Datasets:

electricsheepafrica
/

africa-synth-burns-fire-injury-all

id int64	age int64	sex string	location string	mechanism string	setting string	fuel_source string	tbsa_pct float64	depth string	inhalation_injury int64	body_area string	first_aid_correct int64	traditional_remedy_applied int64	cold_water_applied int64	delay_to_facility_hrs float64	reached_hospital int64	burn_center_reached int64	fluid_resuscitation int64	wound_care_adequate int64	pain_management int64	skin_grafting_needed int64	skin_grafting_done int64	antibiotics_given int64	tetanus_given int64	died int64	contracture int64	disability int64	los_days int64	year int64
1	17	female	rural	scald	assault	charcoal	6.2	partial_thickness	0	upper_limb	0	1	0	31	0	0	0	0	0	0	0	0	0	0	0	0	3	2,020
2	18	female	rural	chemical	domestic_cooking	other	7.1	partial_thickness	0	multiple	0	0	0	23.2	1	0	0	0	0	0	0	1	1	0	0	0	6	2,020
3	1	female	peri_urban	contact	domestic_other	open_fire	4.7	superficial	0	multiple	0	1	0	33.1	1	0	0	1	0	0	0	0	0	0	0	0	1	2,022
4	5	female	rural	flame	domestic_other	gas	12.8	partial_thickness	0	lower_limb	1	1	1	15.7	0	0	0	0	0	0	0	0	0	0	1	1	8	2,020
5	24	female	rural	flame	workplace	open_fire	6	partial_thickness	1	head_neck	0	1	0	18.2	1	0	0	0	1	0	0	1	0	0	0	1	1	2,019
6	34	female	peri_urban	explosion	domestic_other	charcoal	3.8	superficial	0	upper_limb	0	0	0	5.4	1	0	0	1	0	0	0	0	0	0	0	0	1	2,022
7	17	male	urban	flame	domestic_cooking	open_fire	25.8	deep	0	upper_limb	0	0	0	6.9	1	1	0	0	0	1	0	1	1	0	0	0	4	2,020
8	2	male	urban	contact	outdoor	open_fire	3.5	superficial	0	upper_limb	0	1	0	21.9	0	0	0	0	0	0	0	0	0	0	0	0	2	2,023
9	1	female	peri_urban	contact	workplace	open_fire	16.9	partial_thickness	0	lower_limb	0	1	0	11.4	1	1	0	0	0	0	0	0	0	0	0	0	16	2,023
10	43	male	rural	flame	outdoor	open_fire	30	deep	0	upper_limb	0	0	0	8.3	1	0	0	0	1	1	1	1	1	0	1	1	14	2,022
11	19	female	rural	chemical	domestic_cooking	open_fire	11.8	partial_thickness	0	trunk	0	0	0	26.2	0	0	0	0	0	0	0	0	0	0	0	0	5	2,022
12	16	male	peri_urban	explosion	domestic_cooking	other	6.4	partial_thickness	0	multiple	1	1	0	11.4	1	0	0	0	0	0	0	1	1	0	0	0	5	2,022
13	12	male	peri_urban	chemical	workplace	open_fire	3.1	superficial	0	head_neck	0	0	0	9	1	0	0	1	1	0	0	1	1	1	0	0	0	2,019
14	1	female	rural	scald	domestic_cooking	kerosene	8	partial_thickness	0	multiple	1	1	1	77.9	1	0	0	1	1	0	0	1	1	0	0	0	4	2,023
15	4	female	rural	contact	domestic_other	gas	6.3	partial_thickness	0	upper_limb	0	0	0	50.4	1	0	0	0	1	0	0	1	1	0	0	0	7	2,021
16	2	male	rural	scald	assault	other	32	deep	0	lower_limb	0	0	0	24.5	0	0	0	0	0	1	0	0	0	0	1	1	26	2,020
17	27	female	urban	chemical	domestic_cooking	other	7.6	partial_thickness	0	multiple	0	0	0	28.1	0	0	0	0	0	0	0	0	0	0	0	0	3	2,022
18	3	female	rural	scald	domestic_cooking	charcoal	11.1	partial_thickness	0	trunk	0	0	0	27.2	1	0	0	0	0	0	0	0	1	0	0	0	6	2,021
19	2	male	rural	scald	domestic_cooking	charcoal	4.4	superficial	0	multiple	0	0	0	18.1	0	0	0	0	0	0	0	0	0	0	0	0	3	2,019
20	27	male	rural	contact	domestic_cooking	kerosene	2.2	superficial	0	lower_limb	0	1	0	24.5	0	0	0	0	0	0	0	0	0	0	0	0	0	2,023
21	24	female	urban	explosion	domestic_other	charcoal	14.7	partial_thickness	0	upper_limb	0	1	0	20.7	1	0	0	1	1	0	0	1	0	0	1	1	2	2,019
22	26	female	rural	electrical	domestic_cooking	open_fire	23.6	deep	0	head_neck	0	1	0	6.4	1	0	0	0	0	1	1	1	1	0	0	0	18	2,019
23	0	female	rural	flame	domestic_cooking	open_fire	23	deep	0	trunk	0	0	0	39.3	1	0	0	0	1	1	0	1	1	0	0	0	11	2,021
24	0	female	peri_urban	scald	domestic_cooking	kerosene	19.4	partial_thickness	0	trunk	0	0	0	14.8	0	0	0	0	0	0	0	0	0	0	0	0	16	2,021
25	61	female	rural	electrical	outdoor	kerosene	7	partial_thickness	0	multiple	0	0	0	28.7	0	0	0	0	0	0	0	0	0	1	0	0	0	2,020
26	2	male	rural	scald	workplace	electric	23.8	deep	0	upper_limb	0	1	0	2.3	0	0	0	0	0	1	0	0	0	0	0	0	15	2,022
27	3	male	peri_urban	flame	domestic_cooking	open_fire	16.4	partial_thickness	0	trunk	0	0	0	15.7	1	0	1	0	1	0	0	1	1	0	0	0	10	2,020
28	1	female	rural	scald	domestic_cooking	electric	9.8	partial_thickness	0	head_neck	0	0	0	20.8	1	0	0	0	0	0	0	1	0	0	0	0	4	2,023
29	17	male	rural	flame	domestic_cooking	kerosene	10.5	partial_thickness	0	upper_limb	0	1	0	16.1	0	0	0	0	0	0	0	0	0	0	0	0	2	2,019
30	1	female	rural	flame	domestic_cooking	charcoal	10.7	partial_thickness	0	multiple	0	0	0	29.7	0	0	0	0	0	0	0	0	0	0	0	0	6	2,023
31	32	female	rural	flame	domestic_cooking	open_fire	5.7	partial_thickness	0	multiple	0	0	0	25.8	0	0	0	0	0	0	0	0	0	0	0	0	2	2,023
32	39	male	peri_urban	scald	domestic_cooking	charcoal	2.6	superficial	0	multiple	0	0	0	29.7	1	0	0	0	0	0	0	1	0	0	0	0	1	2,021
33	46	male	rural	flame	workplace	open_fire	1.7	superficial	0	lower_limb	0	1	0	27	1	0	0	0	0	0	0	1	1	0	0	0	1	2,023
34	9	male	rural	flame	domestic_cooking	kerosene	3.3	superficial	0	upper_limb	0	0	0	42.1	1	0	0	0	0	0	0	1	0	0	0	0	0	2,023
35	0	female	rural	flame	domestic_cooking	open_fire	10.6	partial_thickness	0	lower_limb	0	0	0	16	1	0	0	0	0	0	0	0	0	0	0	0	11	2,022
36	33	male	urban	explosion	domestic_cooking	open_fire	1.3	superficial	1	trunk	0	1	0	15.2	1	0	0	1	0	0	0	1	1	0	0	1	1	2,019
37	0	male	rural	scald	domestic_cooking	kerosene	6	partial_thickness	0	multiple	0	1	0	3.6	1	0	0	0	1	0	0	0	1	0	0	0	3	2,020
38	2	female	urban	scald	domestic_cooking	open_fire	1.3	superficial	0	lower_limb	0	0	0	4.9	1	0	0	0	1	0	0	0	0	0	0	0	0	2,021
39	51	male	rural	flame	workplace	gas	21.7	deep	0	lower_limb	1	1	1	19.1	1	0	0	0	1	1	0	1	1	1	0	0	0	2,022
40	3	female	urban	scald	self_harm	gas	8.1	partial_thickness	0	multiple	0	0	0	8.4	1	0	0	0	1	0	0	0	0	1	0	0	0	2,022
41	5	male	rural	flame	domestic_cooking	charcoal	22.4	deep	0	multiple	0	1	0	21	1	0	0	0	1	1	0	1	0	1	0	0	0	2,023
42	5	female	rural	scald	domestic_cooking	charcoal	8.2	partial_thickness	0	lower_limb	0	0	0	2.8	0	0	0	0	0	0	0	0	0	0	0	0	2	2,023
43	19	male	peri_urban	chemical	domestic_cooking	other	8.2	partial_thickness	0	head_neck	0	1	0	23.2	0	0	0	0	0	0	0	0	0	0	0	0	2	2,022
44	24	male	peri_urban	flame	domestic_cooking	open_fire	11.2	partial_thickness	0	multiple	0	1	0	17.3	0	0	0	0	0	0	0	0	0	0	1	1	2	2,022
45	2	male	rural	explosion	domestic_other	kerosene	1.7	superficial	0	lower_limb	0	0	0	21.1	0	0	0	0	0	0	0	0	0	0	0	0	0	2,019
46	5	female	urban	contact	domestic_cooking	kerosene	5.8	partial_thickness	0	lower_limb	0	0	0	11.2	0	0	0	0	0	0	0	0	0	0	0	0	1	2,021
47	28	male	rural	scald	outdoor	open_fire	8.5	partial_thickness	0	multiple	0	1	0	26.6	1	0	0	0	0	0	0	1	0	0	0	0	1	2,020
48	31	female	rural	flame	domestic_cooking	kerosene	6.6	partial_thickness	0	upper_limb	0	0	0	57	1	0	0	0	1	0	0	1	1	0	0	0	5	2,022
49	3	female	urban	explosion	workplace	charcoal	2	superficial	0	multiple	0	1	0	47	0	0	0	0	0	0	0	0	0	0	0	0	0	2,023
50	3	male	rural	scald	self_harm	open_fire	4.4	superficial	0	trunk	0	1	0	16.7	1	0	0	0	0	0	0	1	0	0	0	0	2	2,023
51	3	female	rural	scald	domestic_cooking	other	6.3	partial_thickness	0	head_neck	0	0	0	63.2	0	0	0	0	0	0	0	0	0	0	0	0	3	2,022
52	31	male	rural	flame	domestic_cooking	kerosene	8	partial_thickness	1	head_neck	0	0	0	23.5	1	0	0	0	0	0	0	1	0	1	0	0	0	2,020
53	4	female	rural	scald	domestic_cooking	charcoal	6	partial_thickness	0	head_neck	0	0	0	37.4	0	0	0	0	0	0	0	0	0	0	0	0	2	2,019
54	2	female	peri_urban	explosion	workplace	open_fire	17.4	partial_thickness	0	head_neck	0	1	0	12.4	0	0	0	0	0	0	0	0	0	0	0	0	4	2,023
55	59	female	peri_urban	contact	domestic_cooking	open_fire	11.4	partial_thickness	0	trunk	0	0	0	39.8	1	1	0	0	0	0	0	1	0	0	0	0	2	2,020
56	5	female	rural	explosion	domestic_cooking	open_fire	11.3	partial_thickness	0	multiple	0	1	0	6.1	1	0	0	0	0	0	0	0	0	0	0	0	12	2,022
57	44	female	peri_urban	scald	domestic_other	kerosene	14	partial_thickness	0	multiple	0	1	0	32.4	0	0	0	0	0	0	0	0	0	0	0	0	6	2,020
58	43	male	rural	scald	domestic_cooking	open_fire	4.4	superficial	0	multiple	1	0	0	16.8	1	0	0	0	0	0	0	0	1	0	0	0	4	2,020
59	28	female	rural	flame	domestic_cooking	open_fire	8.1	partial_thickness	1	upper_limb	0	1	0	37	1	0	0	1	0	0	0	1	1	0	0	1	8	2,023
60	0	female	peri_urban	flame	domestic_cooking	gas	57.1	full_thickness	0	upper_limb	1	0	1	16.6	1	0	0	0	1	1	0	1	1	1	0	0	0	2,022
61	2	male	rural	flame	domestic_cooking	other	27.2	deep	0	multiple	1	1	1	7.6	0	0	0	0	0	1	0	0	0	1	0	0	0	2,020
62	3	male	rural	scald	domestic_cooking	open_fire	49.6	full_thickness	0	lower_limb	0	1	0	15.8	0	0	0	0	0	1	0	0	0	1	0	0	0	2,019
63	15	female	rural	chemical	domestic_cooking	other	3.9	superficial	0	trunk	0	0	0	26.6	0	0	0	0	0	0	0	0	0	0	0	0	1	2,021
64	0	male	peri_urban	flame	domestic_cooking	open_fire	13.1	partial_thickness	1	multiple	0	1	0	12.4	1	0	0	0	1	0	0	1	1	0	0	1	7	2,022
65	4	male	urban	scald	domestic_other	kerosene	15.1	partial_thickness	0	trunk	0	1	0	10	0	0	0	0	0	0	0	0	0	0	0	0	16	2,023
66	3	female	urban	scald	domestic_other	gas	6.7	partial_thickness	0	perineum	0	0	0	31.4	1	0	0	0	0	0	0	1	0	0	0	0	2	2,023
67	3	female	rural	chemical	domestic_cooking	gas	8.3	partial_thickness	0	lower_limb	0	0	0	30.5	1	0	0	0	1	0	0	1	1	0	0	0	6	2,023
68	4	female	urban	flame	domestic_cooking	charcoal	4.4	superficial	0	lower_limb	0	1	0	35.4	1	0	0	1	1	0	0	1	1	0	0	0	2	2,023
69	35	female	rural	contact	domestic_cooking	kerosene	11.4	partial_thickness	0	trunk	0	0	0	22.6	0	0	0	0	0	0	0	0	0	0	0	0	5	2,023
70	34	female	urban	flame	outdoor	gas	6.5	partial_thickness	0	upper_limb	0	1	0	13.8	1	0	0	1	0	0	0	0	0	0	0	0	3	2,023
71	3	female	rural	chemical	assault	charcoal	1	superficial	0	trunk	0	1	0	19.2	1	0	0	0	1	0	0	0	0	0	0	0	1	2,020
72	37	female	rural	explosion	domestic_cooking	open_fire	6.8	partial_thickness	1	upper_limb	0	0	0	28.4	0	0	0	0	0	0	0	0	0	0	0	1	2	2,022
73	45	male	urban	flame	domestic_cooking	other	8.2	partial_thickness	0	trunk	0	1	0	20.4	0	0	0	0	0	0	0	0	0	0	0	0	6	2,022
74	2	male	urban	scald	domestic_cooking	kerosene	5.6	partial_thickness	0	multiple	0	0	0	11.3	1	0	0	0	0	0	0	1	0	0	0	0	2	2,021
75	4	female	rural	scald	domestic_other	electric	8.6	partial_thickness	0	lower_limb	0	0	0	10.8	1	0	0	0	0	0	0	0	1	0	0	0	1	2,020
76	2	female	rural	scald	domestic_cooking	other	5.9	partial_thickness	0	upper_limb	0	0	0	19.5	0	0	0	0	0	0	0	0	0	0	0	0	1	2,021
77	3	male	peri_urban	scald	domestic_cooking	charcoal	6	partial_thickness	0	trunk	0	0	0	29.6	1	0	0	0	1	0	0	1	1	0	0	0	1	2,023
78	3	male	peri_urban	scald	domestic_cooking	open_fire	9.5	partial_thickness	0	multiple	0	0	0	4.6	0	0	0	0	0	0	0	0	0	0	0	0	4	2,023
79	42	male	urban	flame	domestic_cooking	kerosene	10.2	partial_thickness	0	multiple	0	1	0	30.4	0	0	0	0	0	0	0	0	0	0	0	0	4	2,021
80	2	female	rural	scald	domestic_cooking	open_fire	11	partial_thickness	0	upper_limb	1	0	1	6.9	0	0	0	0	0	0	0	0	0	0	1	1	8	2,020
81	31	female	rural	flame	domestic_cooking	other	9.1	partial_thickness	0	trunk	0	0	0	22.9	1	0	0	0	1	0	0	1	0	1	0	0	0	2,020
82	36	male	peri_urban	chemical	domestic_cooking	open_fire	3.6	superficial	0	trunk	0	0	0	15.9	0	0	0	0	0	0	0	0	0	0	0	0	2	2,021
83	48	female	rural	scald	domestic_cooking	open_fire	6.2	partial_thickness	0	trunk	0	0	0	15.5	0	0	0	0	0	0	0	0	0	0	0	0	2	2,020
84	1	male	peri_urban	contact	domestic_cooking	open_fire	12.7	partial_thickness	0	head_neck	0	1	0	20.6	0	0	0	0	0	0	0	0	0	0	1	1	7	2,023
85	1	female	urban	contact	outdoor	charcoal	17.4	partial_thickness	0	multiple	0	0	0	25.6	0	0	0	0	0	0	0	0	0	0	1	1	4	2,022
86	44	male	rural	explosion	domestic_cooking	charcoal	5.9	partial_thickness	0	upper_limb	0	0	0	30.5	0	0	0	0	0	0	0	0	0	0	0	0	1	2,022
87	5	male	peri_urban	chemical	domestic_cooking	charcoal	7.4	partial_thickness	0	multiple	0	1	0	15.4	1	0	0	0	0	0	0	1	1	0	0	0	2	2,021
88	4	female	urban	scald	assault	open_fire	2.3	superficial	0	multiple	0	0	0	7.5	1	0	0	0	1	0	0	1	0	0	0	0	1	2,022
89	52	male	rural	flame	outdoor	electric	1.3	superficial	0	upper_limb	0	0	0	12	1	0	0	0	1	0	0	1	1	0	0	0	1	2,020
90	23	female	rural	electrical	domestic_other	kerosene	2.5	superficial	0	trunk	0	0	0	15.8	0	0	0	0	0	0	0	0	0	0	0	0	1	2,020
91	14	female	rural	scald	domestic_other	open_fire	16.3	partial_thickness	0	head_neck	0	1	0	12.1	1	0	0	0	0	0	0	1	0	0	0	0	4	2,021
92	0	male	peri_urban	flame	domestic_cooking	electric	5.6	partial_thickness	0	trunk	0	0	0	22.2	1	0	0	0	0	0	0	1	0	0	0	0	1	2,021
93	5	female	urban	scald	domestic_cooking	open_fire	10	partial_thickness	0	multiple	0	1	0	14.3	1	0	0	1	0	0	0	1	0	0	0	0	5	2,020
94	29	female	rural	explosion	domestic_cooking	open_fire	8	partial_thickness	0	head_neck	0	0	0	25.3	0	0	0	0	0	0	0	0	0	0	0	0	5	2,020
95	19	male	peri_urban	explosion	self_harm	other	14.5	partial_thickness	0	lower_limb	0	0	0	19.1	0	0	0	0	0	0	0	0	0	0	0	0	4	2,021
96	4	female	peri_urban	scald	domestic_other	gas	5.9	partial_thickness	0	lower_limb	0	0	0	14.6	1	0	0	0	1	0	0	0	1	0	0	0	4	2,021
97	5	female	urban	scald	outdoor	kerosene	9.7	partial_thickness	0	lower_limb	0	0	0	7.8	0	0	0	0	0	0	0	0	0	0	0	0	6	2,021
98	0	male	peri_urban	flame	domestic_cooking	kerosene	9.9	partial_thickness	0	multiple	0	0	0	36.9	1	0	0	0	1	0	0	1	1	0	0	0	3	2,023
99	42	female	urban	explosion	assault	open_fire	9	partial_thickness	0	multiple	0	0	0	26.5	0	0	0	0	0	0	0	0	0	0	0	0	0	2,021
100	26	female	urban	chemical	workplace	kerosene	7.7	partial_thickness	0	lower_limb	0	0	0	33	1	0	0	0	0	0	0	0	1	0	0	0	3	2,023

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

Burns & Fire Injury

Abstract

Synthetic dataset modeling burns and fire injury emergencies across three SSA scenarios. Captures mechanism, TBSA, depth, first aid, traditional remedies, fluid resuscitation, skin grafting, and mortality/disability outcomes. Based on WHO (2023), Peck (2011), Albertyn et al. (2014).

Parameterization Evidence

Parameter	Value	Source	Year
SSA burn mortality rate	6.1/100K (highest globally)	WHO Burns Fact Sheet	2023
Open-flame cooking mechanism	60-80% SSA	Peck Burns	2011
Children <5 as burn patients	60% of admissions	Albertyn et al. Burns	2014
First aid knowledge	<15%	Rybarczyk et al. Bull WHO	2017
Traditional remedy use	30-60%	Rybarczyk et al.	2017

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/burns-fire-injury", name="district_care_only")
df = ds['train'].to_pandas()

References

WHO (2023). Burns fact sheet
Peck MD (2011). Epidemiology of burns Africa. Burns. DOI: 10.1016/j.burns.2011.01.013
Albertyn R et al. (2014). Pediatric burn care SSA. Burns. DOI: 10.1016/j.burns.2013.11.011
Rybarczyk MM et al. (2017). Emergency burn care LMICs. Bull WHO. DOI: 10.2471/BLT.17.190546

License

CC-BY-4.0

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