Datasets:

maitry30
/

Maternal_Health_Risk-ASHA_India

Age int64	SystolicBP int64	DiastolicBP int64	BS float64	BodyTemp float64	HeartRate int64	RiskLevel string	Haemoglobin float64	GestationalAge int64	Parity int64	Oedema int64	PreviousComplications int64	DistanceToHospital float64	WeightGain float64
25	130	80	15	98	86	high risk	9.7	42	0	1	1	11.8	3.7
35	140	90	13	98	70	high risk	8.6	37	2	1	1	26.5	4.8
29	90	70	8	100	80	high risk	10	30	1	1	0	32.2	5.4
30	140	85	7	98	70	high risk	11.5	31	3	1	0	47.5	2.7
35	120	60	6.1	98	76	low risk	11.2	26	2	0	0	5.5	0
23	140	80	7.01	98	70	high risk	8.4	38	3	1	0	17.5	3.8
23	130	70	7.01	98	78	mid risk	12.6	36	2	1	1	26.5	2.9
35	85	60	11	102	86	high risk	10.2	30	2	1	0	29.4	4.2
32	120	90	6.9	98	70	mid risk	9.5	32	0	1	0	27.7	2.1
42	130	80	18	98	70	high risk	9.8	42	3	0	0	29.3	4
23	90	60	7.01	98	76	low risk	10.9	38	1	0	1	2.2	2.7
19	120	80	7	98	70	mid risk	9.5	35	1	0	0	1.7	3
25	110	89	7.01	98	77	low risk	11.8	28	1	0	0	1	1.2
20	120	75	7.01	100	70	mid risk	7.3	33	0	1	0	21.6	1.9
48	120	80	11	98	88	mid risk	7.6	36	2	0	0	26.9	2.3
15	120	80	7.01	98	70	low risk	10.8	22	0	0	0	17.2	2.8
50	140	90	15	98	90	high risk	7	33	3	1	1	37.6	3.5
25	140	100	7.01	98	80	high risk	9.4	22	1	0	1	42.4	3.8
30	120	80	6.9	101	76	mid risk	8.8	35	0	1	1	9.2	1.9
10	70	50	6.9	98	70	low risk	9.8	32	1	0	0	2.2	2.4
40	140	100	18	98	90	high risk	11.4	31	0	0	1	37.8	6.7
50	140	80	6.7	98	70	mid risk	9.9	42	1	0	1	19.2	3
21	90	65	7.5	98	76	low risk	11.6	21	2	0	0	8.5	1.6
18	90	60	7.5	98	70	low risk	9.8	19	0	0	0	9.9	1.5
21	120	80	7.5	98	76	low risk	10.8	29	2	0	0	9.6	0
16	100	70	7.2	98	80	low risk	11.6	34	0	0	0	14.4	2.1
19	120	75	7.2	98	66	low risk	10.1	38	0	0	1	14.5	1.6
22	100	65	7.2	98	70	low risk	12	25	2	0	0	10.7	1.8
49	120	90	7.2	98	77	low risk	10.8	34	1	0	0	12.2	0.9
28	90	60	7.2	98	82	low risk	11.1	28	0	0	0	10.6	1.2
20	100	90	7.1	98	88	low risk	10.8	27	1	0	0	5.7	1.2
23	100	85	7.1	98	66	low risk	13.7	33	1	0	0	11.8	2.3
22	120	90	7.1	98	82	low risk	11.5	32	2	0	0	1	1.2
21	120	80	7.1	98	77	low risk	10.2	19	1	0	0	13.3	3.2
21	75	50	6.1	98	70	low risk	12.5	37	2	0	0	2	1.8
12	95	60	6.1	102	60	low risk	10	36	2	0	0	9.4	0.5
60	120	80	6.1	98	75	low risk	11.8	24	1	1	0	3.8	1.4
55	100	65	6.1	98	66	low risk	9.1	30	3	0	0	10.8	1
45	120	95	6.1	98	66	low risk	9.9	31	1	0	0	7.8	0
35	100	70	6.1	98	66	low risk	11.7	30	3	0	0	1	2.8
22	120	85	6.1	98	88	low risk	12.4	25	0	0	0	10.1	2.1
23	120	90	6.1	98	60	low risk	11.7	24	2	1	0	5.1	1.9
25	90	70	6.1	98	80	low risk	11.4	28	1	0	0	12.4	1.6
30	120	80	6.1	98	70	low risk	11.1	35	1	0	0	8	0.4
23	120	90	6.1	98	70	low risk	9.7	31	1	0	0	10	1.1
32	120	90	7.5	98	70	low risk	10.6	26	2	0	0	3.2	2.2
42	120	80	7.5	98	70	low risk	10.9	33	0	0	0	5.1	0.7
23	90	60	7.5	98	76	low risk	12.8	11	0	0	0	5.7	0
15	76	49	7.5	98	77	low risk	11.9	35	2	0	0	12.3	1.3
15	120	80	7	98	70	low risk	9.4	18	2	1	0	16.4	1.4
25	120	80	7	98	66	low risk	11.9	26	3	0	0	4	1.6
22	100	65	7	98	80	low risk	11	21	2	0	0	13.4	2.1
35	100	70	7	98	60	low risk	10.7	20	3	0	0	1	2
19	120	85	7	98	60	low risk	12.2	35	2	0	0	2	1.7
60	90	65	7	98	77	low risk	12.7	25	1	0	0	3.2	2.5
23	120	90	6.7	98	70	low risk	12.6	30	0	0	0	1.2	0.3
32	120	90	6.4	98	70	low risk	10.5	28	2	0	0	1	1.9
42	120	80	6.4	98	70	low risk	11.1	31	1	0	0	10.1	2
23	90	60	6.4	98	76	low risk	11.9	28	0	0	0	6.9	0.5
15	76	49	6.4	98	77	low risk	12.7	20	1	1	0	9.9	0.3
15	120	80	7.2	98	70	low risk	10.9	34	3	0	0	11.5	0.9
15	80	60	7	98	80	low risk	11.3	25	1	0	0	9.3	1
12	95	60	7.2	98	77	low risk	10.2	19	1	0	0	11.3	2.1
29	90	70	6.7	98	80	mid risk	8.4	29	1	0	1	14.3	1.8
31	120	60	6.1	98	76	mid risk	11.4	42	1	0	0	3.1	1.5
29	130	70	6.7	98	78	mid risk	12.2	38	1	0	0	25.6	1.8
17	85	60	9	102	86	mid risk	10.1	30	1	1	0	9.1	3.8
19	120	80	7	98	70	mid risk	11.7	30	0	0	0	5.6	2.5
20	110	60	7	100	70	mid risk	10.7	30	2	0	1	13.2	2.3
32	120	65	6	101	76	mid risk	9.2	42	1	0	0	5.9	2.4
26	85	60	6	101	86	mid risk	10.7	35	2	0	1	10.8	4.1
29	130	70	7.7	98	78	mid risk	12.5	35	3	0	0	18.4	1.6
19	120	80	7	98	70	mid risk	10.1	39	1	1	0	18.5	4.1
54	130	70	12	98	67	mid risk	12.5	34	2	0	0	6	2.8
44	120	90	16	98	80	mid risk	6.3	30	1	0	0	10.1	2.3
23	130	70	6.9	98	70	mid risk	11.4	31	3	0	1	25.7	5.5
22	85	60	6.9	98	76	mid risk	10.3	31	1	0	0	20	1.2
55	120	90	12	98	70	mid risk	9.8	32	2	0	0	35.8	2.1
35	120	80	6.9	98	78	mid risk	10.3	37	2	1	0	26.8	1
21	90	60	6.9	98	86	mid risk	7.2	32	1	0	0	26.4	3.6
16	90	65	6.9	98	76	mid risk	9.9	37	0	1	0	1.1	4.5
33	115	65	7	98	70	mid risk	10.7	31	2	0	1	22.6	4.5
12	95	60	6.9	98	65	mid risk	12.4	33	2	1	0	14.5	4
28	120	90	6.9	98	70	mid risk	9.4	18	1	0	0	9.5	2.3
21	90	65	6.9	98	76	mid risk	9	38	2	1	0	16.7	2.1
18	90	60	6.9	98	70	mid risk	9.4	34	1	0	1	24.5	0.5
21	120	80	6.9	98	76	mid risk	11.6	39	2	1	0	20	4.9
16	100	70	6.9	98	80	mid risk	10.7	12	0	0	0	6.2	3.1
19	120	75	6.9	98	66	mid risk	9.4	42	3	0	0	22.4	1.9
23	100	85	6.9	98	66	mid risk	11	31	1	0	0	8.6	4.1
22	120	90	7.8	98	82	mid risk	10.3	40	1	1	0	17.2	1.3
60	120	85	15	98	60	mid risk	11.7	25	0	0	0	12	3
13	90	65	7.8	101	80	mid risk	9.1	36	0	1	1	12.8	2.3
23	120	90	7.8	98	60	mid risk	9.7	25	1	0	0	22.7	3.3
28	115	60	7.8	101	86	mid risk	9.6	28	1	0	1	4.6	2.4
50	120	80	7.8	98	70	mid risk	8	42	2	0	0	34.5	0.8
29	130	70	7.8	98	78	mid risk	10.6	31	0	1	0	1	2.6
19	120	80	7	98	70	mid risk	10.6	34	1	1	0	9	3.8
19	120	85	7.8	98	60	mid risk	10.2	38	1	1	0	18.7	2.5
60	90	65	6.8	98	77	mid risk	9.8	35	0	0	1	20.8	3.4

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Check out the documentation for more information.

📊 Dataset

Source: UCI Maternal Health Risk Dataset
Size: 1,014 records
Labels: low risk / mid risk / high risk
Collection: IoT devices in rural clinics, Bangladesh
Missing values: Zero

Original Dataset Features (6)

Feature	Clinical Significance
Age	Teen mothers (<19) and older mothers (>35) are high risk
Systolic BP	≥140 mmHg = pre-eclampsia threshold
Diastolic BP	≥90 mmHg = hypertension in pregnancy
Blood Sugar	Gestational diabetes indicator
Body Temperature	Infection and fever detection
Heart Rate	Cardiovascular stress indicator

Engineered ASHA Features (7)

Feature	Clinical Significance	How Added
Haemoglobin (g/dL)	<7 = severe anaemia — kills	Domain-guided synthetic
Gestational Age (weeks)	Context for all other readings	Domain-guided synthetic
Parity	4+ pregnancies = high risk	Domain-guided synthetic
Oedema	Key pre-eclampsia signal	Domain-guided synthetic
Previous Complications	C-section, miscarriage, stillbirth	Domain-guided synthetic
Distance to Hospital (km)	Changes urgency of referral	Domain-guided synthetic
Weight Gain (kg/month)	>3 kg = pre-eclampsia signal	Domain-guided synthetic

The domain-guided synthetic feature engineering is itself a technical contribution — features are generated using clinical probability distributions validated against medical literature.

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