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DataId
int64
SurveyId
string
SurveyYear
int64
SurveyType
string
DHS_CountryCode
string
CountryName
string
IndicatorId
string
Indicator
string
SDRID
string
CharacteristicCategory
string
CharacteristicLabel
string
CharacteristicId
int64
IsTotal
int64
IsPreferred
int64
Value
float64
Precision
int64
CILow
null
CIHigh
null
DenominatorUnweighted
float64
DenominatorWeighted
float64
1,541,361
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_ANY
Knowledge of any method of contraception (all women)
FPKMTAWANY
Total
Total
1,000
1
1
80.1
1
null
null
14,379
14,379
1,541,362
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_MOD
Knowledge of any modern method of contraception (all women)
FPKMTAWMOD
Total
Total
1,000
1
1
79.3
1
null
null
14,379
14,379
1,541,199
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_FST
Knowledge of female sterilization (all women)
FPKMTAWFST
Total
Total
1,000
1
1
27.4
1
null
null
14,379
14,379
1,541,195
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_MST
Knowledge of male sterilization (all women)
FPKMTAWMST
Total
Total
1,000
1
1
18
1
null
null
14,379
14,379
1,541,200
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_PIL
Knowledge of pill (all women)
FPKMTAWPIL
Total
Total
1,000
1
1
61.4
1
null
null
14,379
14,379
1,541,196
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_IUD
Knowledge of IUD (all women)
FPKMTAWIUD
Total
Total
1,000
1
1
38
1
null
null
14,379
14,379
1,541,213
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_INJ
Knowledge of injections (all women)
FPKMTAWINJ
Total
Total
1,000
1
1
57.5
1
null
null
14,379
14,379
1,541,218
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_IMP
Knowledge of implants (all women)
FPKMTAWIMP
Total
Total
1,000
1
1
50
1
null
null
14,379
14,379
1,541,219
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_MCN
Knowledge of condom (all women)
FPKMTAWMCN
Total
Total
1,000
1
1
72.7
1
null
null
14,379
14,379
1,541,198
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_FCN
Knowledge of female condom (all women)
FPKMTAWFCN
Total
Total
1,000
1
1
50.4
1
null
null
14,379
14,379
1,541,211
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_LAM
Knowledge of lactational amenorrhea method (all women)
FPKMTAWLAM
Total
Total
1,000
1
1
34.2
1
null
null
14,379
14,379
1,541,201
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_EMC
Knowledge of emergency contraception (all women)
FPKMTAWEMC
Total
Total
1,000
1
1
28.3
1
null
null
14,379
14,379
1,541,363
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_STD
Knowledge of standard days method (all women)
FPKMTAWSTD
Total
Total
1,000
1
1
14.8
1
null
null
14,379
14,379
1,541,364
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_OMD
Knowledge of other modern methods (all women)
FPKMTAWOMD
Total
Total
1,000
1
1
1.4
1
null
null
14,379
14,379
1,541,597
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_TRA
Knowledge of any traditional method (all women)
FPKMTAWTRA
Total
Total
1,000
1
1
45.3
1
null
null
14,379
14,379
1,541,210
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_RHY
Knowledge of periodic abstinence (all women)
FPKMTAWRHY
Total
Total
1,000
1
1
37.3
1
null
null
14,379
14,379
1,541,212
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_WTH
Knowledge of withdrawal (all women)
FPKMTAWWTH
Total
Total
1,000
1
1
36.1
1
null
null
14,379
14,379
1,541,220
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_OTR
Knowledge of other traditional methods (all women)
FPKMTAWOTR
Total
Total
1,000
1
1
1.5
1
null
null
14,379
14,379
1,541,360
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_MNM
Mean number of methods known
FPKMTAWMNM
Total
Total
1,000
1
1
5.3
1
null
null
14,379
14,379
4,745,574
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_NUM
Number of women
FPKMTAWNUM
Total
Total
1,000
1
1
14,379
0
null
null
14,379
null
1,541,265
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_W_UNW
Number of women (unweighted)
FPKMTAWUNW
Total
Total
1,000
1
1
14,379
0
null
null
null
14,379
1,541,202
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_ANY
Knowledge of any method of contraception (all men)
FPKMTAMANY
Total
Total
1,000
1
1
94.8
1
null
null
5,377
5,422
1,541,206
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_MOD
Knowledge of any modern method of contraception (all men)
FPKMTAMMOD
Total
Total
1,000
1
1
94.7
1
null
null
5,377
5,422
1,541,203
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_FST
Knowledge of female sterilization (all men)
FPKMTAMFST
Total
Total
1,000
1
1
35
1
null
null
5,377
5,422
1,541,384
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_MST
Knowledge of male sterilization (all men)
FPKMTAMMST
Total
Total
1,000
1
1
28.6
1
null
null
5,377
5,422
1,541,385
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_PIL
Knowledge of pill (all men)
FPKMTAMPIL
Total
Total
1,000
1
1
62.9
1
null
null
5,377
5,422
1,541,386
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_IUD
Knowledge of IUD (all men)
FPKMTAMIUD
Total
Total
1,000
1
1
30.2
1
null
null
5,377
5,422
1,541,387
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_INJ
Knowledge of injections (all men)
FPKMTAMINJ
Total
Total
1,000
1
1
53.3
1
null
null
5,377
5,422
1,541,207
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_IMP
Knowledge of implants (all men)
FPKMTAMIMP
Total
Total
1,000
1
1
44.2
1
null
null
5,377
5,422
1,541,204
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_MCN
Knowledge of condom (all men)
FPKMTAMMCN
Total
Total
1,000
1
1
93.5
1
null
null
5,377
5,422
1,541,208
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_FCN
Knowledge of female condom (all men)
FPKMTAMFCN
Total
Total
1,000
1
1
68.8
1
null
null
5,377
5,422
1,541,564
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_LAM
Knowledge of lactational amenorrhea method (all men)
FPKMTAMLAM
Total
Total
1,000
1
1
32.6
1
null
null
5,377
5,422
1,541,565
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_EMC
Knowledge of emergency contraception (all men)
FPKMTAMEMC
Total
Total
1,000
1
1
30
1
null
null
5,377
5,422
1,541,205
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_STD
Knowledge of standard days method (all men)
FPKMTAMSTD
Total
Total
1,000
1
1
16.8
1
null
null
5,377
5,422
1,541,209
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_OMD
Knowledge of other modern methods (all men)
FPKMTAMOMD
Total
Total
1,000
1
1
2.1
1
null
null
5,377
5,422
1,541,566
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_TRA
Knowledge of any traditional method (all men)
FPKMTAMTRA
Total
Total
1,000
1
1
60.1
1
null
null
5,377
5,422
1,541,388
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_RHY
Knowledge of periodic abstinence (all men)
FPKMTAMRHY
Total
Total
1,000
1
1
45.8
1
null
null
5,377
5,422
1,541,400
AO2015DHS
2,015
DHS
AO
Angola
FP_KMTA_M_WTH
Knowledge of withdrawal (all men)
FPKMTAMWTH
Total
Total
1,000
1
1
52.1
1
null
null
5,377
5,422
11,823,696
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_ANY
Knowledge of any method of contraception (all women)
FPKMTAWANY
Total
Total
1,000
1
1
85.8
1
null
null
14,717
14,717
11,823,697
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_MOD
Knowledge of any modern method of contraception (all women)
FPKMTAWMOD
Total
Total
1,000
1
1
85.5
1
null
null
14,717
14,717
11,823,701
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_FST
Knowledge of female sterilization (all women)
FPKMTAWFST
Total
Total
1,000
1
1
23.1
1
null
null
14,717
14,717
11,823,691
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_MST
Knowledge of male sterilization (all women)
FPKMTAWMST
Total
Total
1,000
1
1
18
1
null
null
14,717
14,717
11,823,702
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_PIL
Knowledge of pill (all women)
FPKMTAWPIL
Total
Total
1,000
1
1
71.1
1
null
null
14,717
14,717
11,823,692
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_IUD
Knowledge of IUD (all women)
FPKMTAWIUD
Total
Total
1,000
1
1
46.2
1
null
null
14,717
14,717
11,823,703
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_INJ
Knowledge of injections (all women)
FPKMTAWINJ
Total
Total
1,000
1
1
68.9
1
null
null
14,717
14,717
11,823,704
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_IMP
Knowledge of implants (all women)
FPKMTAWIMP
Total
Total
1,000
1
1
72.9
1
null
null
14,717
14,717
11,823,705
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_MCN
Knowledge of condom (all women)
FPKMTAWMCN
Total
Total
1,000
1
1
82.4
1
null
null
14,717
14,717
11,823,693
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_FCN
Knowledge of female condom (all women)
FPKMTAWFCN
Total
Total
1,000
1
1
54.7
1
null
null
14,717
14,717
11,823,708
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_LAM
Knowledge of lactational amenorrhea method (all women)
FPKMTAWLAM
Total
Total
1,000
1
1
33.3
1
null
null
14,717
14,717
11,823,694
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_EMC
Knowledge of emergency contraception (all women)
FPKMTAWEMC
Total
Total
1,000
1
1
39.6
1
null
null
14,717
14,717
11,823,698
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_STD
Knowledge of standard days method (all women)
FPKMTAWSTD
Total
Total
1,000
1
1
21.3
1
null
null
14,717
14,717
11,823,699
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_OMD
Knowledge of other modern methods (all women)
FPKMTAWOMD
Total
Total
1,000
1
1
3.8
1
null
null
14,717
14,717
11,823,700
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_TRA
Knowledge of any traditional method (all women)
FPKMTAWTRA
Total
Total
1,000
1
1
47.5
1
null
null
14,717
14,717
11,823,695
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_RHY
Knowledge of periodic abstinence (all women)
FPKMTAWRHY
Total
Total
1,000
1
1
34.6
1
null
null
14,717
14,717
11,823,709
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_WTH
Knowledge of withdrawal (all women)
FPKMTAWWTH
Total
Total
1,000
1
1
39.3
1
null
null
14,717
14,717
11,823,706
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_OTR
Knowledge of other traditional methods (all women)
FPKMTAWOTR
Total
Total
1,000
1
1
3.6
1
null
null
14,717
14,717
11,823,707
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_MNM
Mean number of methods known
FPKMTAWMNM
Total
Total
1,000
1
1
6.1
1
null
null
14,717
14,717
11,823,710
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_NUM
Number of women
FPKMTAWNUM
Total
Total
1,000
1
1
14,717
0
null
null
14,717
null
4,278,674
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_W_UNW
Number of women (unweighted)
FPKMTAWUNW
Total
Total
1,000
1
1
14,717
0
null
null
null
14,717
18,427,603
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_ANY
Knowledge of any method of contraception (all men)
FPKMTAMANY
Total
Total
1,000
1
1
94.2
1
null
null
6,279
6,274
18,427,605
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_MOD
Knowledge of any modern method of contraception (all men)
FPKMTAMMOD
Total
Total
1,000
1
1
94
1
null
null
6,279
6,274
18,427,604
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_FST
Knowledge of female sterilization (all men)
FPKMTAMFST
Total
Total
1,000
1
1
31.3
1
null
null
6,279
6,274
18,427,596
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_MST
Knowledge of male sterilization (all men)
FPKMTAMMST
Total
Total
1,000
1
1
27.9
1
null
null
6,279
6,274
18,427,597
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_PIL
Knowledge of pill (all men)
FPKMTAMPIL
Total
Total
1,000
1
1
67
1
null
null
6,279
6,274
18,427,598
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_IUD
Knowledge of IUD (all men)
FPKMTAMIUD
Total
Total
1,000
1
1
27.8
1
null
null
6,279
6,274
18,427,599
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_INJ
Knowledge of injections (all men)
FPKMTAMINJ
Total
Total
1,000
1
1
46.9
1
null
null
6,279
6,274
18,427,606
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_IMP
Knowledge of implants (all men)
FPKMTAMIMP
Total
Total
1,000
1
1
65.1
1
null
null
6,279
6,274
18,427,610
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_MCN
Knowledge of condom (all men)
FPKMTAMMCN
Total
Total
1,000
1
1
93.2
1
null
null
6,279
6,274
18,427,607
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_FCN
Knowledge of female condom (all men)
FPKMTAMFCN
Total
Total
1,000
1
1
71.4
1
null
null
6,279
6,274
18,427,613
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_LAM
Knowledge of lactational amenorrhea method (all men)
FPKMTAMLAM
Total
Total
1,000
1
1
25.4
1
null
null
6,279
6,274
18,427,614
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_EMC
Knowledge of emergency contraception (all men)
FPKMTAMEMC
Total
Total
1,000
1
1
34.6
1
null
null
6,279
6,274
18,427,611
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_STD
Knowledge of standard days method (all men)
FPKMTAMSTD
Total
Total
1,000
1
1
20.6
1
null
null
6,279
6,274
18,427,608
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_OMD
Knowledge of other modern methods (all men)
FPKMTAMOMD
Total
Total
1,000
1
1
2.1
1
null
null
6,279
6,274
18,427,612
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_TRA
Knowledge of any traditional method (all men)
FPKMTAMTRA
Total
Total
1,000
1
1
57.9
1
null
null
6,279
6,274
18,427,600
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_RHY
Knowledge of periodic abstinence (all men)
FPKMTAMRHY
Total
Total
1,000
1
1
41.7
1
null
null
6,279
6,274
18,427,601
AO2023DHS
2,023
DHS
AO
Angola
FP_KMTA_M_WTH
Knowledge of withdrawal (all men)
FPKMTAMWTH
Total
Total
1,000
1
1
52.1
1
null
null
6,279
6,274
14,394,344
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_ANY
Knowledge of any method of contraception (all women)
FPKMTAWANY
Total
Total
1,000
1
1
79.1
1
null
null
6,354
6,354
14,394,354
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_MOD
Knowledge of any modern method of contraception (all women)
FPKMTAWMOD
Total
Total
1,000
1
1
62.4
1
null
null
6,354
6,354
14,394,356
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_FST
Knowledge of female sterilization (all women)
FPKMTAWFST
Total
Total
1,000
1
1
32.5
1
null
null
6,354
6,354
14,394,335
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_MST
Knowledge of male sterilization (all women)
FPKMTAWMST
Total
Total
1,000
1
1
12.2
1
null
null
6,354
6,354
14,394,357
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_PIL
Knowledge of pill (all women)
FPKMTAWPIL
Total
Total
1,000
1
1
49
1
null
null
6,354
6,354
14,394,336
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_IUD
Knowledge of IUD (all women)
FPKMTAWIUD
Total
Total
1,000
1
1
32.8
1
null
null
6,354
6,354
14,394,337
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_INJ
Knowledge of injections (all women)
FPKMTAWINJ
Total
Total
1,000
1
1
39.3
1
null
null
6,354
6,354
14,394,338
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_IMP
Knowledge of implants (all women)
FPKMTAWIMP
Total
Total
1,000
1
1
1.7
1
null
null
6,354
6,354
14,394,339
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_MCN
Knowledge of condom (all women)
FPKMTAWMCN
Total
Total
1,000
1
1
49.3
1
null
null
6,354
6,354
14,394,358
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_DIA
Knowledge of diaphragm (all women)
FPKMTAWDIA
Total
Total
1,000
1
1
16.6
1
null
null
6,354
6,354
14,394,355
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_TRA
Knowledge of any traditional method (all women)
FPKMTAWTRA
Total
Total
1,000
1
1
69.8
1
null
null
6,354
6,354
14,394,359
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_RHY
Knowledge of periodic abstinence (all women)
FPKMTAWRHY
Total
Total
1,000
1
1
30.3
1
null
null
6,354
6,354
14,394,409
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_WTH
Knowledge of withdrawal (all women)
FPKMTAWWTH
Total
Total
1,000
1
1
14.4
1
null
null
6,354
6,354
14,394,340
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_OTR
Knowledge of other traditional methods (all women)
FPKMTAWOTR
Total
Total
1,000
1
1
65.5
1
null
null
6,354
6,354
14,394,408
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_MNM
Mean number of methods known
FPKMTAWMNM
Total
Total
1,000
1
1
3.7
1
null
null
6,354
6,354
14,700,581
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_NUM
Number of women
FPKMTAWNUM
Total
Total
1,000
1
1
6,354
0
null
null
6,354
null
8,271,129
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_W_UNW
Number of women (unweighted)
FPKMTAWUNW
Total
Total
1,000
1
1
6,354
0
null
null
null
6,354
6,012,450
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_ANY
Knowledge of any method of contraception (all men)
FPKMTAMANY
Total
Total
1,000
1
1
93.9
1
null
null
1,362
1,254
6,012,492
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_MOD
Knowledge of any modern method of contraception (all men)
FPKMTAMMOD
Total
Total
1,000
1
1
90.3
1
null
null
1,362
1,254
6,012,451
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_FST
Knowledge of female sterilization (all men)
FPKMTAMFST
Total
Total
1,000
1
1
53.7
1
null
null
1,362
1,254
6,012,455
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_MST
Knowledge of male sterilization (all men)
FPKMTAMMST
Total
Total
1,000
1
1
22.8
1
null
null
1,362
1,254
6,012,456
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_PIL
Knowledge of pill (all men)
FPKMTAMPIL
Total
Total
1,000
1
1
64.2
1
null
null
1,362
1,254
6,012,471
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_IUD
Knowledge of IUD (all men)
FPKMTAMIUD
Total
Total
1,000
1
1
43.5
1
null
null
1,362
1,254
6,012,472
BF1993DHS
1,993
DHS
BF
Burkina Faso
FP_KMTA_M_INJ
Knowledge of injections (all men)
FPKMTAMINJ
Total
Total
1,000
1
1
57.8
1
null
null
1,362
1,254
End of preview. Expand in Data Studio

Family Planning — Africa (DHS Program) | Africa (Electric Sheep Africa metadata inventory)

Size category: 100K<n<1M - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa

size sector downloads license

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: Family Planning — Africa Source: DHS Program — The Demographic and Health Surveys Indicator category: Family Planning Publisher: ICF / DHS Program (funded by USAID) Coverage: 44 African countries · 1986–2024 · 819,950 rows Surveys: 184 completed DHS/MIS/AIS surveys · Indicators: 546 About The DHS Program conducts nationally representative household surveys across Africa and the developing world, providing data on population, health, HIV, nutrition, and malaria. This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-dhs-family-planning.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-dhs-family-planning
Sector health
Topic tags dhs, demographic-health-survey, family-planning, tabular
Modalities tabular, text
Formats parquet
Size category 100K<n<1M
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-05-06 09:37:35+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-dhs-family-planning")
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: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

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_dhs_family_planning_2026,
  title        = {Family Planning — Africa (DHS Program) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-dhs-family-planning},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-dhs-family-planning}}
}

License

Released under CC BY 4.0.

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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