blood-bank-supply-management

id int64	facility_level string	facility_id string	region_type string	collection_type string	has_blood_bank_fridge int64	blood_bank_staff_count int64	product_name string	product_category string	storage_temp_C int64	shelf_life_days int64	unit_cost_usd float64	blood_group string	year int64	month int64	units_collected_month int64	units_requested_month int64	units_crossmatched int64	units_transfused int64	tti_screened_pct float64	tti_positive_pct float64	units_discarded_tti int64	units_expired int64	available_on_survey_day int64	shortage_in_last_month int64	shortage_days_last_month int64	shortage_cause string	crossmatch_turnaround_hours float64	transfusion_reactions_month int64	maternal_deaths_no_blood int64	surgical_cancellations_no_blood int64	cold_chain_maintained int64	report_submitted int64
1	district_hospital	BB_0014	peri_urban	family_replacement	1	4	whole_blood	red_cells	35	42	40	B_pos	2,021	10	39	63	39	25	0.74	5.1	1	9	0	0	0	not_applicable	0.7	2	0	0	1	1
2	district_hospital	BB_0075	urban	family_replacement	1	5	packed_RBC	red_cells	35	42	55	O_pos	2,021	1	39	54	39	31	0.63	8.7	3	8	1	0	0	not_applicable	0.5	0	0	0	1	0
3	district_hospital	BB_0117	rural	family_replacement	1	3	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,023	8	39	56	39	32	0.67	6.6	2	9	1	0	0	not_applicable	1	0	0	0	1	1
4	district_hospital	BB_0065	rural	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,021	8	44	42	27	22	0.69	6.7	2	8	1	1	5	seasonal_low_donation	3	0	0	2	0	0
5	district_hospital	BB_0118	peri_urban	family_replacement	1	2	cryoprecipitate	plasma_derived	-25	365	50	O_pos	2,022	6	41	59	41	30	0.86	7.3	2	6	1	1	9	cold_chain_break	0.9	0	0	1	0	0
6	district_hospital	BB_0067	rural	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	AB_pos	2,023	5	46	50	46	24	0.73	5.6	2	8	1	1	15	transport_delay	1.7	0	0	5	1	0
7	district_hospital	BB_0109	rural	family_replacement	1	2	whole_blood	red_cells	35	42	40	O_pos	2,023	9	37	57	37	27	0.7	6	2	8	1	1	14	transport_delay	3.6	0	0	4	0	1
8	district_hospital	BB_0133	rural	family_replacement	1	3	packed_RBC	red_cells	35	42	55	B_pos	2,022	2	33	59	33	23	0.7	7.5	2	7	1	1	20	insufficient_donors	2.1	0	0	0	0	0
9	district_hospital	BB_0013	urban	family_replacement	1	2	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,023	9	36	53	34	34	0.89	5.4	1	6	0	0	0	not_applicable	0.5	0	0	0	0	0
10	district_hospital	BB_0069	peri_urban	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,023	3	48	44	26	18	0.73	13.2	6	7	1	0	0	not_applicable	0.9	0	0	0	1	1
11	district_hospital	BB_0081	urban	family_replacement	1	1	cryoprecipitate	plasma_derived	-25	365	50	A_pos	2,023	1	38	50	38	28	0.91	12.7	4	8	1	1	15	insufficient_donors	2.9	0	1	0	0	0
12	district_hospital	BB_0048	rural	family_replacement	1	3	group_O_neg_emergency	red_cells	35	42	65	A_pos	2,024	10	39	53	34	26	0.87	3.4	1	9	1	1	5	cold_chain_break	3.5	1	0	1	0	0
13	district_hospital	BB_0031	peri_urban	family_replacement	1	3	whole_blood	red_cells	35	42	40	A_pos	2,024	10	32	39	32	26	0.63	5	1	6	0	1	30	insufficient_donors	0.9	0	0	1	0	0
14	district_hospital	BB_0078	rural	family_replacement	1	2	packed_RBC	red_cells	35	42	55	O_pos	2,023	6	38	54	38	29	0.61	7.6	2	7	1	0	0	not_applicable	7.2	0	0	0	0	0
15	district_hospital	BB_0142	rural	family_replacement	1	5	fresh_frozen_plasma	plasma	-25	365	45	B_pos	2,023	12	31	54	31	19	0.54	5.6	1	6	0	0	0	not_applicable	0.8	2	0	0	0	1
16	district_hospital	BB_0100	rural	family_replacement	1	3	platelet_concentrate	platelets	22	5	60	O_pos	2,021	12	46	61	30	24	0.5	4.1	1	5	0	1	15	transport_delay	6.7	0	1	1	1	0
17	district_hospital	BB_0081	rural	family_replacement	1	3	cryoprecipitate	plasma_derived	-25	365	50	O_pos	2,024	9	44	39	36	28	0.74	12	5	8	0	0	0	not_applicable	1.6	1	0	0	1	1
18	district_hospital	BB_0137	urban	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,023	6	42	48	33	21	0.65	7.1	2	12	1	0	0	not_applicable	0.5	0	0	0	0	0
19	district_hospital	BB_0092	rural	family_replacement	1	4	whole_blood	red_cells	35	42	40	A_neg	2,024	4	51	50	36	29	0.81	9.1	4	9	1	1	6	reagent_stockout_crossmatch	0.5	1	0	0	0	1
20	district_hospital	BB_0076	rural	family_replacement	1	5	packed_RBC	red_cells	35	42	55	A_pos	2,021	5	34	42	34	30	0.68	12.2	4	6	1	0	0	not_applicable	3.5	0	0	0	1	1
21	district_hospital	BB_0037	urban	family_replacement	1	2	fresh_frozen_plasma	plasma	-25	365	45	A_pos	2,023	11	29	58	29	21	0.72	5	1	6	1	0	0	not_applicable	4	1	0	0	1	0
22	district_hospital	BB_0046	rural	family_replacement	1	3	platelet_concentrate	platelets	22	5	60	O_pos	2,024	8	42	47	37	22	0.69	8.8	3	6	0	0	0	not_applicable	2	0	0	0	0	0
23	district_hospital	BB_0077	rural	family_replacement	1	4	cryoprecipitate	plasma_derived	-25	365	50	A_pos	2,023	9	36	55	35	24	0.65	10.4	3	7	0	1	6	insufficient_donors	7.1	2	0	3	1	1
24	district_hospital	BB_0139	rural	family_replacement	1	4	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,023	9	48	50	48	31	0.46	12.8	6	15	1	0	0	not_applicable	1	0	0	0	0	1
25	district_hospital	BB_0102	peri_urban	family_replacement	1	5	whole_blood	red_cells	35	42	40	A_pos	2,024	2	44	48	38	34	0.59	9.8	4	9	0	0	0	not_applicable	1.2	0	0	0	0	0
26	district_hospital	BB_0075	peri_urban	family_replacement	1	4	packed_RBC	red_cells	35	42	55	B_pos	2,023	7	43	44	31	24	0.68	10.5	4	9	0	0	0	not_applicable	2.3	1	0	0	1	0
27	district_hospital	BB_0048	rural	family_replacement	1	3	fresh_frozen_plasma	plasma	-25	365	45	AB_pos	2,021	2	24	36	24	17	0.6	7.8	1	6	0	1	1	expired_units	0.6	0	0	2	1	0
28	district_hospital	BB_0041	peri_urban	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,023	6	43	46	23	18	0.71	9.6	4	8	0	1	1	insufficient_donors	0.5	0	0	3	1	0
29	district_hospital	BB_0074	rural	family_replacement	1	4	cryoprecipitate	plasma_derived	-25	365	50	B_pos	2,023	1	37	46	37	30	0.77	9.9	3	8	1	1	2	collection_campaign_failed	7.4	0	0	5	1	1
30	district_hospital	BB_0116	rural	family_replacement	1	3	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,024	2	42	51	36	22	0.75	9.2	3	4	1	0	0	not_applicable	0.5	1	0	0	0	0
31	district_hospital	BB_0079	rural	family_replacement	1	6	whole_blood	red_cells	35	42	40	B_pos	2,023	5	38	60	38	24	0.65	12.3	4	5	0	0	0	not_applicable	4.6	0	0	0	1	0
32	district_hospital	BB_0098	rural	family_replacement	1	3	packed_RBC	red_cells	35	42	55	B_pos	2,021	9	34	47	34	26	1	10.6	3	5	0	0	0	not_applicable	5.2	0	0	0	1	1
33	district_hospital	BB_0115	urban	family_replacement	1	4	fresh_frozen_plasma	plasma	-25	365	45	B_pos	2,024	2	36	43	34	26	0.6	10.2	3	7	0	1	9	cold_chain_break	5	4	0	0	1	0
34	district_hospital	BB_0064	rural	family_replacement	1	3	platelet_concentrate	platelets	22	5	60	O_pos	2,024	2	42	46	35	25	0.86	6.1	2	12	0	1	1	expired_units	0.5	0	1	5	1	0
35	district_hospital	BB_0108	peri_urban	family_replacement	1	5	cryoprecipitate	plasma_derived	-25	365	50	A_pos	2,023	3	39	50	33	20	0.69	10.8	4	9	0	1	5	demand_surge_trauma	1.3	0	0	3	1	1
36	district_hospital	BB_0124	peri_urban	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	B_pos	2,023	12	45	49	35	29	0.7	7.2	3	8	1	0	0	not_applicable	1.5	0	0	0	1	0
37	district_hospital	BB_0099	peri_urban	family_replacement	1	3	whole_blood	red_cells	35	42	40	B_pos	2,021	8	39	51	37	34	0.83	7.7	3	8	0	1	24	expired_units	1.2	0	0	0	1	1
38	district_hospital	BB_0049	rural	family_replacement	1	1	packed_RBC	red_cells	35	42	55	O_pos	2,022	9	35	41	25	19	0.73	9.2	3	8	0	0	0	not_applicable	3	0	0	0	0	1
39	district_hospital	BB_0107	peri_urban	family_replacement	1	1	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,024	12	42	46	37	24	0.61	6.4	2	9	0	0	0	not_applicable	5.1	1	0	0	1	1
40	district_hospital	BB_0105	rural	family_replacement	1	2	platelet_concentrate	platelets	22	5	60	O_pos	2,022	3	33	46	33	24	0.59	7.3	2	3	1	1	2	demand_surge_obstetric	2	1	0	2	1	0
41	district_hospital	BB_0034	urban	family_replacement	1	3	cryoprecipitate	plasma_derived	-25	365	50	O_neg	2,023	8	30	49	30	18	0.62	11.9	3	7	0	0	0	not_applicable	1	1	0	0	0	1
42	district_hospital	BB_0049	peri_urban	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,023	2	45	53	35	18	0.61	7.2	3	7	1	1	13	TTI_positive_discard	1.1	0	1	4	1	1
43	district_hospital	BB_0097	urban	family_replacement	1	1	whole_blood	red_cells	35	42	40	O_pos	2,024	10	32	49	32	20	0.66	7.2	2	3	0	0	0	not_applicable	21.6	0	0	0	1	1
44	district_hospital	BB_0139	peri_urban	family_replacement	1	4	packed_RBC	red_cells	35	42	55	O_pos	2,022	8	40	51	29	17	0.67	9.1	3	9	0	1	5	transport_delay	0.5	0	0	0	0	1
45	district_hospital	BB_0133	peri_urban	family_replacement	1	2	fresh_frozen_plasma	plasma	-25	365	45	B_pos	2,022	2	37	47	37	27	0.63	0.5	0	4	1	0	0	not_applicable	0.5	1	0	0	0	0
46	district_hospital	BB_0022	urban	family_replacement	1	5	platelet_concentrate	platelets	22	5	60	AB_pos	2,023	12	38	52	38	34	0.83	5	1	10	1	1	18	transport_delay	3.6	0	0	2	1	1
47	district_hospital	BB_0044	rural	family_replacement	1	2	cryoprecipitate	plasma_derived	-25	365	50	O_pos	2,022	8	44	43	39	25	0.77	10	4	10	1	0	0	not_applicable	1.9	1	0	0	1	1
48	district_hospital	BB_0140	rural	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	B_pos	2,024	9	40	46	34	26	0.66	6.8	2	3	0	0	0	not_applicable	16.4	1	0	0	1	0
49	district_hospital	BB_0087	urban	family_replacement	1	6	whole_blood	red_cells	35	42	40	O_pos	2,021	5	36	59	36	31	0.62	6.3	2	7	0	1	1	demand_surge_trauma	1	0	0	1	1	0
50	district_hospital	BB_0030	rural	family_replacement	1	3	packed_RBC	red_cells	35	42	55	A_pos	2,023	5	39	68	39	28	0.67	9.7	3	5	1	1	10	insufficient_donors	1.2	1	0	3	1	0
51	district_hospital	BB_0044	urban	family_replacement	1	2	fresh_frozen_plasma	plasma	-25	365	45	B_pos	2,024	4	41	54	41	23	0.71	11.7	4	5	0	1	30	demand_surge_obstetric	0.5	0	0	6	1	0
52	district_hospital	BB_0099	rural	family_replacement	1	1	platelet_concentrate	platelets	22	5	60	O_pos	2,021	12	34	62	34	24	0.92	3.3	1	8	1	1	2	expired_units	1.2	0	1	1	1	0
53	district_hospital	BB_0026	peri_urban	family_replacement	1	2	cryoprecipitate	plasma_derived	-25	365	50	B_neg	2,022	9	31	50	31	21	0.74	3.8	1	8	0	1	20	demand_surge_trauma	13	0	0	0	0	0
54	district_hospital	BB_0135	rural	family_replacement	1	6	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,024	6	40	49	40	34	0.7	1.2	0	7	1	1	15	insufficient_donors	0.8	0	0	0	0	0
55	district_hospital	BB_0125	peri_urban	family_replacement	1	2	whole_blood	red_cells	35	42	40	O_pos	2,021	3	41	37	34	27	0.58	6.3	2	6	1	1	2	expired_units	1.9	1	0	0	1	1
56	district_hospital	BB_0129	peri_urban	family_replacement	1	10	packed_RBC	red_cells	35	42	55	O_pos	2,021	5	40	48	39	37	0.6	10.2	4	4	0	0	0	not_applicable	4.3	0	0	0	1	1
57	district_hospital	BB_0123	rural	family_replacement	1	3	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,021	8	54	58	39	32	0.69	6.8	3	11	0	0	0	not_applicable	1.6	0	0	0	0	1
58	district_hospital	BB_0001	peri_urban	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,021	6	23	50	23	13	0.47	10.8	2	3	1	1	12	demand_surge_obstetric	3	1	0	2	0	1
59	district_hospital	BB_0062	peri_urban	family_replacement	1	2	cryoprecipitate	plasma_derived	-25	365	50	B_pos	2,024	6	46	45	34	19	0.73	5.7	2	10	0	0	0	not_applicable	1.2	2	0	0	1	1
60	district_hospital	BB_0128	peri_urban	family_replacement	1	3	group_O_neg_emergency	red_cells	35	42	65	B_neg	2,024	11	39	50	39	27	0.76	3.5	1	7	0	0	0	not_applicable	4.7	1	0	0	1	0
61	district_hospital	BB_0044	peri_urban	family_replacement	1	6	whole_blood	red_cells	35	42	40	A_pos	2,023	9	38	45	34	25	0.75	7.3	2	4	0	0	0	not_applicable	3.4	0	0	0	1	0
62	district_hospital	BB_0048	peri_urban	family_replacement	1	1	packed_RBC	red_cells	35	42	55	B_pos	2,021	7	38	45	30	21	0.94	2.8	1	7	0	0	0	not_applicable	6	1	0	0	1	1
63	district_hospital	BB_0010	peri_urban	family_replacement	1	4	fresh_frozen_plasma	plasma	-25	365	45	AB_pos	2,024	8	51	42	24	16	0.89	11.4	5	10	0	0	0	not_applicable	3.9	0	0	0	0	0
64	district_hospital	BB_0066	rural	family_replacement	1	3	platelet_concentrate	platelets	22	5	60	B_pos	2,022	7	32	58	32	22	0.73	6.5	2	7	0	0	0	not_applicable	4.4	0	0	0	1	0
65	district_hospital	BB_0043	rural	family_replacement	1	3	cryoprecipitate	plasma_derived	-25	365	50	A_pos	2,021	8	39	38	29	20	0.71	4.1	1	11	0	0	0	not_applicable	2.1	0	0	0	0	0
66	district_hospital	BB_0018	peri_urban	family_replacement	1	5	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,022	1	30	49	30	21	0.69	6.3	1	5	0	1	10	expired_units	6.6	0	1	1	0	0
67	district_hospital	BB_0121	peri_urban	family_replacement	1	2	whole_blood	red_cells	35	42	40	AB_neg	2,024	3	40	43	40	33	0.86	5.4	2	7	0	1	5	demand_surge_trauma	1.8	0	1	1	1	1
68	district_hospital	BB_0079	urban	family_replacement	1	4	packed_RBC	red_cells	35	42	55	O_pos	2,022	2	33	45	23	16	0.8	9.2	3	4	1	1	1	reagent_stockout_crossmatch	3.2	0	0	1	1	1
69	district_hospital	BB_0134	rural	family_replacement	1	5	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,022	3	25	55	25	16	0.72	3.3	0	5	1	1	25	TTI_positive_discard	0.5	0	0	1	1	0
70	district_hospital	BB_0085	peri_urban	family_replacement	1	1	platelet_concentrate	platelets	22	5	60	B_pos	2,024	12	29	52	29	20	0.55	4.7	1	7	0	1	10	cold_chain_break	1.8	0	0	0	1	1
71	district_hospital	BB_0089	rural	family_replacement	1	4	cryoprecipitate	plasma_derived	-25	365	50	A_pos	2,024	12	35	38	28	26	0.71	8.7	3	3	0	1	19	expired_units	4.4	0	0	3	1	1
72	district_hospital	BB_0041	rural	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	O_pos	2,021	2	39	50	38	21	0.72	12.7	4	8	1	0	0	not_applicable	0.5	0	0	0	1	1
73	district_hospital	BB_0095	peri_urban	family_replacement	1	1	whole_blood	red_cells	35	42	40	B_pos	2,024	7	45	56	45	27	0.81	7.7	3	6	0	1	11	seasonal_low_donation	2.5	0	0	1	1	0
74	district_hospital	BB_0007	peri_urban	family_replacement	1	6	packed_RBC	red_cells	35	42	55	O_pos	2,024	2	38	46	35	24	0.8	5	1	8	1	1	4	demand_surge_trauma	0.8	1	0	0	1	1
75	district_hospital	BB_0142	rural	family_replacement	1	4	fresh_frozen_plasma	plasma	-25	365	45	A_pos	2,024	3	37	50	33	24	0.75	7.4	2	6	1	1	3	insufficient_donors	2.2	0	0	1	1	1
76	district_hospital	BB_0049	urban	family_replacement	1	5	platelet_concentrate	platelets	22	5	60	O_pos	2,024	2	45	60	45	37	0.62	2.6	1	12	0	1	6	insufficient_donors	1.9	1	1	0	1	1
77	district_hospital	BB_0099	peri_urban	family_replacement	1	3	cryoprecipitate	plasma_derived	-25	365	50	B_pos	2,023	6	37	48	37	35	0.65	9.3	3	9	1	0	0	not_applicable	3.4	2	0	0	1	1
78	district_hospital	BB_0034	rural	family_replacement	1	2	group_O_neg_emergency	red_cells	35	42	65	A_pos	2,024	10	27	57	27	22	0.62	4.8	1	5	1	1	13	collection_campaign_failed	5.7	0	0	1	1	0
79	district_hospital	BB_0138	urban	family_replacement	1	4	whole_blood	red_cells	35	42	40	O_pos	2,022	2	50	54	40	22	0.6	2.8	1	10	1	1	1	demand_surge_trauma	1.7	0	0	0	1	1
80	district_hospital	BB_0104	rural	family_replacement	1	4	packed_RBC	red_cells	35	42	55	A_pos	2,024	4	40	57	40	33	0.83	13.3	5	6	1	0	0	not_applicable	6.9	0	0	0	0	0
81	district_hospital	BB_0139	rural	family_replacement	1	2	fresh_frozen_plasma	plasma	-25	365	45	A_pos	2,022	8	48	48	35	23	0.6	7.9	3	9	1	1	10	collection_campaign_failed	1.4	0	0	0	0	1
82	district_hospital	BB_0134	rural	family_replacement	1	5	platelet_concentrate	platelets	22	5	60	A_pos	2,023	1	42	48	36	29	0.68	2.5	1	7	1	1	14	insufficient_donors	2.3	1	0	0	1	0
83	district_hospital	BB_0024	rural	family_replacement	1	2	cryoprecipitate	plasma_derived	-25	365	50	B_pos	2,022	5	41	42	38	32	0.79	15.7	6	6	1	1	2	power_outage_storage	0.7	0	0	1	1	0
84	district_hospital	BB_0133	urban	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	O_neg	2,024	12	43	45	34	26	0.83	11.4	4	8	1	1	30	demand_surge_obstetric	0.5	0	1	0	1	1
85	district_hospital	BB_0045	rural	family_replacement	1	1	whole_blood	red_cells	35	42	40	B_pos	2,021	10	42	47	33	29	0.77	10	4	9	0	0	0	not_applicable	3.9	0	0	0	1	1
86	district_hospital	BB_0131	rural	family_replacement	1	5	packed_RBC	red_cells	35	42	55	O_pos	2,023	4	31	56	31	24	0.63	8.1	2	6	0	0	0	not_applicable	10	0	0	0	0	0
87	district_hospital	BB_0009	rural	family_replacement	1	4	fresh_frozen_plasma	plasma	-25	365	45	A_pos	2,023	8	41	48	40	33	0.73	5.9	2	6	1	1	4	power_outage_storage	4.6	0	0	0	0	0
88	district_hospital	BB_0057	rural	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,021	8	32	47	32	19	0.8	4.9	1	6	0	0	0	not_applicable	0.6	0	0	0	0	1
89	district_hospital	BB_0029	rural	family_replacement	1	4	cryoprecipitate	plasma_derived	-25	365	50	O_neg	2,021	1	47	64	47	32	0.52	2.3	1	6	0	1	3	demand_surge_trauma	1.4	0	0	0	0	0
90	district_hospital	BB_0065	rural	family_replacement	1	6	group_O_neg_emergency	red_cells	35	42	65	AB_pos	2,023	2	46	50	37	28	0.7	10.4	4	7	1	1	3	demand_surge_trauma	2.6	1	1	1	1	1
91	district_hospital	BB_0122	rural	family_replacement	1	4	whole_blood	red_cells	35	42	40	O_pos	2,023	8	41	58	41	38	0.68	2.6	1	12	1	1	9	cold_chain_break	0.5	0	0	2	0	0
92	district_hospital	BB_0129	peri_urban	family_replacement	1	2	packed_RBC	red_cells	35	42	55	B_neg	2,024	2	38	49	21	19	0.53	9.5	3	4	0	0	0	not_applicable	3.8	1	0	0	1	1
93	district_hospital	BB_0057	rural	family_replacement	1	6	fresh_frozen_plasma	plasma	-25	365	45	A_pos	2,022	11	36	38	36	28	0.62	5.1	1	9	0	1	21	reagent_stockout_crossmatch	1.1	1	1	6	0	1
94	district_hospital	BB_0035	rural	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	O_pos	2,024	10	38	44	24	13	0.78	6.2	2	6	0	0	0	not_applicable	3.3	0	0	0	0	0
95	district_hospital	BB_0010	rural	family_replacement	1	3	cryoprecipitate	plasma_derived	-25	365	50	A_neg	2,022	5	43	50	38	32	0.82	7	3	8	0	0	0	not_applicable	0.8	0	0	0	0	0
96	district_hospital	BB_0004	rural	family_replacement	1	1	group_O_neg_emergency	red_cells	35	42	65	A_pos	2,024	6	35	41	28	19	0.73	5.1	1	6	0	1	6	insufficient_donors	3.3	1	0	4	1	1
97	district_hospital	BB_0030	peri_urban	family_replacement	1	2	whole_blood	red_cells	35	42	40	A_pos	2,024	7	41	58	41	27	0.55	8.4	3	4	1	1	11	power_outage_storage	0.5	1	2	2	0	0
98	district_hospital	BB_0092	peri_urban	family_replacement	1	2	packed_RBC	red_cells	35	42	55	A_pos	2,024	2	37	50	32	20	0.72	11.9	4	4	0	0	0	not_applicable	2.3	1	0	0	0	1
99	district_hospital	BB_0069	rural	family_replacement	1	7	fresh_frozen_plasma	plasma	-25	365	45	O_pos	2,023	9	31	46	30	21	0.77	9.2	2	5	0	1	17	expired_units	8.7	0	1	4	0	0
100	district_hospital	BB_0009	peri_urban	family_replacement	1	4	platelet_concentrate	platelets	22	5	60	B_pos	2,023	6	43	45	35	31	0.63	9.5	4	10	1	0	0	not_applicable	1.1	0	0	0	1	0

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Blood Bank Supply Management Dataset

Abstract

This dataset provides 30,000 simulated facility-level observations (10,000 per scenario) of blood product availability, collection, screening, and patient impact across three tiers of blood transfusion services in sub-Saharan Africa. Each record represents one blood product assessed at one facility during one monthly period. The dataset captures 40+ variables spanning blood product type, blood group distribution, collection volumes, TTI screening completeness, wastage, shortage dynamics, cold chain maintenance, and downstream clinical impact including maternal deaths and surgical cancellations. Three scenarios: national blood centre (76% availability), district hospital (44%), rural hospital (15%).

This dataset is entirely simulated. It must not be used for clinical or transfusion decisions.

1. Introduction

1.1 The Blood Supply Crisis

WHO (2022) reports that SSA collects approximately 5 units of blood per 1,000 population, compared to 30+ units in high-income countries. Only 58% of countries globally meet 100% voluntary non-remunerated blood donation (VNRD), with many SSA countries still relying heavily on family/replacement donors who carry higher TTI risk.

1.2 Blood Safety

Transfusion-transmissible infection (TTI) screening for HIV, HBV, HCV, and syphilis remains incomplete at many facilities, particularly at hospital-based collection sites without quality-assured testing. The Africa CDC has highlighted blood safety as a priority for health systems strengthening.

1.3 Clinical Impact

Blood shortages are a leading contributor to maternal mortality from postpartum haemorrhage, the single largest cause of maternal death in SSA. Surgical cancellations due to blood unavailability compromise emergency and elective surgical care.

2. Methodology

2.1 Parameterization

Parameter	National Centre	District Hosp	Rural Hosp	Source
Blood available	75%	45%	15%	WHO blood safety
Shortage rate	25%	55%	82%	Multi-country data
TTI screening	95%	70%	30%	WHO/Africa CDC
Expiry wastage	12%	20%	30%	Blood bank data
Collection/1000 pop	5.0	2.5	0.5	WHO AFRO

2.2 Blood Product Selection

6 products: whole blood, packed RBC, fresh frozen plasma, platelet concentrate, cryoprecipitate, O-negative emergency blood. SSA blood group distribution modelled (O+ 47%, A+ 21%, B+ 19%).

3. Schema

Column	Type	Description
facility_level	categorical	Facility tier
product_name	categorical	6 blood products
blood_group	categorical	8 ABO/Rh groups
collection_type	categorical	VNRD / family_replacement / emergency_only
units_collected_month	int	Units collected
units_requested_month	int	Units requested
units_transfused	int	Units actually transfused
tti_screened_pct	float	TTI screening completeness
tti_positive_pct	float	TTI positivity rate
units_discarded_tti	int	Units discarded for TTI
units_expired	int	Units expired unused
available_on_survey_day	binary	Blood available
shortage_in_last_month	binary	Any shortage
shortage_days_last_month	int	Days of shortage
shortage_cause	categorical	11 root cause categories
cold_chain_maintained	binary	Blood stored correctly
crossmatch_turnaround_hours	float	Time to crossmatch
maternal_deaths_no_blood	int	Maternal deaths from shortage
surgical_cancellations_no_blood	int	Surgeries cancelled
transfusion_reactions_month	int	Adverse transfusion reactions

4. Validation

Validation Report

5. Usage

from datasets import load_dataset

dataset = load_dataset(
    "electricsheepafrica/blood-bank-supply-management",
    "district_hospital_bb"
)
df = dataset["train"].to_pandas()

# Blood group availability analysis
print(df.groupby('blood_group')['available_on_survey_day'].mean().sort_values())

6. Limitations

Simulated: Not from real blood bank information systems.
No seasonal dynamics: Donation campaigns and seasonal variation not modelled.
Simplified TTI: Binary screening rather than individual pathogen results.

7. References

WHO (2022). Blood safety and availability. 5 units/1000 in SSA.
Lancet (2019). Blood transfusion in sub-Saharan Africa.
Africa CDC. Blood safety programme documentation.
WHO AFRO. National Blood Transfusion Services assessments.

Citation

@dataset{esa_blood_bank_2025,
  title   = {Blood Bank Supply Management Dataset},
  author  = {{Electric Sheep Africa}},
  year    = {2025},
  publisher = {Hugging Face},
  url     = {https://huggingface.co/datasets/electricsheepafrica/blood-bank-supply-management},
  note    = {Simulated dataset. Not for clinical or transfusion decisions.}
}

License

CC-BY-4.0

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