age float64 | parity int64 | gravida int64 | anc_visits int64 | gestational_age_weeks float64 | haemoglobin_gdl float64 | systolic_bp float64 | diastolic_bp float64 | bmi float64 | birth_weight_kg float64 | distance_to_facility_km float64 | household_income_usd_monthly float64 | n_previous_pregnancies int64 | n_previous_complications int64 | country string | location_type string | facility_type string | education_level string | marital_status string | skilled_birth_attendant string | delivery_mode string | complication_type string | risk_tier string | adverse_outcome int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
31.51248 | 5 | 6 | 7 | 38.115159 | 11.975042 | 129.764346 | 88.936529 | 22.343377 | 3.647331 | 13.409575 | 146.453369 | 2 | 0 | Kenya | urban | health_centre | secondary | divorced_widowed | no | vaginal | obstructed_labour | medium | 0 |
24.698787 | 5 | 3 | 6 | 37.146327 | 8.232732 | 119.666524 | 77.024378 | 22.773352 | 3.084849 | 22.798864 | 260.704263 | 1 | 1 | Kenya | periurban | hospital | primary | single | no | caesarean | none | low | 0 |
26.804991 | 0 | 4 | 8 | 41.3973 | 9.785242 | 107.410829 | 79.270158 | 30.271298 | 3.871271 | 7.148028 | 126.093896 | 5 | 0 | Kenya | rural | health_centre | secondary | married | no | caesarean | none | low | 0 |
35.879895 | 6 | 6 | 4 | 38.509739 | 10.911262 | 110.284962 | 61.92451 | 35.10874 | 3.528262 | 10.944106 | 67.20204 | 5 | 0 | Kenya | periurban | hospital | none | married | no | vaginal | none | low | 0 |
28.661212 | 1 | 3 | 3 | 36.694052 | 12.054946 | 149.477973 | 74.056416 | 28.528203 | 2.586721 | 3.137749 | 465.904923 | 2 | 0 | Kenya | rural | primary_health_centre | tertiary | cohabiting | no | emergency_caesarean | none | high | 0 |
23.151015 | 2 | 5 | 6 | 34.217858 | 12.69944 | 121.092158 | 61.970203 | 26.109601 | 2.790883 | 31.551426 | 64.260187 | 3 | 0 | Kenya | rural | hospital | primary | married | no | vaginal | haemorrhage | low | 0 |
28.723546 | 3 | 2 | 3 | 35.980555 | 12.889493 | 117.593103 | 70.612112 | 15.228726 | 2.827692 | 10.117446 | 53.419115 | 1 | 3 | Nigeria | urban | health_centre | tertiary | married | no | vaginal | none | low | 0 |
30.391714 | 4 | 2 | 5 | 42.50004 | 12.41521 | 124.589829 | 75.966362 | 25.560406 | 1.63176 | 16.167681 | 24.814636 | 3 | 0 | Kenya | urban | primary_health_centre | secondary | single | yes | assisted_vaginal | none | low | 0 |
47.118794 | 2 | 7 | 3 | 36.88243 | 8.662312 | 102.406891 | 71.944845 | 16.826563 | 3.604154 | 6.54224 | 73.153253 | 0 | 0 | Kenya | rural | health_centre | secondary | married | yes | vaginal | none | low | 0 |
33.112956 | 2 | 2 | 2 | 42.09029 | 11.745699 | 100.701439 | 80.626314 | 22.258933 | 3.380402 | 72.968137 | 29.460969 | 3 | 0 | Nigeria | periurban | primary_health_centre | secondary | married | yes | vaginal | none | low | 0 |
27.718721 | 2 | 3 | 4 | 39.284913 | 11.87701 | 125.538455 | 83.559982 | 20.651386 | 2.816219 | 11.227313 | 163.138596 | 3 | 0 | Nigeria | rural | hospital | secondary | married | yes | vaginal | none | low | 0 |
20.777979 | 3 | 6 | 7 | 39.204117 | 11.231819 | 130.422789 | 90.220187 | 23.224341 | 3.377196 | 3.833526 | 37.673945 | 3 | 0 | Nigeria | periurban | community_birth_facility | primary | cohabiting | no | emergency_caesarean | none | medium | 0 |
28.764308 | 1 | 1 | 2 | 36.759996 | 12.171823 | 115.83125 | 85.658987 | 35.174006 | 3.704195 | 5.453562 | 242.247549 | 3 | 0 | Kenya | urban | hospital | none | cohabiting | yes | vaginal | none | low | 0 |
31.345715 | 4 | 5 | 2 | 34.238072 | 12.001632 | 116.094703 | 74.060912 | 17.38126 | 2.82677 | 42.144782 | 69.075086 | 3 | 0 | Nigeria | rural | home | secondary | married | yes | vaginal | infection | low | 0 |
36.078385 | 4 | 3 | 6 | 41.869026 | 10.424166 | 124.53299 | 70.811139 | 25.682021 | 2.632598 | 2.279971 | 654.620689 | 5 | 0 | Kenya | rural | home | secondary | married | yes | vaginal | none | low | 0 |
26.260744 | 4 | 1 | 2 | 38.327938 | 12.285228 | 135.821069 | 67.75928 | 36.034727 | 3.182346 | 1.878173 | 145.64157 | 3 | 0 | Kenya | urban | hospital | primary | married | yes | vaginal | haemorrhage | low | 0 |
32.762456 | 5 | 7 | 4 | 37.874645 | 11.99579 | 125.428705 | 60.487101 | 23.345579 | 3.662217 | 1.845057 | 276.295947 | 1 | 0 | Nigeria | rural | hospital | none | married | yes | vaginal | none | low | 0 |
16.43032 | 3 | 4 | 3 | 35.94638 | 9.255981 | 124.898845 | 81.1374 | 28.58336 | 3.104478 | 4.435111 | 14.478168 | 1 | 0 | Nigeria | urban | health_centre | secondary | single | yes | vaginal | none | low | 0 |
35.497563 | 1 | 6 | 2 | 41.261633 | 11.11757 | 110.264139 | 73.423449 | 32.146253 | 2.395669 | 35.658669 | 52.370443 | 3 | 0 | Nigeria | urban | hospital | secondary | married | yes | vaginal | none | medium | 0 |
30.404668 | 2 | 7 | 4 | 42.160476 | 11.891737 | 94.473602 | 82.713288 | 31.614757 | 2.94407 | 7.416781 | 27.452696 | 2 | 0 | Nigeria | rural | hospital | tertiary | married | yes | vaginal | none | low | 0 |
15.533714 | 2 | 2 | 3 | 41.122435 | 10.798417 | 91.414586 | 72.523177 | 19.737727 | 2.818734 | 39.741473 | 101.461584 | 2 | 0 | Kenya | rural | home | secondary | married | yes | vaginal | infection | low | 0 |
18.502711 | 1 | 5 | 7 | 40.815791 | 11.259869 | 114.6973 | 95.298229 | 19.837531 | 4.234635 | 11.799105 | 170.549864 | 1 | 0 | Nigeria | periurban | community_birth_facility | tertiary | cohabiting | yes | vaginal | none | high | 0 |
37.801672 | 6 | 8 | 2 | 39.358757 | 11.32104 | 104.810089 | 64.862742 | 19.711354 | 2.931424 | 8.174971 | 182.893544 | 1 | 1 | Nigeria | urban | community_birth_facility | none | married | no | caesarean | none | low | 0 |
16.76248 | 4 | 2 | 4 | 38.24173 | 13.192013 | 115.92291 | 75.995005 | 26.872816 | 2.399703 | 7.785217 | 100.811577 | 2 | 1 | Nigeria | rural | health_centre | secondary | single | yes | vaginal | none | medium | 0 |
24.17066 | 3 | 2 | 4 | 37.301187 | 9.606381 | 104.308776 | 79.269549 | 23.853745 | 2.935694 | 21.144805 | 135.35552 | 4 | 2 | Kenya | rural | hospital | none | single | no | vaginal | none | low | 0 |
18.243574 | 3 | 3 | 10 | 35.432735 | 10.575472 | 116.847298 | 61.138861 | 30.434305 | 3.062611 | 2.32394 | 189.360784 | 1 | 0 | Nigeria | rural | hospital | secondary | married | no | vaginal | haemorrhage | medium | 0 |
20.2877 | 3 | 4 | 5 | 42.18507 | 13.673474 | 118.192397 | 67.059659 | 25.745307 | 3.320592 | 5.321618 | 102.515721 | 4 | 0 | Kenya | rural | hospital | primary | cohabiting | no | vaginal | none | medium | 0 |
19.009692 | 4 | 7 | 5 | 36.637194 | 13.121429 | 95.543195 | 61.32912 | 27.418124 | 2.998787 | 17.935187 | 25.898034 | 3 | 0 | Nigeria | urban | hospital | tertiary | married | yes | vaginal | none | low | 0 |
21.31187 | 3 | 4 | 7 | 35.002672 | 12.171573 | 116.835691 | 74.473152 | 25.979093 | 3.035015 | 1.573254 | 29.056692 | 5 | 0 | Nigeria | urban | primary_health_centre | secondary | married | yes | assisted_vaginal | none | low | 0 |
19.016372 | 1 | 2 | 3 | 38.603126 | 13.51934 | 111.226559 | 73.161572 | 20.234888 | 3.458815 | 14.595499 | 542.798547 | 5 | 0 | Kenya | rural | health_centre | primary | single | no | vaginal | none | low | 0 |
31.633609 | 3 | 4 | 6 | 39.144528 | 12.845654 | 116.445163 | 70.811737 | 20.521537 | 2.539086 | 3.375611 | 88.880365 | 2 | 0 | Nigeria | rural | hospital | tertiary | married | yes | vaginal | none | low | 0 |
26.292096 | 2 | 5 | 8 | 39.777188 | 12.055465 | 119.710725 | 67.105613 | 26.710702 | 3.482263 | 36.981543 | 92.418444 | 5 | 0 | Nigeria | urban | hospital | secondary | married | no | vaginal | none | medium | 0 |
34.471167 | 6 | 2 | 5 | 36.821021 | 11.815911 | 117.93804 | 78.64588 | 21.131342 | 2.630854 | 56.932376 | 214.916778 | 2 | 0 | Nigeria | urban | hospital | secondary | cohabiting | no | vaginal | infection | medium | 0 |
36.389147 | 1 | 4 | 7 | 38.091727 | 9.929089 | 125.963404 | 75.989488 | 24.207086 | 4.961189 | 1.746609 | 1,050.896564 | 2 | 0 | Kenya | rural | home | secondary | cohabiting | yes | vaginal | none | low | 0 |
16.724043 | 3 | 7 | 3 | 37.164369 | 9.322996 | 124.758205 | 68.556693 | 29.810867 | 2.962184 | 22.521061 | 344.287023 | 0 | 0 | Kenya | periurban | primary_health_centre | primary | single | no | caesarean | none | low | 0 |
23.004272 | 4 | 4 | 1 | 38.205875 | 9.937981 | 127.846699 | 86.187055 | 26.389769 | 2.776131 | 4.277359 | 884.19299 | 5 | 0 | Kenya | rural | primary_health_centre | secondary | cohabiting | no | vaginal | none | low | 0 |
16.022531 | 4 | 6 | 4 | 39.717236 | 9.590475 | 106.080422 | 69.935796 | 20.46263 | 2.943815 | 4.680929 | 362.714224 | 3 | 1 | Kenya | urban | hospital | secondary | cohabiting | yes | vaginal | obstructed_labour | medium | 0 |
25.264898 | 4 | 4 | 3 | 39.576615 | 11.036006 | 102.890342 | 76.519602 | 32.707173 | 3.509589 | 8.353479 | 42.270965 | 2 | 0 | Nigeria | rural | hospital | tertiary | married | no | vaginal | none | medium | 0 |
36.075625 | 3 | 4 | 7 | 40.043262 | 11.823662 | 132.23904 | 78.85809 | 23.213396 | 3.018011 | 22.665058 | 12.520628 | 4 | 0 | Kenya | urban | health_centre | none | married | no | vaginal | none | medium | 0 |
30.223653 | 3 | 4 | 10 | 38.816425 | 10.663826 | 125.070993 | 58.558517 | 24.773125 | 3.028577 | 9.234747 | 299.973467 | 2 | 0 | Kenya | urban | home | none | married | yes | caesarean | none | low | 0 |
15.379991 | 3 | 6 | 4 | 39.014557 | 13.0142 | 139.574811 | 86.832368 | 26.995843 | 1.446026 | 8.005523 | 155.519526 | 4 | 0 | Nigeria | rural | home | secondary | single | no | vaginal | none | high | 0 |
27.263383 | 6 | 3 | 4 | 40.915476 | 11.9279 | 99.188538 | 70.415089 | 23.187973 | 2.826865 | 6.836266 | 21.900633 | 3 | 0 | Nigeria | urban | hospital | none | married | yes | vaginal | none | medium | 0 |
24.574407 | 4 | 5 | 3 | 39.954749 | 10.904662 | 124.073484 | 62.23595 | 22.518496 | 3.130682 | 7.759924 | 383.088045 | 3 | 0 | Kenya | rural | health_centre | tertiary | cohabiting | no | emergency_caesarean | none | low | 0 |
19.230974 | 3 | 3 | 2 | 35.520042 | 12.148653 | 113.79117 | 71.288226 | 25.167435 | 3.614523 | 4.365578 | 77.124604 | 1 | 0 | Nigeria | urban | primary_health_centre | none | cohabiting | yes | vaginal | pre_eclampsia | low | 0 |
29.816055 | 1 | 6 | 6 | 38.994719 | 10.976217 | 111.783509 | 58.210541 | 26.672498 | 3.75749 | 12.909084 | 207.435281 | 2 | 0 | Kenya | rural | primary_health_centre | secondary | married | yes | emergency_caesarean | none | low | 0 |
23.428764 | 3 | 1 | 2 | 37.085048 | 11.111469 | 115.485614 | 84.781126 | 30.188183 | 3.055041 | 3.46528 | 455.352924 | 2 | 0 | Nigeria | rural | hospital | secondary | cohabiting | yes | vaginal | none | high | 0 |
23.764804 | 4 | 4 | 3 | 31.801021 | 11.676329 | 99.790975 | 84.156791 | 27.306627 | 2.484062 | 2.926648 | 30.554434 | 2 | 0 | Nigeria | rural | home | tertiary | married | yes | vaginal | none | high | 0 |
27.373348 | 3 | 1 | 2 | 36.887067 | 11.024863 | 123.002348 | 69.743298 | 32.178135 | 3.257217 | 3.809977 | 261.739261 | 2 | 0 | Kenya | rural | home | primary | married | yes | caesarean | none | low | 0 |
20.822406 | 2 | 4 | 7 | 32.297158 | 12.375634 | 121.780136 | 74.739076 | 30.2309 | 3.685245 | 1.325497 | 235.230892 | 6 | 2 | Kenya | rural | health_centre | none | single | yes | emergency_caesarean | none | low | 0 |
36.461039 | 2 | 1 | 1 | 36.644621 | 12.849283 | 113.480901 | 61.373365 | 34.18776 | 2.596768 | 2.341811 | 352.321783 | 2 | 0 | Nigeria | rural | health_centre | tertiary | single | yes | vaginal | none | medium | 0 |
17.703655 | 2 | 2 | 4 | 36.195725 | 12.28472 | 107.905417 | 59.275938 | 29.928426 | 3.143085 | 2.669076 | 28.545543 | 1 | 0 | Nigeria | urban | home | secondary | married | yes | vaginal | none | low | 0 |
18.847523 | 1 | 4 | 3 | 34.536292 | 11.365428 | 108.925202 | 62.841238 | 19.888799 | 3.742548 | 12.27689 | 78.238828 | 2 | 0 | Nigeria | rural | health_centre | none | married | yes | vaginal | none | low | 0 |
38.919842 | 2 | 5 | 6 | 40.573035 | 11.057961 | 95.060466 | 69.611246 | 33.328879 | 2.290834 | 47.145269 | 177.755099 | 2 | 0 | Nigeria | rural | primary_health_centre | none | married | yes | caesarean | haemorrhage | medium | 0 |
18.406912 | 1 | 1 | 5 | 37.264102 | 12.752334 | 85.312673 | 77.038309 | 16.24148 | 2.237389 | 12.244737 | 31.239113 | 1 | 0 | Nigeria | rural | primary_health_centre | primary | married | yes | emergency_caesarean | other | medium | 0 |
21.425786 | 2 | 2 | 7 | 42.198208 | 10.663826 | 121.656967 | 76.914008 | 33.594487 | 4.051133 | 3.257019 | 690.643839 | 2 | 0 | Nigeria | rural | health_centre | secondary | single | no | vaginal | infection | medium | 0 |
33.781964 | 2 | 4 | 0 | 38.004398 | 14.64622 | 101.483787 | 59.581426 | 22.300528 | 3.353545 | 11.954776 | 36.982057 | 1 | 0 | Nigeria | rural | primary_health_centre | secondary | divorced_widowed | no | vaginal | none | low | 0 |
20.056978 | 2 | 5 | 3 | 38.20872 | 11.408449 | 124.752747 | 83.542044 | 34.204035 | 3.422322 | 11.277681 | 127.494704 | 2 | 0 | Nigeria | rural | home | secondary | married | yes | vaginal | none | medium | 0 |
18.970078 | 4 | 6 | 6 | 36.953649 | 11.805946 | 124.760199 | 72.56197 | 27.361488 | 4.052784 | 0.785735 | 309.783433 | 2 | 0 | Nigeria | urban | home | secondary | divorced_widowed | no | vaginal | none | low | 0 |
20.566382 | 4 | 4 | 5 | 41.639813 | 8.144197 | 106.320988 | 72.537588 | 31.35753 | 2.541832 | 10.352657 | 162.250583 | 6 | 0 | Kenya | urban | hospital | secondary | married | yes | vaginal | none | medium | 0 |
19.454815 | 3 | 2 | 5 | 37.327911 | 12.809673 | 122.435034 | 71.820563 | 21.302799 | 2.210833 | 23.359257 | 49.710922 | 3 | 0 | Nigeria | urban | community_birth_facility | primary | married | yes | vaginal | none | medium | 0 |
24.400081 | 1 | 3 | 5 | 37.176379 | 12.323566 | 126.499044 | 61.849538 | 18.67718 | 2.623328 | 8.983759 | 63.767213 | 2 | 0 | Nigeria | urban | hospital | primary | cohabiting | yes | emergency_caesarean | none | low | 0 |
28.392798 | 0 | 3 | 5 | 33.944158 | 11.620236 | 111.060079 | 68.996616 | 22.657782 | 3.151046 | 53.964492 | 338.520757 | 0 | 0 | Nigeria | rural | health_centre | primary | married | no | vaginal | none | low | 0 |
18.494354 | 3 | 5 | 3 | 39.015553 | 12.427286 | 105.083289 | 68.062848 | 21.976477 | 2.315421 | 18.026615 | 93.443157 | 4 | 0 | Kenya | rural | hospital | none | single | no | vaginal | none | low | 0 |
18.706939 | 0 | 3 | 7 | 38.912544 | 11.756171 | 122.365704 | 66.445717 | 29.833758 | 2.314349 | 1.32149 | 239.110599 | 3 | 0 | Kenya | urban | home | none | divorced_widowed | no | vaginal | none | low | 0 |
27.287464 | 2 | 5 | 7 | 42.144088 | 11.766857 | 112.208134 | 95.17551 | 27.442572 | 3.43426 | 7.893209 | 36.974161 | 3 | 0 | Nigeria | periurban | health_centre | primary | married | no | vaginal | none | low | 0 |
19.554832 | 4 | 5 | 4 | 38.074332 | 13.167365 | 141.439092 | 77.88458 | 19.187576 | 2.700772 | 14.635015 | 50.121693 | 1 | 0 | Kenya | periurban | home | secondary | single | yes | vaginal | none | low | 0 |
38.618534 | 1 | 3 | 7 | 38.373188 | 9.342709 | 143.720148 | 67.032363 | 22.573298 | 3.080552 | 21.00844 | 117.662928 | 3 | 0 | Nigeria | urban | home | secondary | married | yes | vaginal | pre_eclampsia | medium | 0 |
19.074257 | 2 | 3 | 3 | 33.686708 | 11.955882 | 141.406689 | 63.419639 | 24.779246 | 2.439536 | 5.269797 | 127.123544 | 2 | 0 | Nigeria | rural | primary_health_centre | none | cohabiting | no | vaginal | none | low | 0 |
28.676012 | 3 | 2 | 2 | 38.435815 | 11.743883 | 97.147989 | 53.44107 | 17.393329 | 2.972668 | 5.79066 | 167.800493 | 3 | 1 | Nigeria | urban | hospital | secondary | married | no | vaginal | pre_eclampsia | high | 0 |
26.478732 | 5 | 4 | 2 | 36.210279 | 11.478941 | 117.063678 | 76.516432 | 26.18869 | 2.38931 | 5.312067 | 634.485233 | 1 | 0 | Kenya | urban | hospital | secondary | married | yes | vaginal | none | low | 0 |
29.273024 | 1 | 3 | 6 | 38.685307 | 11.599537 | 117.832601 | 77.301282 | 25.176595 | 3.666129 | 8.654085 | 73.518868 | 3 | 0 | Nigeria | rural | home | tertiary | cohabiting | no | emergency_caesarean | none | low | 0 |
27.33693 | 1 | 2 | 1 | 39.118676 | 10.08683 | 111.16836 | 81.198234 | 36.169781 | 2.699226 | 1.676571 | 207.916327 | 2 | 1 | Nigeria | urban | primary_health_centre | primary | single | yes | vaginal | none | medium | 0 |
34.048325 | 3 | 4 | 6 | 39.72887 | 11.054323 | 95.762986 | 55.045016 | 29.674322 | 2.955379 | 9.52948 | 61.4474 | 3 | 0 | Nigeria | urban | home | primary | single | no | vaginal | none | low | 0 |
24.734392 | 2 | 2 | 4 | 38.313559 | 11.706222 | 113.301359 | 82.048941 | 28.03686 | 2.798419 | 6.376216 | 32.656205 | 1 | 0 | Nigeria | periurban | health_centre | none | single | yes | vaginal | none | low | 0 |
24.651321 | 6 | 2 | 9 | 35.423373 | 11.863497 | 145.740941 | 72.423715 | 20.535884 | 2.898549 | 6.08848 | 56.848589 | 3 | 0 | Nigeria | rural | health_centre | secondary | married | yes | emergency_caesarean | none | medium | 0 |
26.170567 | 5 | 5 | 10 | 34.148691 | 11.801284 | 88.68689 | 74.376526 | 25.263775 | 3.43601 | 4.734321 | 45.934397 | 5 | 0 | Nigeria | rural | home | none | married | yes | vaginal | none | low | 0 |
25.684788 | 5 | 3 | 2 | 39.495716 | 9.87362 | 111.099202 | 63.179413 | 26.887028 | 2.697996 | 6.149147 | 240.059338 | 5 | 0 | Nigeria | rural | health_centre | primary | married | no | vaginal | none | low | 0 |
20.551613 | 3 | 1 | 5 | 37.70784 | 12.736917 | 115.768821 | 67.787636 | 20.850176 | 3.09672 | 15.168658 | 229.689167 | 3 | 0 | Nigeria | urban | home | secondary | single | yes | caesarean | none | low | 0 |
30.76598 | 4 | 3 | 2 | 38.665324 | 13.74557 | 128.064926 | 91.493963 | 18.839052 | 4.172557 | 9.239827 | 649.474482 | 3 | 0 | Nigeria | urban | hospital | secondary | married | yes | emergency_caesarean | none | medium | 0 |
27.027037 | 3 | 3 | 3 | 39.679121 | 11.212037 | 139.34895 | 80.4342 | 24.304398 | 2.812093 | 12.07343 | 178.141441 | 1 | 0 | Kenya | urban | home | tertiary | cohabiting | no | vaginal | none | low | 0 |
20.371676 | 0 | 3 | 8 | 38.401708 | 12.774804 | 121.521525 | 75.787626 | 24.641741 | 2.500775 | 8.904868 | 276.970962 | 3 | 0 | Nigeria | urban | home | none | single | no | vaginal | obstructed_labour | low | 0 |
33.159843 | 6 | 4 | 2 | 38.320499 | 9.537672 | 99.566481 | 80.327369 | 32.416176 | 2.811362 | 9.271676 | 103.85847 | 4 | 0 | Nigeria | rural | home | secondary | married | yes | vaginal | other | high | 0 |
30.316056 | 2 | 3 | 6 | 34.544381 | 12.914535 | 102.848261 | 56.279861 | 18.33296 | 2.804715 | 3.282099 | 121.369649 | 5 | 0 | Kenya | rural | home | none | married | yes | vaginal | none | low | 0 |
31.297166 | 3 | 2 | 2 | 39.71264 | 10.032437 | 103.378445 | 68.29592 | 26.203157 | 2.272449 | 10.704672 | 183.217612 | 2 | 0 | Nigeria | periurban | home | secondary | married | no | vaginal | haemorrhage | medium | 0 |
31.135998 | 6 | 3 | 7 | 35.769577 | 12.63138 | 97.303252 | 60.938932 | 25.256423 | 3.84943 | 13.030798 | 39.593944 | 0 | 0 | Nigeria | rural | hospital | secondary | married | yes | vaginal | infection | low | 0 |
21.581694 | 3 | 4 | 7 | 36.793082 | 10.644049 | 132.419007 | 79.827543 | 27.473788 | 1.91917 | 22.611782 | 302.354516 | 1 | 1 | Nigeria | rural | health_centre | tertiary | single | yes | vaginal | infection | low | 0 |
22.061522 | 1 | 4 | 2 | 39.454909 | 10.891387 | 105.695197 | 74.96887 | 30.769148 | 3.609443 | 3.100626 | 93.327177 | 2 | 0 | Nigeria | urban | home | secondary | married | yes | vaginal | none | low | 0 |
16.340515 | 1 | 3 | 5 | 35.072567 | 10.406357 | 105.236149 | 85.854475 | 19.840939 | 3.876984 | 19.210432 | 159.905083 | 2 | 0 | Nigeria | rural | health_centre | tertiary | married | yes | caesarean | pre_eclampsia | medium | 0 |
41.012655 | 5 | 1 | 5 | 37.49772 | 9.239716 | 109.466313 | 81.842047 | 25.599578 | 2.193118 | 2.578977 | 104.902715 | 2 | 0 | Kenya | urban | health_centre | primary | married | no | vaginal | none | low | 0 |
35.563733 | 4 | 4 | 5 | 34.028927 | 10.281724 | 116.836082 | 71.145819 | 16.418723 | 2.614096 | 10.356516 | 37.125648 | 4 | 0 | Kenya | urban | hospital | secondary | cohabiting | no | vaginal | none | low | 0 |
24.498317 | 2 | 3 | 5 | 39.289434 | 13.385637 | 115.0662 | 71.662913 | 25.386559 | 2.842173 | 26.00286 | 83.358888 | 4 | 0 | Kenya | periurban | community_birth_facility | tertiary | married | yes | vaginal | none | low | 0 |
30.75333 | 3 | 6 | 5 | 35.583517 | 10.716012 | 107.209632 | 93.492779 | 27.173594 | 3.399562 | 8.430411 | 167.58033 | 2 | 0 | Kenya | rural | home | none | married | yes | vaginal | pre_eclampsia | medium | 0 |
23.148694 | 3 | 2 | 7 | 38.82311 | 12.916925 | 96.678964 | 80.697391 | 25.763771 | 2.274102 | 64.007276 | 46.902328 | 3 | 0 | Kenya | urban | health_centre | secondary | cohabiting | no | vaginal | haemorrhage | medium | 0 |
38.259016 | 0 | 6 | 7 | 39.909843 | 12.625396 | 109.59563 | 68.926028 | 28.028454 | 2.947 | 8.215679 | 516.387802 | 4 | 0 | Kenya | urban | health_centre | secondary | married | yes | vaginal | none | medium | 0 |
27.711767 | 3 | 2 | 7 | 39.797095 | 12.462794 | 126.542824 | 80.929649 | 29.661193 | 3.460672 | 17.331371 | 131.125907 | 3 | 0 | Nigeria | rural | hospital | primary | married | yes | vaginal | none | high | 0 |
31.947693 | 3 | 2 | 4 | 42.65909 | 11.022266 | 100.747546 | 76.450461 | 24.688516 | 1.937185 | 5.141518 | 411.3421 | 2 | 0 | Kenya | urban | hospital | tertiary | married | no | vaginal | none | low | 0 |
27.39177 | 1 | 4 | 6 | 34.727761 | 9.835665 | 127.484193 | 68.266107 | 26.327694 | 2.150111 | 7.249484 | 115.292255 | 1 | 0 | Kenya | rural | home | primary | married | yes | vaginal | none | medium | 0 |
33.055721 | 3 | 1 | 3 | 40.542551 | 10.800886 | 118.647924 | 59.602377 | 30.488905 | 3.082729 | 11.859676 | 409.418337 | 4 | 0 | Nigeria | rural | home | none | single | no | vaginal | none | medium | 0 |
25.377141 | 1 | 2 | 4 | 34.21832 | 11.415337 | 104.648647 | 71.473212 | 22.328891 | 1.582642 | 3.522116 | 27.493821 | 1 | 0 | Kenya | urban | community_birth_facility | tertiary | married | no | vaginal | none | high | 0 |
28.988213 | 3 | 3 | 8 | 41.186462 | 13.829212 | 108.772287 | 63.556433 | 25.231896 | 2.175664 | 6.004478 | 413.399163 | 3 | 0 | Nigeria | urban | hospital | secondary | divorced_widowed | yes | emergency_caesarean | none | low | 0 |
Africa Synth Maternal Health Maternal Health Subsaharan Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service delivery, risk factors, outcomes, and public-health program performance.
Dataset context from the existing Hugging Face card: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. Maternal & Pregnancy Health Risk Bundle — Teaser Dataset This is the public teaser of the Maternal & Pregnancy Health Risk Bundle dataset bundle. It contains the full schema, documentation, and a 499-row sample. The complete bundle — including the full dataset (35,000 rows), trained xgboost model (AUC-ROC: 0.990), and fully-executed… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all |
| Sector | health |
| Topic tags | nigeria, kenya, maternal-health, synthetic, machine-learning, electric-sheep-africa |
| Modalities | tabular, text |
| Formats | csv |
| Size category | n<1K |
| Countries | Kenya, Nigeria |
| ISO3 coverage | KEN, NGA |
| Last modified on HF | 2026-04-14 22:59:54+00:00 |
| Inventory snapshot | 2026-07-16T16:00:34Z |
How To Read This Dataset
- Start from the repository files and the dataset viewer when available.
- Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
- Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
- Preserve missing values until you have a defensible imputation rule.
Usage
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all")
print(ds)
split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])
Convert To Pandas When Tabular
from datasets import Dataset
first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
df = first_split.to_pandas()
print(df.head())
Data Quality Notes
- This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
- Exact schema, row counts, and source files should be inspected in the repository data files.
- Metadata gaps from the inventory: upstream_publisher.
- Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.
Source And Provenance
- Source context: Electric Sheep Africa metadata inventory
- Publisher/source attribution: Public dataset metadata
- License: Source-specific or other license
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all
- Inventory retrieved at:
2026-07-16T16:00:34Z
Suggested Analyses
- Inspect schema and missingness before modeling.
- Profile variables by geography, time, and subgroup columns where present.
- Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
- Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.
Citation
@misc{electric_sheep_africa_africa_synth_maternal_health_maternal_health_subsaharan_africa_all_2026,
title = {Africa Synth Maternal Health Maternal Health Subsaharan Africa All | Africa (Electric Sheep Africa metadata inventory)},
author = {Public dataset metadata},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-maternal-health-maternal-health-subsaharan-africa-all}}
}
License
Released under Source-specific or other license.
Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.
About Electric Sheep Africa
Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.
Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.
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