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record_id
string
scenario
string
year
int64
setting
string
hh_size
int64
children_u5
int64
wealth_quintile
string
water_source
string
is_improved_source
int64
distance_to_source_min
float64
ecoli_contaminated
int64
ecoli_cfu_100ml
int64
turbidity_ntu
float64
residual_chlorine_mgL
float64
uses_hwts
int64
hwts_method
string
correct_hwts_use
int64
consistent_hwts
int64
storage_type
string
safe_storage
int64
post_treatment_ecoli
int64
recontamination
int64
final_safe_water
int64
child_diarrhoea
int64
adult_diarrhoea
int64
cholera_case
int64
typhoid_case
int64
any_waterborne
int64
dehydration
int64
child_death
int64
knows_hwts
int64
handwashing_station
int64
RUR-00000
rural_unimproved
2,022
rural_remote
7
1
richest
borehole
1
47
1
13
12
0.18
0
none
0
0
jerry_can
0
1
0
0
0
1
0
0
1
0
0
1
0
RUR-00001
rural_unimproved
2,023
rural_village
5
1
poorest
protected_spring
1
6
0
0
3
0.02
0
none
0
0
covered_narrow_mouth
1
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00002
rural_unimproved
2,015
peri_urban
6
1
middle
unprotected_well
0
5
1
77
9.4
0
0
none
0
0
uncovered_container
0
1
0
0
1
0
0
0
1
0
0
0
0
RUR-00003
rural_unimproved
2,019
rural_remote
5
1
poor
borehole
1
5
1
105
5.8
0.17
0
none
0
0
jerry_can
0
1
0
0
0
0
1
0
1
0
0
0
0
RUR-00004
rural_unimproved
2,012
rural_village
6
2
poor
protected_spring
1
5
1
6
1.8
0.14
0
none
0
0
covered_wide_mouth
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00005
rural_unimproved
2,017
rural_remote
6
1
rich
borehole
1
23
0
0
5.1
0.26
0
none
0
0
covered_narrow_mouth
0
0
1
0
0
0
0
0
0
0
0
0
1
RUR-00006
rural_unimproved
2,024
rural_village
3
1
richest
surface_water
0
21
1
999
92.1
0.14
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
1
1
0
0
0
0
RUR-00007
rural_unimproved
2,012
rural_village
2
1
middle
protected_spring
1
2
1
23
1.5
0
0
none
0
0
covered_wide_mouth
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00008
rural_unimproved
2,024
rural_remote
5
3
richest
borehole
1
15
1
69
3.3
0.21
1
sodis
1
0
covered_narrow_mouth
1
1
0
0
1
0
0
0
1
0
0
0
0
RUR-00009
rural_unimproved
2,018
rural_remote
6
0
poorest
protected_spring
1
2
0
0
2.2
0
1
ceramic_filter
0
0
covered_narrow_mouth
1
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00010
rural_unimproved
2,024
rural_remote
4
0
middle
protected_spring
1
7
1
70
62
0.29
0
none
0
0
jerry_can
0
1
0
0
0
1
0
0
1
0
0
1
0
RUR-00011
rural_unimproved
2,019
peri_urban
10
1
poor
protected_spring
1
32
0
0
42
0
0
none
0
0
jerry_can
1
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00012
rural_unimproved
2,024
rural_remote
5
0
poorest
unprotected_well
0
2
1
21
8
0.2
0
none
0
0
covered_wide_mouth
0
1
0
0
0
0
0
1
1
0
0
1
1
RUR-00013
rural_unimproved
2,014
rural_village
6
0
poor
surface_water
0
1
0
0
6.5
0.15
1
ceramic_filter
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00014
rural_unimproved
2,017
rural_remote
6
0
poorest
surface_water
0
6
1
5
11.9
0.07
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00015
rural_unimproved
2,023
rural_village
7
2
rich
unprotected_well
0
4
0
0
5.4
0.22
1
sodis
1
0
covered_narrow_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00016
rural_unimproved
2,011
rural_village
4
2
middle
borehole
1
34
0
0
0.6
0.04
1
boiling
1
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00017
rural_unimproved
2,015
rural_remote
6
2
rich
protected_spring
1
65
0
0
11.6
0.1
0
none
0
0
jerry_can
0
0
1
0
0
0
0
0
0
0
0
0
1
RUR-00018
rural_unimproved
2,017
peri_urban
3
1
poor
rainwater
1
12
1
1
5.3
0.05
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
1
1
0
0
1
1
RUR-00019
rural_unimproved
2,022
rural_remote
5
1
poorest
unprotected_well
0
15
0
0
1.1
0
1
ceramic_filter
0
0
uncovered_container
0
0
0
1
1
0
0
0
1
0
0
0
1
RUR-00020
rural_unimproved
2,021
rural_remote
5
3
middle
unprotected_well
0
64
0
0
12.7
0.04
1
none
1
0
uncovered_container
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00021
rural_unimproved
2,024
rural_remote
5
1
poorest
unprotected_well
0
1
1
14
7
0.1
0
none
0
0
covered_wide_mouth
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00022
rural_unimproved
2,019
rural_village
5
2
rich
surface_water
0
11
1
2,461
6.2
0.24
0
none
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00023
rural_unimproved
2,011
peri_urban
6
0
poor
unprotected_well
0
9
0
0
3.6
0
0
none
0
0
covered_wide_mouth
0
0
1
0
0
0
0
0
0
0
0
0
0
RUR-00024
rural_unimproved
2,022
rural_remote
6
1
middle
unprotected_well
0
6
1
136
2.5
0.19
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00025
rural_unimproved
2,017
rural_village
5
0
richest
unprotected_well
0
9
1
22
15.8
0
1
boiling
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00026
rural_unimproved
2,023
rural_village
6
3
rich
surface_water
0
2
1
82
5.3
0.02
0
none
0
0
covered_narrow_mouth
1
1
0
0
0
0
0
1
1
0
0
1
0
RUR-00027
rural_unimproved
2,020
peri_urban
8
3
richest
borehole
1
52
1
1,000
1.5
0.02
0
none
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
1
1
RUR-00028
rural_unimproved
2,022
rural_village
7
2
rich
unprotected_well
0
36
0
0
8.6
0.18
1
chlorination
1
1
uncovered_container
0
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00029
rural_unimproved
2,020
peri_urban
6
2
poor
borehole
1
36
1
1
25
0.35
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00030
rural_unimproved
2,022
peri_urban
6
1
middle
rainwater
1
27
0
0
5.9
0.06
0
none
0
0
covered_narrow_mouth
0
0
1
0
0
1
0
0
1
0
0
0
0
RUR-00031
rural_unimproved
2,021
rural_village
5
1
poor
rainwater
1
20
0
0
11
0.13
0
none
0
0
covered_narrow_mouth
0
0
1
0
0
0
0
0
0
0
0
0
0
RUR-00032
rural_unimproved
2,017
peri_urban
4
3
middle
unprotected_well
0
25
0
0
6.8
0.08
1
none
1
1
covered_narrow_mouth
1
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00033
rural_unimproved
2,011
rural_village
4
1
poor
unprotected_well
0
2
0
0
4.9
0.08
0
none
0
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00034
rural_unimproved
2,020
rural_remote
6
1
poor
protected_spring
1
2
1
37
6.6
0.12
1
boiling
1
0
covered_narrow_mouth
0
0
0
1
1
0
0
0
1
0
0
1
0
RUR-00035
rural_unimproved
2,017
rural_village
9
1
poor
borehole
1
15
1
129
10.5
0.16
1
boiling
1
1
jerry_can
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00036
rural_unimproved
2,018
peri_urban
5
0
richest
protected_spring
1
5
0
0
5.2
0.08
0
none
0
0
covered_wide_mouth
0
0
1
0
0
0
0
0
0
0
0
0
1
RUR-00037
rural_unimproved
2,019
rural_remote
8
0
middle
protected_spring
1
20
0
0
18.1
0.21
0
none
0
0
clay_pot
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00038
rural_unimproved
2,011
peri_urban
5
1
richest
unprotected_well
0
2
0
0
6.9
0
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00039
rural_unimproved
2,023
peri_urban
4
0
poorest
protected_spring
1
1
0
0
5.2
0.28
0
none
0
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00040
rural_unimproved
2,017
rural_remote
6
1
poorest
protected_spring
1
13
0
0
1.9
0
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00041
rural_unimproved
2,024
rural_village
2
0
poor
unprotected_well
0
25
0
0
6.3
0.19
0
none
0
0
clay_pot
0
0
1
0
0
0
0
0
0
0
0
1
0
RUR-00042
rural_unimproved
2,019
rural_village
5
0
poorest
borehole
1
6
0
0
8.1
0
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00043
rural_unimproved
2,023
rural_remote
6
1
rich
borehole
1
40
1
110
19.5
0
1
biosand_filter
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00044
rural_unimproved
2,018
peri_urban
6
1
poor
unprotected_well
0
5
0
0
12.1
0.15
0
none
0
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00045
rural_unimproved
2,024
rural_remote
4
1
middle
borehole
1
21
1
60
1.8
0.09
1
none
1
1
uncovered_container
0
1
0
0
1
0
0
0
1
0
0
0
0
RUR-00046
rural_unimproved
2,019
rural_village
6
1
middle
borehole
1
1
0
0
7
0.07
0
none
0
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00047
rural_unimproved
2,023
rural_remote
5
1
poor
unprotected_well
0
12
0
0
3.4
0.18
1
boiling
1
0
jerry_can
1
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00048
rural_unimproved
2,023
rural_remote
7
3
middle
surface_water
0
16
1
23
8.1
0.05
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00049
rural_unimproved
2,015
rural_remote
4
5
poor
unprotected_well
0
27
1
59
7.8
0.08
0
none
0
0
jerry_can
0
1
0
0
1
0
0
0
1
1
0
1
0
RUR-00050
rural_unimproved
2,024
rural_remote
6
1
richest
rainwater
1
2
1
95
5.3
0.11
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00051
rural_unimproved
2,024
rural_village
9
2
poor
surface_water
0
2
0
0
1.7
0.17
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00052
rural_unimproved
2,011
rural_remote
6
0
poorest
unprotected_well
0
5
0
0
4.2
0.07
0
none
0
0
covered_narrow_mouth
1
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00053
rural_unimproved
2,016
rural_village
6
2
poor
surface_water
0
3
1
51
10
0.15
1
boiling
0
1
clay_pot
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00054
rural_unimproved
2,013
rural_remote
5
0
rich
protected_spring
1
13
0
0
30.3
0.06
1
sodis
1
1
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00055
rural_unimproved
2,015
rural_village
4
0
poorest
unprotected_well
0
12
1
125
4.3
0.25
0
none
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00056
rural_unimproved
2,011
rural_remote
5
0
poorest
borehole
1
19
1
13
49
0.13
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00057
rural_unimproved
2,023
rural_village
8
2
poor
surface_water
0
31
1
116
2.9
0
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
1
1
RUR-00058
rural_unimproved
2,011
peri_urban
3
1
poor
protected_spring
1
9
0
0
4.2
0
0
none
0
0
uncovered_container
0
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00059
rural_unimproved
2,013
rural_village
6
0
middle
borehole
1
6
0
0
9.7
0.17
0
none
0
0
covered_narrow_mouth
0
0
0
1
0
0
0
1
1
0
0
1
0
RUR-00060
rural_unimproved
2,019
rural_remote
8
2
poorest
borehole
1
4
0
0
37.1
0.18
0
none
0
0
covered_narrow_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00061
rural_unimproved
2,023
rural_remote
1
2
richest
protected_spring
1
8
1
29
1.5
0.18
0
none
0
0
covered_wide_mouth
0
1
0
0
0
1
0
0
1
0
0
1
0
RUR-00062
rural_unimproved
2,016
rural_village
6
1
poorest
unprotected_well
0
9
1
9
12
0.13
0
none
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00063
rural_unimproved
2,018
peri_urban
10
0
rich
surface_water
0
49
1
116
1.4
0.14
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00064
rural_unimproved
2,015
rural_remote
6
1
rich
protected_spring
1
32
0
0
7.5
0
1
ceramic_filter
1
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00065
rural_unimproved
2,011
rural_village
4
2
poorest
unprotected_well
0
50
1
38
8.9
0
0
none
0
0
covered_narrow_mouth
1
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00066
rural_unimproved
2,022
rural_village
2
2
poorest
surface_water
0
6
1
36
4.1
0.14
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00067
rural_unimproved
2,011
rural_village
6
1
richest
surface_water
0
13
1
85
1.2
0.24
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00068
rural_unimproved
2,017
rural_village
10
1
middle
protected_spring
1
20
1
99
13.4
0.1
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00069
rural_unimproved
2,014
rural_remote
3
0
poorest
unprotected_well
0
10
0
0
7
0.18
1
chlorination
1
1
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00070
rural_unimproved
2,022
rural_village
7
2
poor
unprotected_well
0
4
1
2
4.8
0.3
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00071
rural_unimproved
2,023
peri_urban
1
3
poorest
unprotected_well
0
46
1
115
6.8
0.2
0
none
0
0
covered_narrow_mouth
1
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00072
rural_unimproved
2,014
rural_village
5
1
poor
unprotected_well
0
3
1
20
3.5
0
0
none
0
0
covered_narrow_mouth
1
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00073
rural_unimproved
2,014
peri_urban
6
1
poor
borehole
1
14
1
5
1.4
0.1
0
none
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00074
rural_unimproved
2,016
rural_remote
4
1
rich
protected_spring
1
15
0
0
7.9
0.13
0
none
0
0
covered_narrow_mouth
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00075
rural_unimproved
2,022
peri_urban
5
0
poor
unprotected_well
0
1
0
0
8.5
0.39
0
none
0
0
covered_wide_mouth
0
0
1
0
0
0
0
0
0
0
0
1
0
RUR-00076
rural_unimproved
2,023
peri_urban
9
0
rich
surface_water
0
12
0
0
4.9
0.13
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00077
rural_unimproved
2,012
rural_remote
6
1
poor
borehole
1
21
1
111
3.4
0.08
1
ceramic_filter
0
0
clay_pot
0
1
0
0
0
0
0
0
0
0
0
1
0
RUR-00078
rural_unimproved
2,023
rural_remote
4
3
rich
surface_water
0
2
0
0
2.4
0.07
0
none
0
0
jerry_can
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00079
rural_unimproved
2,010
rural_village
5
3
middle
borehole
1
5
1
67
1.6
0.05
0
none
0
0
jerry_can
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00080
rural_unimproved
2,019
rural_remote
3
2
poorest
unprotected_well
0
3
1
18
34.2
0.21
1
ceramic_filter
1
0
uncovered_container
0
0
0
1
0
0
0
0
0
0
0
0
1
RUR-00081
rural_unimproved
2,022
rural_remote
5
0
rich
surface_water
0
11
0
0
2.8
0.13
0
none
0
0
covered_narrow_mouth
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00082
rural_unimproved
2,019
rural_village
6
3
poor
surface_water
0
6
1
12
83
0.05
0
none
0
0
uncovered_container
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00083
rural_unimproved
2,011
rural_village
1
2
richest
surface_water
0
3
1
4
5
0.13
0
none
0
0
jerry_can
1
1
0
0
1
0
0
0
1
0
0
0
0
RUR-00084
rural_unimproved
2,014
peri_urban
5
3
poor
unprotected_well
0
5
1
135
12.7
0.15
0
none
0
0
jerry_can
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00085
rural_unimproved
2,023
rural_village
6
1
middle
surface_water
0
12
1
459
2
0.04
1
boiling
0
1
covered_narrow_mouth
0
1
0
0
1
0
0
0
1
0
0
1
0
RUR-00086
rural_unimproved
2,010
peri_urban
6
1
poor
unprotected_well
0
7
0
0
5.9
0.08
0
none
0
0
uncovered_container
0
0
1
0
0
0
0
0
0
0
0
0
0
RUR-00087
rural_unimproved
2,015
rural_village
8
0
poorest
surface_water
0
7
1
2
6.5
0
0
none
0
0
jerry_can
0
1
0
0
0
0
0
0
0
0
0
1
1
RUR-00088
rural_unimproved
2,017
rural_remote
5
2
richest
unprotected_well
0
26
0
0
5.2
0.11
0
none
0
0
clay_pot
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00089
rural_unimproved
2,019
rural_remote
3
0
rich
borehole
1
8
0
0
1.5
0.04
0
none
0
0
covered_wide_mouth
0
0
1
0
0
0
0
0
0
0
0
0
1
RUR-00090
rural_unimproved
2,023
rural_remote
3
0
middle
rainwater
1
1
0
0
0.6
0.06
1
sodis
1
1
uncovered_container
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00091
rural_unimproved
2,017
peri_urban
5
0
richest
surface_water
0
2
1
16
8.1
0.12
1
chlorination
1
0
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
1
1
RUR-00092
rural_unimproved
2,017
rural_remote
4
1
middle
unprotected_well
0
15
1
14
1.3
0.14
0
none
0
0
covered_narrow_mouth
0
1
0
0
0
0
0
0
0
0
0
0
1
RUR-00093
rural_unimproved
2,017
rural_village
6
2
poor
borehole
1
5
0
0
29.6
0.17
1
boiling
0
1
uncovered_container
0
0
1
0
0
0
0
0
0
0
0
1
0
RUR-00094
rural_unimproved
2,023
rural_remote
7
2
richest
unprotected_well
0
14
1
59
10.4
0.05
1
sodis
1
1
covered_wide_mouth
0
0
0
1
0
0
0
0
0
0
0
0
0
RUR-00095
rural_unimproved
2,010
rural_village
8
0
rich
unprotected_well
0
13
0
0
0.8
0.04
0
none
0
0
clay_pot
0
0
0
1
0
0
0
0
0
0
0
1
0
RUR-00096
rural_unimproved
2,010
peri_urban
5
0
poorest
unprotected_well
0
6
1
21
1.4
0.1
0
none
0
0
covered_wide_mouth
0
1
0
0
0
1
1
0
1
0
0
0
0
RUR-00097
rural_unimproved
2,018
rural_village
4
4
rich
borehole
1
15
0
0
0.8
0.25
0
none
0
0
covered_narrow_mouth
0
0
1
0
0
0
0
0
0
0
0
1
1
RUR-00098
rural_unimproved
2,017
rural_remote
7
0
poor
surface_water
0
42
1
69
10.8
0.16
0
none
0
0
covered_wide_mouth
0
1
0
0
0
0
0
0
0
0
0
0
0
RUR-00099
rural_unimproved
2,022
rural_remote
10
3
middle
unprotected_well
0
33
1
43
3.6
0.37
0
none
0
0
jerry_can
1
1
0
0
0
1
0
0
1
0
0
1
0
End of preview. Expand in Data Studio

⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

Household Water Treatment & Safe Storage in Sub-Saharan Africa

Abstract

Synthetic dataset modelling household water treatment (HWTS) adoption, water quality, and waterborne disease outcomes across three settings in SSA. HWTS methods (boiling, chlorination, SODIS, filtration) are critical for households using unimproved or unreliable water sources. PLOS Medicine (2014) found 38% of "improved" sources still had E. coli. SODIS meta-analysis (BMJ Open 2020) showed 26% diarrhoea reduction.

Scenarios

  • Rural Unimproved: Remote communities relying on unprotected wells/surface water; 65% E. coli contamination, 20% HWTS adoption.
  • Peri-Urban Mixed: Unreliable piped + alternative sources; 45% contamination, 30% HWTS adoption.
  • Urban Improving: Cities with expanding piped networks; 25% contamination, 40% HWTS adoption.

Parameterization Evidence

Parameter Value Source Year
HWTS = key intervention for unsafe water users Recommendation WHO 2023
38% of improved sources had E. coli Contamination PLOS Medicine (Bain et al.) 2014
E. coli in 4,499 rural HH in 9 SSA countries SSA data PMC11115386 2024
SODIS: 26% diarrhoea reduction (meta-analysis) Efficacy BMJ Open 2020
455,000 annual deaths from waterborne pathogens in SSA Mortality PMC8201346 2021
JMP 2023: SSA lags in safely managed water Coverage WHO/UNICEF JMP 2023

Validation

Validation Report

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/household-water-treatment", "rural_unimproved")

Limitations

  • Synthetic data; not for clinical decision-making.
  • HWTS efficacy simplified from heterogeneous field studies.
  • Does not capture seasonal variation in water quality or supply interruptions.

References

  1. WHO. Household Water Treatment and Safe Storage. 2023.
  2. Bain R, et al. Fecal contamination of drinking-water in LMICs. PLOS Medicine, 2014.
  3. BMJ Open. Effectiveness of SODIS for childhood diarrhoea (meta-analysis). 2020.
  4. WHO/UNICEF JMP. Progress on household drinking water 2000-2022. 2023.
  5. PMC11115386. E. coli predictors in rural SSA household water. 2024.

Citation

@dataset{electricsheepafrica_household_water_treatment_2025,
  title={Household Water Treatment and Safe Storage in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/household-water-treatment}
}

License

CC-BY-4.0

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