Datasets:
id int64 | age int64 | marital_status string | education string | urban int64 | wealth_quintile int64 | parity int64 | desired_children int64 | fertility_intention string | knows_modern_method int64 | knows_larc int64 | partner_supportive int64 | distance_to_facility_km float64 | currently_using_modern int64 | current_method string | method_type string | unmet_need int64 | unmet_need_type string | barrier_to_use string | ever_used_modern int64 | discontinued_past_year int64 | discontinuation_reason string | counselled_on_methods int64 | method_chosen_freely int64 | side_effects_experienced int64 | satisfied_with_method int64 | unintended_pregnancy int64 | unsafe_abortion int64 | pregnancy_past_year int64 | birth_interval_months int64 | short_birth_interval int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 30 | married | secondary | 0 | 1 | 3 | 4 | wants_no_more | 1 | 0 | 1 | 16.3 | 0 | none | none | 0 | none | access_distance | 1 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 41 | 0 |
2 | 23 | divorced_widowed | secondary | 0 | 1 | 1 | 4 | wants_soon | 1 | 0 | 0 | 10.6 | 0 | none | none | 0 | none | cost | 1 | 1 | wanted_pregnancy | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 19 | 1 |
3 | 33 | single | secondary | 0 | 4 | 3 | 4 | wants_later | 1 | 1 | 1 | 0.5 | 0 | none | none | 1 | limiting | infrequent_sex | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 1 |
4 | 38 | single | primary | 0 | 4 | 5 | 5 | wants_no_more | 1 | 1 | 1 | 9.3 | 0 | none | none | 0 | none | partner_opposition | 1 | 1 | side_effects | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 63 | 0 |
5 | 29 | single | primary | 0 | 1 | 0 | 3 | wants_no_more | 1 | 1 | 1 | 2.8 | 0 | none | none | 1 | spacing | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
6 | 17 | married | tertiary | 0 | 3 | 5 | 6 | wants_no_more | 1 | 0 | 1 | 3.3 | 0 | none | none | 1 | spacing | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 28 | 0 |
7 | 28 | single | primary | 0 | 3 | 1 | 1 | wants_later | 1 | 0 | 1 | 4.4 | 1 | implant | long_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 52 | 0 |
8 | 32 | married | tertiary | 0 | 4 | 0 | 7 | wants_later | 0 | 0 | 0 | 11.7 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
9 | 35 | single | none | 0 | 1 | 6 | 3 | wants_no_more | 1 | 1 | 0 | 14.7 | 1 | implant | long_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 30 | 0 |
10 | 34 | married | primary | 1 | 5 | 0 | 3 | wants_later | 0 | 0 | 0 | 7.1 | 0 | none | none | 0 | none | cost | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
11 | 35 | married | secondary | 1 | 5 | 2 | 7 | undecided | 1 | 1 | 0 | 17.4 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 16 | 1 |
12 | 30 | married | none | 0 | 1 | 1 | 2 | wants_no_more | 1 | 0 | 0 | 26 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 32 | 0 |
13 | 31 | divorced_widowed | primary | 0 | 1 | 3 | 4 | wants_soon | 1 | 0 | 0 | 4.9 | 0 | none | none | 0 | none | breastfeeding | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 |
14 | 36 | single | secondary | 1 | 3 | 6 | 2 | wants_later | 1 | 0 | 0 | 13.3 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 13 | 1 |
15 | 25 | married | secondary | 0 | 1 | 7 | 4 | wants_later | 1 | 1 | 1 | 1.8 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 32 | 0 |
16 | 28 | single | secondary | 1 | 1 | 1 | 8 | wants_no_more | 1 | 1 | 1 | 7.8 | 1 | condom | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 17 | 1 |
17 | 31 | divorced_widowed | secondary | 0 | 3 | 2 | 3 | wants_no_more | 1 | 0 | 1 | 5.4 | 0 | none | none | 1 | spacing | cost | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 1 |
18 | 34 | married | primary | 0 | 2 | 2 | 5 | wants_later | 1 | 0 | 0 | 32.2 | 0 | none | none | 1 | limiting | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 1 |
19 | 26 | cohabiting | none | 0 | 1 | 3 | 3 | undecided | 1 | 0 | 0 | 10 | 0 | none | none | 0 | none | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 19 | 1 |
20 | 32 | married | primary | 0 | 4 | 2 | 0 | undecided | 1 | 1 | 1 | 29.6 | 0 | none | none | 0 | none | infrequent_sex | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 0 |
21 | 29 | married | primary | 0 | 1 | 0 | 5 | wants_later | 1 | 0 | 0 | 65.2 | 0 | none | none | 1 | spacing | none | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
22 | 31 | single | secondary | 1 | 3 | 6 | 4 | wants_later | 1 | 1 | 1 | 1.7 | 0 | none | none | 0 | none | infrequent_sex | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22 | 1 |
23 | 31 | married | tertiary | 0 | 3 | 0 | 4 | wants_soon | 1 | 1 | 0 | 3.2 | 0 | none | none | 0 | none | lack_knowledge | 1 | 1 | side_effects | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
24 | 18 | married | secondary | 1 | 4 | 4 | 4 | wants_no_more | 1 | 1 | 1 | 2.2 | 0 | none | none | 1 | limiting | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 0 |
25 | 33 | divorced_widowed | secondary | 1 | 3 | 0 | 3 | wants_no_more | 1 | 1 | 1 | 7 | 0 | none | none | 1 | limiting | religious_cultural | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
26 | 17 | single | secondary | 0 | 1 | 6 | 4 | wants_later | 1 | 1 | 1 | 5.7 | 0 | none | none | 1 | limiting | access_distance | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 | 0 |
27 | 20 | married | primary | 0 | 1 | 1 | 4 | wants_no_more | 1 | 0 | 1 | 46.9 | 0 | none | none | 1 | limiting | access_distance | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 1 |
28 | 32 | married | primary | 0 | 2 | 2 | 5 | undecided | 1 | 1 | 1 | 5.6 | 0 | none | none | 0 | none | infrequent_sex | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 28 | 0 |
29 | 34 | cohabiting | none | 0 | 5 | 1 | 4 | wants_no_more | 1 | 0 | 1 | 5.6 | 0 | none | none | 1 | spacing | breastfeeding | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 0 |
30 | 37 | married | primary | 0 | 1 | 2 | 4 | wants_later | 1 | 1 | 0 | 0.7 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 16 | 1 |
31 | 16 | single | secondary | 0 | 3 | 1 | 4 | wants_later | 1 | 1 | 0 | 19.8 | 0 | none | none | 0 | none | cost | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 0 |
32 | 19 | married | primary | 1 | 2 | 6 | 4 | wants_soon | 1 | 1 | 1 | 20.8 | 0 | none | none | 0 | none | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 31 | 0 |
33 | 21 | cohabiting | tertiary | 0 | 2 | 1 | 4 | wants_no_more | 0 | 0 | 0 | 51.7 | 1 | pill | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 23 | 1 |
34 | 19 | married | secondary | 0 | 2 | 1 | 1 | wants_no_more | 1 | 0 | 1 | 23.2 | 0 | none | none | 1 | spacing | religious_cultural | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 70 | 0 |
35 | 31 | married | none | 1 | 3 | 1 | 4 | undecided | 1 | 0 | 1 | 0.7 | 0 | none | none | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 1 |
36 | 24 | single | secondary | 1 | 5 | 1 | 9 | wants_later | 1 | 1 | 1 | 7 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 34 | 0 |
37 | 27 | cohabiting | tertiary | 0 | 3 | 1 | 3 | wants_later | 1 | 0 | 1 | 3 | 1 | implant | long_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 49 | 0 |
38 | 27 | married | primary | 0 | 1 | 2 | 4 | wants_no_more | 1 | 0 | 0 | 11 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 14 | 1 |
39 | 30 | single | primary | 0 | 5 | 1 | 3 | wants_soon | 1 | 1 | 0 | 52.9 | 0 | none | none | 0 | none | access_distance | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 14 | 1 |
40 | 15 | married | primary | 0 | 2 | 0 | 1 | wants_later | 1 | 0 | 1 | 1.5 | 0 | none | none | 1 | spacing | side_effects_fear | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
41 | 17 | married | secondary | 0 | 2 | 0 | 0 | wants_later | 1 | 1 | 1 | 6 | 1 | implant | long_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 |
42 | 26 | divorced_widowed | none | 1 | 1 | 0 | 0 | wants_later | 1 | 1 | 0 | 0.5 | 0 | none | none | 1 | spacing | infrequent_sex | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
43 | 25 | married | secondary | 0 | 2 | 5 | 5 | wants_no_more | 1 | 1 | 1 | 5.1 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 91 | 0 |
44 | 39 | single | primary | 0 | 3 | 0 | 4 | wants_no_more | 1 | 0 | 0 | 0.5 | 1 | other | none | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
45 | 28 | married | secondary | 1 | 1 | 3 | 5 | wants_no_more | 1 | 1 | 0 | 0.5 | 0 | none | none | 1 | limiting | religious_cultural | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 0 |
46 | 27 | divorced_widowed | primary | 0 | 1 | 2 | 4 | wants_later | 1 | 0 | 1 | 9.8 | 1 | other | none | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 34 | 0 |
47 | 19 | married | secondary | 0 | 2 | 2 | 6 | wants_no_more | 1 | 0 | 1 | 32.5 | 0 | none | none | 1 | spacing | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 21 | 1 |
48 | 27 | married | primary | 0 | 3 | 1 | 5 | undecided | 1 | 1 | 1 | 6.9 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 0 |
49 | 17 | single | secondary | 1 | 1 | 0 | 3 | wants_later | 1 | 1 | 1 | 8.4 | 0 | none | none | 1 | spacing | partner_opposition | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
50 | 29 | divorced_widowed | tertiary | 0 | 1 | 0 | 6 | wants_no_more | 1 | 0 | 0 | 19.6 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
51 | 21 | married | primary | 0 | 4 | 7 | 7 | undecided | 1 | 0 | 1 | 2.2 | 0 | none | none | 0 | none | access_distance | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 0 |
52 | 21 | married | none | 1 | 1 | 3 | 4 | wants_no_more | 1 | 1 | 1 | 8 | 0 | none | none | 1 | spacing | none | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 1 |
53 | 32 | married | primary | 1 | 1 | 6 | 5 | wants_no_more | 1 | 1 | 1 | 0.5 | 0 | none | none | 0 | none | infrequent_sex | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 | 0 |
54 | 19 | married | primary | 0 | 3 | 1 | 4 | wants_later | 0 | 0 | 1 | 21.2 | 1 | other | none | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 15 | 1 |
55 | 26 | cohabiting | primary | 0 | 2 | 7 | 6 | wants_no_more | 1 | 0 | 0 | 13 | 1 | pill | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 85 | 0 |
56 | 25 | single | primary | 0 | 2 | 3 | 3 | wants_no_more | 1 | 0 | 0 | 21.5 | 0 | none | none | 1 | spacing | access_distance | 1 | 1 | access | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 66 | 0 |
57 | 30 | married | none | 0 | 5 | 0 | 1 | wants_soon | 1 | 1 | 1 | 10 | 0 | none | none | 0 | none | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
58 | 25 | cohabiting | primary | 0 | 2 | 2 | 4 | wants_no_more | 1 | 0 | 0 | 26.3 | 0 | none | none | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 29 | 0 |
59 | 22 | married | tertiary | 0 | 4 | 2 | 1 | wants_no_more | 1 | 0 | 1 | 4.1 | 0 | none | none | 1 | spacing | religious_cultural | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 86 | 0 |
60 | 35 | married | none | 0 | 4 | 4 | 3 | wants_no_more | 1 | 0 | 0 | 7 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 1 |
61 | 26 | single | primary | 0 | 3 | 0 | 0 | wants_soon | 1 | 0 | 1 | 19.5 | 0 | none | none | 0 | none | none | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
62 | 39 | single | tertiary | 0 | 2 | 1 | 5 | wants_no_more | 1 | 0 | 0 | 17.8 | 0 | none | none | 1 | limiting | breastfeeding | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 | 1 |
63 | 28 | married | none | 0 | 1 | 0 | 4 | wants_later | 1 | 1 | 0 | 25.9 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
64 | 23 | married | primary | 0 | 2 | 0 | 3 | wants_no_more | 1 | 0 | 1 | 4.2 | 0 | none | none | 1 | spacing | side_effects_fear | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
65 | 34 | married | secondary | 0 | 2 | 2 | 6 | undecided | 1 | 1 | 0 | 16.2 | 0 | none | none | 0 | none | religious_cultural | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 71 | 0 |
66 | 25 | married | secondary | 0 | 2 | 2 | 3 | undecided | 1 | 0 | 1 | 15.9 | 0 | none | none | 0 | none | religious_cultural | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 30 | 0 |
67 | 30 | married | secondary | 0 | 2 | 8 | 5 | wants_later | 1 | 1 | 0 | 6.4 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 39 | 0 |
68 | 23 | married | none | 0 | 2 | 1 | 3 | undecided | 0 | 0 | 1 | 1.3 | 1 | pill | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 52 | 0 |
69 | 30 | divorced_widowed | none | 0 | 2 | 5 | 5 | undecided | 1 | 0 | 1 | 64.4 | 0 | none | none | 0 | none | access_distance | 1 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 16 | 1 |
70 | 36 | cohabiting | primary | 0 | 2 | 4 | 3 | undecided | 1 | 1 | 1 | 10.8 | 0 | none | none | 0 | none | lack_knowledge | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 | 0 |
71 | 27 | married | none | 0 | 2 | 0 | 3 | wants_no_more | 1 | 0 | 0 | 1.5 | 0 | none | none | 1 | limiting | access_distance | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
72 | 28 | married | secondary | 0 | 1 | 3 | 0 | wants_later | 1 | 1 | 0 | 4.3 | 0 | none | none | 1 | limiting | partner_opposition | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 0 |
73 | 33 | divorced_widowed | secondary | 1 | 3 | 1 | 0 | undecided | 1 | 1 | 0 | 2.1 | 0 | none | none | 0 | none | access_distance | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 19 | 1 |
74 | 31 | single | none | 0 | 2 | 3 | 2 | wants_no_more | 1 | 0 | 1 | 2.4 | 0 | none | none | 1 | spacing | partner_opposition | 1 | 1 | other | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 31 | 0 |
75 | 41 | married | secondary | 0 | 3 | 1 | 4 | wants_soon | 1 | 0 | 0 | 1.7 | 0 | none | none | 0 | none | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 77 | 0 |
76 | 18 | married | none | 0 | 1 | 0 | 2 | wants_no_more | 1 | 0 | 1 | 37.6 | 0 | none | none | 1 | spacing | none | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
77 | 17 | divorced_widowed | secondary | 0 | 1 | 5 | 5 | wants_no_more | 0 | 0 | 0 | 5 | 0 | none | none | 1 | spacing | access_distance | 1 | 1 | side_effects | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 60 | 0 |
78 | 23 | cohabiting | none | 1 | 1 | 8 | 5 | wants_no_more | 0 | 0 | 0 | 2.2 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 33 | 0 |
79 | 32 | cohabiting | none | 0 | 3 | 1 | 6 | wants_later | 1 | 1 | 1 | 6.1 | 0 | none | none | 1 | spacing | partner_opposition | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 32 | 0 |
80 | 34 | single | none | 0 | 1 | 0 | 0 | wants_no_more | 1 | 0 | 0 | 5.4 | 0 | none | none | 1 | spacing | religious_cultural | 1 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
81 | 25 | married | none | 0 | 3 | 8 | 6 | wants_no_more | 0 | 0 | 0 | 17.8 | 0 | none | none | 1 | limiting | access_distance | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 0 |
82 | 18 | married | none | 0 | 1 | 0 | 3 | wants_no_more | 0 | 0 | 1 | 0.9 | 0 | none | none | 1 | spacing | partner_opposition | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
83 | 30 | single | none | 0 | 2 | 0 | 4 | wants_later | 1 | 0 | 0 | 3.9 | 0 | none | none | 1 | limiting | breastfeeding | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
84 | 23 | married | none | 0 | 2 | 1 | 3 | wants_later | 1 | 1 | 1 | 15.2 | 0 | none | none | 1 | limiting | none | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 44 | 0 |
85 | 19 | cohabiting | secondary | 0 | 4 | 1 | 6 | wants_soon | 1 | 0 | 1 | 14.3 | 0 | none | none | 0 | none | breastfeeding | 1 | 1 | partner_opposition | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 46 | 0 |
86 | 33 | married | primary | 0 | 5 | 0 | 2 | wants_later | 1 | 1 | 1 | 55.2 | 0 | none | none | 0 | none | lack_knowledge | 1 | 1 | method_failure | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
87 | 25 | married | secondary | 0 | 1 | 0 | 1 | wants_later | 1 | 0 | 1 | 7.9 | 0 | none | none | 1 | limiting | partner_opposition | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
88 | 30 | married | primary | 0 | 1 | 2 | 0 | wants_later | 1 | 1 | 1 | 10.8 | 0 | none | none | 1 | limiting | none | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36 | 0 |
89 | 27 | married | primary | 1 | 1 | 1 | 5 | wants_no_more | 0 | 0 | 0 | 4.5 | 1 | injectable | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 18 | 1 |
90 | 15 | married | none | 1 | 3 | 1 | 6 | undecided | 0 | 0 | 0 | 0.5 | 1 | condom | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 13 | 1 |
91 | 29 | divorced_widowed | secondary | 0 | 5 | 0 | 1 | undecided | 1 | 1 | 1 | 5.4 | 0 | none | none | 0 | none | cost | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
92 | 23 | divorced_widowed | none | 0 | 3 | 0 | 0 | wants_no_more | 0 | 0 | 0 | 23 | 0 | none | none | 1 | limiting | cost | 0 | 0 | none | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
93 | 29 | single | primary | 0 | 5 | 2 | 3 | wants_later | 1 | 0 | 0 | 0.5 | 1 | pill | short_acting | 0 | none | none | 1 | 0 | none | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 20 | 1 |
94 | 24 | married | primary | 0 | 1 | 1 | 3 | undecided | 1 | 0 | 1 | 3.2 | 0 | none | none | 0 | none | partner_opposition | 1 | 1 | other | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 59 | 0 |
95 | 15 | married | primary | 0 | 3 | 0 | 3 | undecided | 1 | 0 | 1 | 60.4 | 0 | none | none | 0 | none | none | 1 | 1 | side_effects | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 |
96 | 41 | married | none | 0 | 3 | 3 | 4 | undecided | 1 | 0 | 0 | 25.4 | 0 | none | none | 0 | none | cost | 1 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 29 | 0 |
97 | 38 | single | primary | 0 | 5 | 0 | 4 | wants_later | 1 | 0 | 0 | 21.9 | 0 | none | none | 1 | limiting | religious_cultural | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
98 | 28 | single | secondary | 0 | 1 | 2 | 3 | wants_soon | 1 | 0 | 0 | 9.6 | 0 | none | none | 0 | none | cost | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 | 0 |
99 | 35 | divorced_widowed | primary | 0 | 3 | 0 | 5 | wants_no_more | 1 | 0 | 1 | 13.3 | 0 | none | none | 1 | spacing | partner_opposition | 1 | 1 | wanted_pregnancy | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
100 | 15 | married | secondary | 1 | 5 | 0 | 3 | wants_later | 1 | 1 | 0 | 1.8 | 0 | none | none | 1 | limiting | breastfeeding | 0 | 0 | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Family Planning & Contraceptive Access Dataset
Abstract
This dataset provides 30,000 simulated women of reproductive age records (10,000 per scenario) from sub-Saharan Africa. Each record contains 40+ variables including demographics, contraceptive use, method mix, unmet need, barriers, discontinuation, and reproductive outcomes. Three settings: urban FP clinic (45% CPR), district health centre (28%), and rural community (13%).
1. Introduction
SSA has the highest unmet need for family planning globally (~24% among married women). Modern contraceptive prevalence remains ~28% across the region. Injectable contraceptives dominate the method mix, with implant use blossoming but IUD use very low. Barriers include side effect fears, partner opposition, access/distance, cost, and cultural factors. Unmet need leads to unintended pregnancies and unsafe abortions.
This dataset is entirely simulated. It must not be used for clinical decision-making.
2. Methodology
2.1 Parameterization
| Parameter | Value | Source |
|---|---|---|
| Modern CPR SSA | ~28% | UNFPA 2024 |
| Unmet need (married) | ~24% | PMC 2024 |
| Injectable dominance | 30-45% of mix | PubMed 2013 |
| Implant growth | Blossoming | PubMed 2018 |
| IUD use | Very low | PubMed 2018 |
| Side effects as barrier | #1 reason | PubMed 2023 |
2.2 Scenario Design
| Scenario | Full Mix | Counselling | CPR | Unmet Need |
|---|---|---|---|---|
| Urban FP clinic | Yes | Yes | 45% | 17% |
| District HC | Partial | No | 28% | 34% |
| Rural community | Pills/condoms | No | 13% | 52% |
3. Schema
| Column | Type | Description |
|---|---|---|
| id | int | Unique identifier |
| age | int | Age (15-49) |
| marital_status | categorical | married / cohabiting / single / divorced |
| parity | int | Number of children |
| currently_using_modern | binary | Using modern contraception |
| current_method | categorical | injectable / implant / pill / iud / condom / sterilisation |
| method_type | categorical | long_acting / short_acting / traditional |
| unmet_need | binary | Unmet need for FP |
| unmet_need_type | categorical | spacing / limiting |
| barrier_to_use | categorical | side_effects / partner / access / cost / religious / knowledge |
| discontinued_past_year | binary | Discontinued method |
| discontinuation_reason | categorical | side_effects / wanted_pregnancy / access / partner / failure |
| unintended_pregnancy | binary | Unintended pregnancy |
| unsafe_abortion | binary | Unsafe abortion |
4. Validation
Key validation checks:
- Modern CPR gradient: 45% → 28% → 13% ✓
- Unmet need gradient: 17% → 34% → 52% ✓
- Injectable dominant in method mix ✓
- Side effects = #1 barrier and discontinuation reason ✓
- Unintended pregnancy higher in rural ✓
- Education increases CPR ✓
5. Usage
from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/family-planning-contraception", "district_health_centre")
df = dataset["train"].to_pandas()
6. Limitations
- Simulated: Not from real DHS/PMA surveys.
- Women only: No male perspectives.
- No couples data: No dyadic analysis.
- Simplified: No detailed side effect profiles.
- Cross-sectional: No method switching trajectory.
7. References
- UNFPA ESARO (2024). Unmet need for contraception in SSA.
- PMC (2024). Unmet need meta-analysis DHS 1995-2020.
- Springer (2021). Postpartum FP in SSA.
- PubMed (2023). Contraceptive continuation past 1 year.
- PubMed (2018). Implant use blossoming in Africa.
- PubMed (2022). Facility readiness for implant removal.
- PubMed (2013). Injectable contraception surge in SSA.
Citation
@dataset{esa_family_planning_2025,
title={Family Planning and Contraceptive Access Dataset},
author={Electric Sheep Africa},
year={2025},
publisher={Hugging Face},
url={https://huggingface.co/datasets/electricsheepafrica/family-planning-contraception}
}
License
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