replacement	A_pos	O_pos	0	1	1	1	1	0	0	0	0	0	0	0	1	0	0	0	packed_rbc	0	0	0	0	0	none	0	0	null	null	2,019
55	68	male	health_centre	trauma	voluntary	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	ffp	1	0	0	0	0	none	0	1	null	null	2,020
56	18	female	district	other	paid	B_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	0	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,023
57	15	male	regional	cancer	voluntary	A_pos	O_pos	0	1	1	1	0	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,023
58	34	female	health_centre	malaria_severe	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	1	0	0	1	1	0	1	1	0	packed_rbc	1	1	0	0	0	none	0	0	null	null	2,020
59	19	female	district	severe_anemia	voluntary	O_pos	AB_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	packed_rbc	0	1	1	0	0	none	0	1	6.6	9.3	2,022
60	3	female	regional	severe_anemia	voluntary	O_pos	O_pos	0	1	0	0	1	0	0	0	0	0	0	0	1	1	1	0	cryoprecipitate	1	1	1	1	0	none	0	1	7.4	9.5	2,022
61	24	male	health_centre	trauma	replacement	AB_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	packed_rbc	0	0	0	0	0	none	0	1	null	null	2,022
62	42	female	tertiary	obstetric_hemorrhage	replacement	A_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,021
63	19	female	district	sickle_cell	voluntary	A_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	0	0	packed_rbc	0	1	1	0	0	none	0	1	6	6.9	2,023
64	22	male	health_centre	obstetric_hemorrhage	voluntary	O_pos	A_pos	0	1	0	1	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,023
65	10	female	regional	severe_anemia	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	packed_rbc	0	0	0	0	0	none	0	0	null	null	2,023
66	10	female	health_centre	cancer	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	packed_rbc	0	0	0	0	0	none	0	0	null	null	2,023
67	45	female	regional	trauma	replacement	O_pos	A_pos	1	1	1	1	1	0	0	1	0	0	1	1	0	0	1	0	whole_blood	0	1	0	0	0	none	0	0	null	null	2,020
68	14	female	regional	surgical	paid	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	cryoprecipitate	1	1	1	0	0	none	0	1	5.8	7	2,021
69	48	male	regional	severe_anemia	replacement	A_pos	B_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,020
70	20	male	tertiary	other	voluntary	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,022
71	27	male	district	other	replacement	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	0	0	0	0	none	0	0	null	null	2,020
72	36	female	district	surgical	replacement	AB_pos	B_pos	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,023
73	8	female	district	neonatal	voluntary	O_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	1	platelets	1	0	0	0	0	none	0	0	null	null	2,023
74	10	female	district	surgical	voluntary	O_pos	AB_pos	0	1	0	1	1	0	0	0	0	0	0	0	0	1	1	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,021
75	38	male	tertiary	obstetric_hemorrhage	voluntary	A_neg	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,023
76	27	male	regional	neonatal	voluntary	B_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,020
77	10	female	district	obstetric_hemorrhage	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	packed_rbc	0	0	0	0	0	none	0	1	null	null	2,022
78	69	male	district	severe_anemia	replacement	A_pos	O_pos	0	1	1	1	1	1	0	0	0	0	0	0	1	1	0	0	whole_blood	0	1	1	0	0	none	0	0	2.2	4.4	2,022
79	25	female	health_centre	surgical	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	packed_rbc	1	0	0	0	0	none	0	0	null	null	2,023
80	21	female	regional	surgical	replacement	A_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,021
81	15	female	regional	obstetric_hemorrhage	voluntary	A_pos	O_pos	0	1	1	1	1	0	0	0	1	0	1	1	0	1	0	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,023
82	6	male	district	severe_anemia	voluntary	O_pos	O_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	1	1	0	0	none	0	1	3.8	5.5	2,020
83	38	male	health_centre	other	voluntary	B_pos	O_neg	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,022
84	10	female	district	severe_anemia	voluntary	O_pos	O_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	0	1	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,019
85	85	female	regional	severe_anemia	replacement	A_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	1	1	1	0	0	none	0	1	5.4	7.5	2,022
86	9	female	tertiary	obstetric_hemorrhage	voluntary	O_pos	O_pos	0	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	packed_rbc	1	0	0	0	0	none	0	0	null	null	2,023
87	85	male	regional	trauma	voluntary	O_pos	A_neg	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	1	whole_blood	1	0	0	0	0	none	0	1	null	null	2,021
88	34	female	health_centre	surgical	replacement	B_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	1	1	0	0	none	0	1	7.3	10.3	2,021
89	9	female	district	surgical	replacement	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	packed_rbc	0	1	1	1	0	none	0	1	5.7	8.2	2,019
90	36	male	tertiary	obstetric_hemorrhage	voluntary	O_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	packed_rbc	0	0	0	0	0	none	0	1	null	null	2,022
91	16	female	district	neonatal	replacement	O_pos	B_pos	0	1	0	1	0	0	0	0	0	0	0	0	1	0	1	0	packed_rbc	0	1	1	1	0	none	0	1	7.8	9.9	2,021
92	20	female	regional	cancer	voluntary	O_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	0	1	0	platelets	0	0	0	0	0	none	0	0	null	null	2,020
93	29	male	health_centre	trauma	voluntary	B_pos	O_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	0	0	0	0	0	none	0	1	null	null	2,021
94	14	female	regional	obstetric_hemorrhage	voluntary	AB_neg	O_pos	0	1	0	1	1	0	0	0	0	0	0	0	1	1	0	0	ffp	1	0	0	0	0	none	0	1	null	null	2,019
95	19	male	district	obstetric_hemorrhage	replacement	B_pos	B_pos	1	1	1	1	1	0	0	0	0	0	0	0	1	1	1	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,021
96	17	female	regional	trauma	paid	A_pos	B_pos	0	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	packed_rbc	0	0	0	0	0	none	0	0	null	null	2,023
97	14	female	tertiary	trauma	voluntary	B_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	whole_blood	0	0	0	0	0	none	0	0	null	null	2,021
98	35	male	district	obstetric_hemorrhage	voluntary	B_pos	AB_pos	0	1	1	1	1	0	0	0	0	0	0	0	1	1	0	0	whole_blood	1	1	1	0	0	none	0	0	6.8	8.3	2,021
99	47	male	health_centre	surgical	voluntary	A_pos	A_pos	1	1	1	1	1	0	0	0	0	0	0	0	0	1	0	0	whole_blood	1	1	1	0	0	none	0	0	7.9	11.2	2,023
100	17	male	tertiary	neonatal	voluntary	A_pos	O_pos	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	whole_blood	1	0	0	0	0	none	0	1	null	null	2,021

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

Blood Transfusion Safety

Abstract

Synthetic dataset modeling blood transfusion safety across three SSA scenarios. Captures donor type, TTI screening (HIV/HBV/HCV/syphilis), crossmatching, blood availability, component separation, transfusion reactions, and quality indicators. Parameterized from WHO blood safety data and SSA transfusion research.

Parameterization Evidence

Parameter	Value	Source	Year
SSA blood collection	~5M units/year (vs 15M needed)	WHO Blood Safety	2023
Voluntary donors SSA	~55%	WHO	2023
TTI screening all 4	54% of countries	Tapko et al. Vox Sanguinis	2019
HIV in donors	0.5-8%	Tapko et al.	2019
HBV in donors	3-15%	Tapko et al.	2019
Inappropriate transfusion	20-50%	Eichbaum et al. Blood Adv	2019
Transfusion reactions	0.5-3%	Eichbaum et al.	2019

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/blood-transfusion-safety", name="basic_transfusion")
df = ds['train'].to_pandas()

References

WHO (2023). Blood safety and availability fact sheet
Tapko JB et al. (2019). Blood safety WHO AFRO. Vox Sanguinis. DOI: 10.1111/vox.12817
Bloch EM et al. (2012). Transfusion safety Africa. Transfusion. DOI: 10.1111/j.1537-2995.2012.03598.x
Eichbaum Q et al. (2019). Global transfusion practice. Blood Adv. DOI: 10.1182/bloodadvances.2018024737

License

CC-BY-4.0

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