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