id
int64
age_years
int64
gravidity
int64
parity
int64
gestational_age_weeks
float64
bmi_pre_pregnancy
float64
systolic_bp_mmhg
int64
diastolic_bp_mmhg
int64
hemoglobin_gdl
float64
anemia_status
string
fasting_glucose_mgdl
int64
proteinuria
int64
hiv_status
int64
anc_visits
int64
delivery_mode
string
primary_complication
string
pregnancy_outcome
string
risk_level
string
1
24
3
2
20
24.7
124
62
8.8
moderate
74
0
0
4
vaginal
none
live_birth
moderate
2
29
5
3
32.8
15.4
107
65
12.5
none
79
0
0
5
vaginal
none
live_birth
low
3
21
3
2
27.9
29.9
138
66
11.4
none
90
0
0
1
vaginal
gestational_diabetes
live_birth
moderate
4
31
2
1
35.6
23
113
56
12.4
none
77
1
0
5
vaginal
none
live_birth
low
5
32
9
8
21.6
25.4
132
66
10.6
mild
90
0
0
3
vaginal
none
live_birth
moderate
6
30
5
4
41.5
23.8
129
64
10.5
mild
80
0
0
4
vaginal
none
live_birth
low
7
28
2
1
24.6
26.2
105
77
10.3
mild
77
0
0
6
vaginal
none
live_birth
low
8
24
2
0
27.6
23.5
97
73
7.7
moderate
88
0
0
3
vaginal
severe_anemia
live_birth
high
9
20
2
0
41.8
23.7
103
85
11.4
none
68
0
0
1
vaginal
none
live_birth
low
10
27
4
3
26.8
30.1
134
80
9.3
moderate
73
0
0
4
vaginal
none
live_birth
moderate
11
21
1
0
32.3
26
136
66
11.8
none
72
1
1
5
vaginal
none
live_birth
high
12
24
1
0
33.8
26.6
121
64
12.2
none
78
0
0
3
vaginal
none
live_birth
low
13
32
7
6
31.1
25.9
124
74
13.1
none
71
1
0
3
vaginal
none
live_birth
moderate
14
36
8
7
27.8
20.9
102
71
8
moderate
136
1
1
5
vaginal
gestational_diabetes
live_birth
high
15
32
4
3
24
27.9
118
72
8.5
moderate
63
0
0
0
vaginal
none
live_birth
moderate
16
31
2
1
22.7
14.6
128
62
8.9
moderate
114
1
0
4
vaginal
gestational_diabetes
live_birth
moderate
17
27
6
5
25
17.8
103
49
7.8
moderate
77
0
0
3
vaginal
hemorrhage
live_birth
high
18
30
1
0
22.7
29.4
160
105
10.8
mild
85
4
0
6
vaginal
preeclampsia
live_birth
high
19
21
2
1
27.3
24.2
120
69
9.6
moderate
78
0
0
1
vaginal
none
live_birth
moderate
20
22
1
0
30.5
21.7
103
61
10.9
mild
80
0
0
4
vaginal
none
live_birth
low
21
23
2
1
32.3
26.2
119
64
10.7
mild
93
0
0
6
caesarean
gestational_diabetes
live_birth
moderate
22
20
1
0
26.3
27.7
96
77
10.4
mild
93
0
0
2
vaginal
none
live_birth
low
23
31
2
1
20.4
25.4
111
72
8.1
moderate
72
0
0
5
vaginal
none
live_birth
moderate
24
25
7
6
23.3
28.6
81
66
10.4
mild
83
0
0
5
caesarean
none
live_birth
moderate
25
23
1
0
29.3
16
106
82
12.1
none
98
1
0
4
vaginal
none
live_birth
low
26
26
3
2
29.9
25
111
49
10.1
mild
89
0
0
3
vaginal
none
live_birth
low
27
26
4
3
26
25.5
149
98
8.6
moderate
73
4
0
3
vaginal
preeclampsia
live_birth
moderate
28
29
4
2
26.3
20
125
70
9.1
moderate
91
0
0
3
vaginal
none
live_birth
moderate
29
34
3
2
27.6
21.1
109
70
10.1
mild
84
1
0
8
vaginal
none
live_birth
low
30
24
1
0
38.2
21.1
140
73
11.7
none
78
1
0
6
vaginal
none
live_birth
moderate
31
35
6
5
28.2
20.5
111
78
9.3
moderate
120
0
1
3
vaginal
gestational_diabetes
live_birth
high
32
32
5
4
28.7
18.7
100
65
10.9
mild
91
0
0
1
vaginal
none
live_birth
low
33
26
4
3
29.9
24.6
107
57
5.7
severe
77
0
0
6
vaginal
severe_anemia
live_birth
high
34
34
3
2
32.8
17
164
91
8.4
moderate
76
4
0
2
vaginal
preeclampsia
live_birth
high
35
36
5
4
23.4
21.5
116
67
8.7
moderate
77
0
0
1
vaginal
none
live_birth
moderate
36
36
6
5
31.1
23.1
119
86
7.8
moderate
116
0
0
6
vaginal
gestational_diabetes
live_birth
moderate
37
24
4
2
39.3
22.6
108
66
5.7
severe
89
0
0
8
vaginal
severe_anemia
live_birth
high
38
30
5
4
28.8
26.8
102
69
7.8
moderate
89
1
0
2
vaginal
none
live_birth
moderate
39
32
7
6
24.4
21.3
93
78
7.5
moderate
74
0
0
4
vaginal
none
live_birth
moderate
40
22
2
1
36.5
26.4
106
63
12.4
none
98
1
0
8
caesarean
none
live_birth
low
41
23
1
0
16.7
24.1
150
103
7.8
moderate
76
2
0
3
vaginal
preeclampsia
live_birth
moderate
42
36
6
5
22.5
25.2
114
80
13.1
none
85
0
0
5
vaginal
none
live_birth
moderate
43
32
4
3
15.8
25.9
111
66
10.6
mild
82
1
0
1
vaginal
none
live_birth
low
44
19
2
1
29.8
22.7
109
68
8.3
moderate
73
0
0
4
vaginal
none
live_birth
moderate
45
22
1
0
32.9
20.7
120
75
6.8
severe
83
0
0
3
caesarean
severe_anemia
live_birth
high
46
27
1
0
37.8
20.2
106
58
11.6
none
81
0
0
7
vaginal
none
live_birth
low
47
20
1
0
31.1
22.7
117
60
12.1
none
87
0
0
3
vaginal
none
live_birth
low
48
18
1
0
28.8
22.3
108
73
11.8
none
107
0
0
3
vaginal
gestational_diabetes
live_birth
moderate
49
22
1
0
25.9
20.9
130
86
12.4
none
83
1
0
3
vaginal
none
live_birth
low
50
30
7
6
33
19.4
116
55
5.7
severe
95
1
0
1
vaginal
severe_anemia
live_birth
high
51
31
4
3
29.2
30
105
71
8.8
moderate
105
0
0
6
vaginal
gestational_diabetes
live_birth
moderate
52
23
4
3
11.6
24.1
108
71
9.3
moderate
69
1
0
2
vaginal
none
live_birth
moderate
53
23
2
1
21.1
25.7
114
61
7.8
moderate
91
0
0
1
vaginal
none
live_birth
moderate
54
22
1
0
27.8
26.7
119
63
12.4
none
90
0
0
5
vaginal
none
live_birth
low
55
28
7
6
31.2
24
115
84
11.3
none
71
0
0
7
caesarean
none
live_birth
moderate
56
23
1
0
35.1
20.8
139
99
11.1
none
71
3
0
3
vaginal
preeclampsia
live_birth
moderate
57
21
2
1
15.4
21.7
106
62
8.1
moderate
100
0
1
4
vaginal
gestational_diabetes
live_birth
high
58
40
10
9
28.1
33
123
68
10.1
mild
94
0
0
3
vaginal
gestational_diabetes
live_birth
moderate
59
21
1
0
13.2
28.3
122
75
11.8
none
81
0
0
1
vaginal
none
live_birth
low
60
32
2
1
30
25.3
133
77
12.2
none
103
0
0
3
caesarean
gestational_diabetes
live_birth
moderate
61
21
1
0
23.9
23.3
118
55
10.7
mild
81
0
0
5
vaginal
none
live_birth
low
62
40
6
5
20.5
15
122
77
8.6
moderate
89
0
0
2
vaginal
none
live_birth
moderate
63
44
2
1
39.4
25.1
111
86
10.1
mild
100
0
0
7
vaginal
none
live_birth
high
64
21
1
0
18.6
26
122
71
10.7
mild
73
0
0
2
caesarean
none
live_birth
low
65
36
5
3
23.7
26.3
125
76
7.4
moderate
84
0
0
5
caesarean
hemorrhage
live_birth
high
66
22
2
0
30
19.5
111
68
12.3
none
89
0
0
4
vaginal
none
live_birth
low
67
23
1
0
35.7
24.8
125
60
11.5
none
93
1
0
2
vaginal
none
live_birth
low
68
36
4
3
27.3
30.1
121
83
12.4
none
86
0
0
1
vaginal
gestational_diabetes
live_birth
moderate
69
26
2
0
29.6
19.4
112
75
10.4
mild
81
1
0
5
vaginal
none
live_birth
low
70
23
1
0
27.9
15.4
108
61
8.7
moderate
86
0
0
0
vaginal
hemorrhage
live_birth
high
71
27
7
6
27.1
25.5
123
81
12.8
none
76
0
0
7
vaginal
none
live_birth
moderate
72
18
1
0
21.9
18.2
102
72
10.8
mild
75
0
1
4
vaginal
none
live_birth
high
73
21
3
2
30.2
32.5
119
68
8.4
moderate
122
0
0
5
vaginal
gestational_diabetes
live_birth
moderate
74
27
3
2
31.1
24
125
69
13.2
none
79
0
0
2
vaginal
none
live_birth
low
75
25
2
1
25.3
20
100
67
8.5
moderate
86
0
0
3
vaginal
none
live_birth
moderate
76
20
1
0
33.9
17.7
106
64
8.9
moderate
94
0
0
4
vaginal
none
live_birth
moderate
77
28
3
2
30.8
22.5
107
62
13.4
none
84
0
0
5
vaginal
none
live_birth
low
78
15
1
0
30.7
24.4
106
70
6.5
severe
80
0
0
3
vaginal
severe_anemia
live_birth
high
79
32
8
7
25.9
19.2
103
63
9.7
moderate
86
0
0
5
vaginal
none
live_birth
moderate
80
16
1
0
17.1
22.3
99
67
10.7
mild
85
0
0
3
vaginal
none
live_birth
low
81
22
1
0
23
29.1
109
59
11.8
none
81
0
0
1
vaginal
none
live_birth
low
82
26
3
1
10.2
21.8
99
69
13.8
none
82
0
0
3
vaginal
none
live_birth
low
83
31
3
2
37
17.6
107
69
6
severe
86
0
0
5
vaginal
severe_anemia
live_birth
high
84
23
6
5
27.6
28.4
130
72
10.6
mild
86
0
0
2
vaginal
none
live_birth
low
85
22
1
0
22.7
17.7
89
64
10.1
mild
73
0
0
5
vaginal
none
live_birth
low
86
16
1
0
32.9
20.4
111
63
8.9
moderate
88
0
1
3
caesarean
none
live_birth
high
87
25
2
1
19.7
19.8
100
76
11.3
none
79
0
0
8
caesarean
none
live_birth
low
88
31
7
6
23.9
19.5
108
64
5.4
severe
78
0
0
5
vaginal
severe_anemia
live_birth
high
89
27
1
0
11.7
21.3
103
82
8.4
moderate
68
0
0
3
vaginal
hemorrhage
live_birth
high
90
26
4
3
25.4
21.5
100
68
9.6
moderate
92
0
1
3
caesarean
none
live_birth
high
91
20
2
0
20.7
29.8
112
75
12.3
none
89
0
0
1
vaginal
none
live_birth
low
92
24
2
1
24.5
22.4
103
64
12.6
none
79
0
0
3
vaginal
none
live_birth
low
93
38
9
8
33.2
21.2
123
89
8.9
moderate
86
1
1
4
vaginal
none
live_birth
high
94
31
6
5
22.9
26.3
109
67
10.2
mild
92
0
0
2
vaginal
none
live_birth
low
95
28
2
1
41.8
17
134
67
13.7
none
87
1
0
5
vaginal
none
live_birth
low
96
30
5
3
39
14.3
106
71
8.4
moderate
76
0
0
6
caesarean
hemorrhage
live_birth
high
97
27
5
4
33
16.2
113
71
7.4
moderate
72
0
0
8
vaginal
hemorrhage
live_birth
high
98
29
5
4
25.2
21.5
122
61
11
none
77
0
0
4
vaginal
none
live_birth
low
99
22
1
0
31
22.8
109
77
11
none
85
0
0
3
caesarean
none
live_birth
low
100
20
1
0
24.2
24.4
88
60
11.8
none
72
0
0
2
vaginal
none
live_birth
low