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record_id
string
scenario
string
year
int64
setting
string
age
int64
sex
string
is_child
int64
occupation
string
distance_to_spill_km
float64
spill_source
string
years_since_spill
int64
water_tph_mgL
float64
soil_tph_mgkg
float64
benzene_water_ugL
float64
exceeds_who_benzene
int64
fish_contaminated
int64
crop_contaminated
int64
water_source_contaminated
int64
respiratory
int64
cough
int64
asthma
int64
skin_disease
int64
eye_irritation
int64
headache
int64
nausea
int64
neurological
int64
cancer
int64
child_developmental
int64
adverse_pregnancy
int64
fisheries_destroyed
int64
farmland_contaminated
int64
income_loss
int64
remediation
int64
compensation_received
int64
community_monitoring
int64
any_health_effect
int64
NIG-00000
niger_delta_chronic
2,022
rural_oilfield
43
female
0
farmer
2.91
flowline_leak
6
20.7
635
12.7
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00001
niger_delta_chronic
2,017
riverine_community
38
female
0
trader
2.53
wellhead_blowout
3
40.5
3,659
6.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00002
niger_delta_chronic
2,013
riverine_community
36
female
0
trader
1.13
sabotage_theft
4
31.1
7,684
5.8
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
NIG-00003
niger_delta_chronic
2,011
riverine_community
34
female
0
oil_worker
1.51
sabotage_theft
6
50.4
1,235
7.8
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00004
niger_delta_chronic
2,012
peri_urban
37
female
0
farmer
2.24
flowline_leak
11
13.1
1,407
3.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
NIG-00005
niger_delta_chronic
2,018
riverine_community
37
male
0
oil_worker
1.62
tanker
6
11.3
3,375
8.5
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00006
niger_delta_chronic
2,010
peri_urban
34
male
0
oil_worker
0.34
sabotage_theft
7
191.9
3,106
30.7
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00007
niger_delta_chronic
2,013
riverine_community
13
female
1
other
2.83
flowline_leak
7
27.2
3,693
7.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00008
niger_delta_chronic
2,013
riverine_community
41
female
0
fisher
0.4
pipeline_rupture
15
49.5
4,625
2.7
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
NIG-00009
niger_delta_chronic
2,024
riverine_community
35
female
0
farmer
0.48
wellhead_blowout
20
202.9
1,371
10.8
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00010
niger_delta_chronic
2,014
riverine_community
15
female
0
farmer
0.12
sabotage_theft
9
194.6
1,330
12
1
0
0
1
0
0
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
1
NIG-00011
niger_delta_chronic
2,010
riverine_community
74
male
0
oil_worker
1.49
pipeline_rupture
2
91.1
2,601
15.5
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00012
niger_delta_chronic
2,017
riverine_community
34
male
0
farmer
0.84
wellhead_blowout
16
12.2
4,986
9.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00013
niger_delta_chronic
2,021
riverine_community
43
female
0
farmer
2.23
pipeline_rupture
17
49.8
473
7.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00014
niger_delta_chronic
2,022
rural_oilfield
1
female
1
farmer
1.09
pipeline_rupture
9
77
1,487
22.5
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
NIG-00015
niger_delta_chronic
2,018
riverine_community
51
female
0
other
0.64
flowline_leak
6
8.8
9,436
9.1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00016
niger_delta_chronic
2,015
peri_urban
42
female
0
trader
3.55
pipeline_rupture
9
22.1
494
3.8
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
NIG-00017
niger_delta_chronic
2,024
peri_urban
48
female
0
farmer
1.65
pipeline_rupture
7
99
2,165
5.1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
NIG-00018
niger_delta_chronic
2,013
peri_urban
22
female
0
oil_worker
3.1
pipeline_rupture
14
14.4
349
13.4
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00019
niger_delta_chronic
2,017
rural_oilfield
8
female
1
fisher
0.11
wellhead_blowout
17
118.5
1,360
19.4
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00020
niger_delta_chronic
2,022
riverine_community
19
male
0
farmer
0.1
flowline_leak
9
39
4,227
11.5
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00021
niger_delta_chronic
2,021
riverine_community
33
male
0
farmer
0.45
pipeline_rupture
4
93.3
10,046
6.3
0
0
0
0
1
1
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
1
NIG-00022
niger_delta_chronic
2,019
rural_oilfield
20
male
0
other
1.6
sabotage_theft
6
30
2,403
4.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00023
niger_delta_chronic
2,018
riverine_community
30
female
0
oil_worker
0.88
wellhead_blowout
11
36.3
1,468
19.2
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00024
niger_delta_chronic
2,022
peri_urban
42
female
0
fisher
1.73
sabotage_theft
16
12.3
2,398
42.2
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
NIG-00025
niger_delta_chronic
2,016
riverine_community
16
female
0
trader
3.15
flowline_leak
1
32.7
1,346
3.4
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00026
niger_delta_chronic
2,015
rural_oilfield
27
male
0
other
2.13
pipeline_rupture
10
8.7
3,017
44.5
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00027
niger_delta_chronic
2,011
riverine_community
36
male
0
oil_worker
0.78
wellhead_blowout
0
41.6
1,231
9.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00028
niger_delta_chronic
2,023
riverine_community
38
female
0
trader
0.35
sabotage_theft
14
30.6
1,969
9.5
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
NIG-00029
niger_delta_chronic
2,010
riverine_community
31
male
0
trader
0.96
wellhead_blowout
6
67.8
2,396
21.2
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00030
niger_delta_chronic
2,014
riverine_community
43
male
0
fisher
1.38
pipeline_rupture
10
31.1
2,712
12.3
1
1
0
1
1
1
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
1
NIG-00031
niger_delta_chronic
2,017
rural_oilfield
58
male
0
other
1.2
flowline_leak
10
103.3
3,793
20.6
1
0
0
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00032
niger_delta_chronic
2,013
rural_oilfield
12
male
1
farmer
3.9
pipeline_rupture
9
11.4
561
1.4
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00033
niger_delta_chronic
2,021
rural_oilfield
30
female
0
fisher
3.32
pipeline_rupture
5
20.6
674
3.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00034
niger_delta_chronic
2,021
peri_urban
37
female
0
farmer
4.33
flowline_leak
3
7.7
1,880
13
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00035
niger_delta_chronic
2,016
riverine_community
37
female
0
fisher
0.45
pipeline_rupture
7
48.7
1,569
26.6
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
1
NIG-00036
niger_delta_chronic
2,024
peri_urban
15
male
0
fisher
0.74
pipeline_rupture
0
21.9
1,638
9.2
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00037
niger_delta_chronic
2,011
riverine_community
15
male
0
fisher
0.17
pipeline_rupture
12
121.9
9,142
22.1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00038
niger_delta_chronic
2,024
riverine_community
40
male
0
farmer
0.16
pipeline_rupture
9
98.3
4,299
37.9
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
1
NIG-00039
niger_delta_chronic
2,022
riverine_community
33
male
0
oil_worker
0.1
tanker
6
27.1
6,159
15.1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00040
niger_delta_chronic
2,013
rural_oilfield
37
male
0
fisher
6.11
flowline_leak
11
7.8
408
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00041
niger_delta_chronic
2,020
rural_oilfield
43
male
0
fisher
0.5
flowline_leak
0
19.5
1,194
14.1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00042
niger_delta_chronic
2,016
rural_oilfield
39
male
0
other
3.5
wellhead_blowout
12
25.7
418
9.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00043
niger_delta_chronic
2,014
rural_oilfield
38
male
0
oil_worker
0.5
pipeline_rupture
5
111.4
1,613
12.9
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00044
niger_delta_chronic
2,024
riverine_community
29
female
0
farmer
5.3
sabotage_theft
1
2.9
1,012
2.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00045
niger_delta_chronic
2,016
peri_urban
11
female
1
fisher
1.94
flowline_leak
6
12.2
1,512
9.9
0
0
0
1
0
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
1
NIG-00046
niger_delta_chronic
2,018
peri_urban
52
male
0
trader
0.91
flowline_leak
7
41.1
9,716
1.9
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00047
niger_delta_chronic
2,016
peri_urban
54
female
0
farmer
0.34
sabotage_theft
6
13.9
1,270
7
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00048
niger_delta_chronic
2,019
rural_oilfield
41
male
0
farmer
1.55
sabotage_theft
11
30.9
7,058
23.2
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
NIG-00049
niger_delta_chronic
2,011
riverine_community
36
female
0
farmer
8.41
tanker
0
3.3
141
0.5
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00050
niger_delta_chronic
2,018
peri_urban
33
male
0
oil_worker
0.26
wellhead_blowout
11
164
7,895
6.4
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00051
niger_delta_chronic
2,019
riverine_community
43
male
0
farmer
0.78
flowline_leak
8
79.8
1,772
12.2
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
NIG-00052
niger_delta_chronic
2,010
peri_urban
1
male
1
fisher
0.1
flowline_leak
1
48.1
14,603
28.4
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00053
niger_delta_chronic
2,019
peri_urban
17
male
0
fisher
1.14
pipeline_rupture
12
22.5
3,201
18.2
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
NIG-00054
niger_delta_chronic
2,013
riverine_community
15
female
0
fisher
1.61
tanker
10
57.4
17,810
8.6
0
1
0
0
1
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
NIG-00055
niger_delta_chronic
2,012
rural_oilfield
24
female
0
fisher
3.29
pipeline_rupture
0
34.2
759
7
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00056
niger_delta_chronic
2,018
rural_oilfield
29
male
0
fisher
0.57
pipeline_rupture
9
21.3
1,553
43.4
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
1
NIG-00057
niger_delta_chronic
2,018
rural_oilfield
39
female
0
oil_worker
1.4
tanker
14
18.2
12,853
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00058
niger_delta_chronic
2,011
rural_oilfield
35
female
0
fisher
5.31
sabotage_theft
4
13.3
197
9.5
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00059
niger_delta_chronic
2,020
rural_oilfield
21
male
0
fisher
1.94
sabotage_theft
1
10.3
585
2.2
0
1
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
0
1
NIG-00060
niger_delta_chronic
2,021
riverine_community
45
male
0
farmer
0.1
wellhead_blowout
7
29.8
1,246
11.1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00061
niger_delta_chronic
2,014
riverine_community
40
male
0
fisher
0.73
flowline_leak
4
122
1,991
2.7
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
NIG-00062
niger_delta_chronic
2,012
riverine_community
43
female
0
other
5.37
flowline_leak
12
12.1
552
8.9
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
NIG-00063
niger_delta_chronic
2,014
peri_urban
34
female
0
other
1.05
pipeline_rupture
2
45
4,253
3.3
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
NIG-00064
niger_delta_chronic
2,011
riverine_community
7
male
1
farmer
1.85
wellhead_blowout
1
10.2
1,644
5.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
NIG-00065
niger_delta_chronic
2,022
riverine_community
28
male
0
farmer
2.66
wellhead_blowout
22
5.7
1,821
3.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00066
niger_delta_chronic
2,022
peri_urban
5
male
1
other
0.69
flowline_leak
10
6.2
4,344
3.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00067
niger_delta_chronic
2,021
peri_urban
67
male
0
oil_worker
1.92
tanker
4
36.9
1,853
11.6
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00068
niger_delta_chronic
2,021
rural_oilfield
50
male
0
fisher
2.26
pipeline_rupture
7
55.1
1,071
2.3
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
NIG-00069
niger_delta_chronic
2,017
rural_oilfield
35
male
0
other
6.54
wellhead_blowout
11
9.1
267
3.3
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
NIG-00070
niger_delta_chronic
2,020
peri_urban
31
female
0
trader
3.38
wellhead_blowout
1
13.9
504
5.3
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
NIG-00071
niger_delta_chronic
2,019
riverine_community
41
female
0
oil_worker
2.77
pipeline_rupture
2
12
807
2.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00072
niger_delta_chronic
2,024
rural_oilfield
35
female
0
trader
0.1
sabotage_theft
0
22.3
5,097
38.8
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
NIG-00073
niger_delta_chronic
2,013
rural_oilfield
38
female
0
fisher
4.4
pipeline_rupture
10
10
619
6.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00074
niger_delta_chronic
2,017
peri_urban
18
female
0
trader
0.9
wellhead_blowout
10
65.2
2,640
14.7
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00075
niger_delta_chronic
2,013
rural_oilfield
27
male
0
farmer
2.59
pipeline_rupture
13
33.1
474
12.2
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00076
niger_delta_chronic
2,015
rural_oilfield
53
male
0
farmer
0.3
flowline_leak
8
9.4
3,489
6
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
NIG-00077
niger_delta_chronic
2,013
peri_urban
30
female
0
other
0.1
flowline_leak
5
69.4
1,575
22.1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
NIG-00078
niger_delta_chronic
2,015
peri_urban
16
male
0
farmer
0.39
sabotage_theft
3
129.8
939
49.9
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
NIG-00079
niger_delta_chronic
2,021
riverine_community
5
female
1
fisher
3.92
wellhead_blowout
1
8.6
407
3.7
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
NIG-00080
niger_delta_chronic
2,012
riverine_community
55
male
0
fisher
2.26
wellhead_blowout
6
14.6
1,302
9.6
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
NIG-00081
niger_delta_chronic
2,012
riverine_community
48
male
0
fisher
0.68
wellhead_blowout
1
179.2
4,394
12.9
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00082
niger_delta_chronic
2,016
rural_oilfield
51
male
0
fisher
0.28
wellhead_blowout
11
32.6
6,281
6.4
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
NIG-00083
niger_delta_chronic
2,021
riverine_community
40
female
0
oil_worker
0.91
flowline_leak
0
162.1
3,051
16.6
1
0
0
0
1
1
1
0
0
1
1
0
0
0
0
0
0
0
1
0
0
1
NIG-00084
niger_delta_chronic
2,016
riverine_community
18
male
0
farmer
1
flowline_leak
13
74.5
2,225
8.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
NIG-00085
niger_delta_chronic
2,020
riverine_community
27
female
0
oil_worker
7
pipeline_rupture
9
13.7
892
6.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00086
niger_delta_chronic
2,016
rural_oilfield
38
female
0
farmer
1.13
flowline_leak
9
20.4
1,752
14.2
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
NIG-00087
niger_delta_chronic
2,012
peri_urban
35
male
0
fisher
2.65
flowline_leak
4
15.5
662
20
1
1
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
NIG-00088
niger_delta_chronic
2,010
rural_oilfield
63
female
0
farmer
4.58
flowline_leak
8
9.1
412
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00089
niger_delta_chronic
2,019
peri_urban
27
female
0
trader
0.21
wellhead_blowout
11
104.8
8,073
59.6
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
NIG-00090
niger_delta_chronic
2,023
rural_oilfield
39
male
0
fisher
4.86
pipeline_rupture
2
9.7
558
1.5
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
0
1
NIG-00091
niger_delta_chronic
2,018
rural_oilfield
14
female
1
fisher
3.59
flowline_leak
0
7.5
948
3.6
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
NIG-00092
niger_delta_chronic
2,018
rural_oilfield
32
female
0
farmer
2.44
sabotage_theft
11
158.3
3,341
2.2
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
1
1
0
0
0
1
NIG-00093
niger_delta_chronic
2,022
rural_oilfield
32
female
0
farmer
3.01
pipeline_rupture
14
20.8
1,775
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00094
niger_delta_chronic
2,014
riverine_community
31
male
0
trader
7.05
pipeline_rupture
13
19.6
1,960
2.6
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
NIG-00095
niger_delta_chronic
2,014
rural_oilfield
36
male
0
other
2.86
tanker
6
31.4
9,737
21
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00096
niger_delta_chronic
2,020
peri_urban
27
female
0
oil_worker
1.4
sabotage_theft
4
9.9
3,685
26.5
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
NIG-00097
niger_delta_chronic
2,020
peri_urban
19
male
0
farmer
0.83
flowline_leak
5
20.3
8,823
3.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
NIG-00098
niger_delta_chronic
2,024
rural_oilfield
59
male
0
fisher
1.37
wellhead_blowout
6
16.8
991
13.6
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
NIG-00099
niger_delta_chronic
2,024
peri_urban
25
female
0
fisher
1.26
pipeline_rupture
0
13.7
785
9.9
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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.

Oil Spill Contamination & Community Health in Sub-Saharan Africa

Abstract

Synthetic dataset modelling oil spill contamination, environmental exposure, and health/livelihood impacts across three settings in SSA. The Niger Delta has experienced ~7,000 oil spills since 1970. UNEP (2011) found drinking water contaminated with benzene at 900x WHO guideline in Ogoniland.

Parameterization Evidence

Parameter Value Source Year
Extensive oil contamination in Ogoniland SSA data PMC3758819 2013
Benzene 900x WHO guideline in drinking water Contamination UNEP Ogoniland Assessment 2011
240,000 barrels average spill; respiratory/skin/cancer effects Health PMC3644738 2013
~7,000 oil spills 1970-2000 in Niger Delta Frequency UNEP 2011

Validation

Validation Report

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/oil-spill-community-health", "niger_delta_chronic")

References

  1. UNEP. Environmental Assessment of Ogoniland. 2011.
  2. PMC3758819. Oil contamination in Ogoniland. 2013.
  3. PMC3644738. Human health implications of crude oil spills in Niger Delta. 2013.

Citation

@dataset{electricsheepafrica_oil_spill_community_health_2025,
  title={Oil Spill Contamination and Community Health in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/oil-spill-community-health}
}

License

CC-BY-4.0

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