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record_id
string
scenario
string
year
int64
setting
string
age
int64
sex
string
is_child
int64
is_elderly
int64
industry_type
string
distance_to_source_km
float64
pm25_ugm3
float64
pm10_ugm3
float64
so2_ugm3
float64
no2_ugm3
float64
exceeds_who_pm25_15
int64
exceeds_who_annual_5
int64
exposure_years
int64
outdoor_hours_day
float64
monitoring_station
int64
cough_chronic
int64
wheeze
int64
dyspnoea
int64
asthma_exacerbation
int64
copd
int64
reduced_fev1
int64
any_respiratory
int64
cardiovascular
int64
stroke
int64
lung_cancer
int64
child_ari
int64
child_lbw
int64
elderly_exacerbation
int64
eye_irritation
int64
skin_irritation
int64
premature_death
int64
emissions_regulation
int64
community_complaint
int64
mask_use
int64
HEA-00000
heavy_industrial_zone
2,022
peri_urban
45
female
0
0
cement_factory
2.18
40.5
51.9
22.2
6.9
1
1
12
7.6
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
1
HEA-00001
heavy_industrial_zone
2,012
peri_urban
70
female
0
1
smelter
0.36
78.8
167.9
34.9
25.4
1
1
3
7.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00002
heavy_industrial_zone
2,022
peri_urban
20
male
0
0
cement_factory
1.62
72.9
10
20.3
37.8
1
1
10
7.4
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
HEA-00003
heavy_industrial_zone
2,022
peri_urban
26
female
0
0
cement_factory
0.18
51.3
56
48.3
36.5
1
1
8
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00004
heavy_industrial_zone
2,024
urban_residential
45
male
0
0
cement_factory
0.33
50.6
154.1
2.8
57.6
1
1
9
4.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
HEA-00005
heavy_industrial_zone
2,013
urban_residential
24
male
0
0
oil_refinery
0.14
19.1
65.9
45.2
69.6
1
1
17
11.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
HEA-00006
heavy_industrial_zone
2,012
peri_urban
31
female
0
0
power_plant
0.29
46.3
53.9
18.4
29
1
1
18
4.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00007
heavy_industrial_zone
2,023
peri_urban
55
female
0
0
power_plant
0.99
64.9
172.9
35.7
9.5
1
1
1
9.3
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00008
heavy_industrial_zone
2,020
industrial
31
female
0
0
oil_refinery
0.44
49.3
155.3
10
46.4
1
1
5
5.3
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00009
heavy_industrial_zone
2,022
peri_urban
21
male
0
0
cement_factory
2.79
9.2
10
14.5
2
0
1
5
4.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00010
heavy_industrial_zone
2,015
industrial
45
male
0
0
cement_factory
0.3
19.8
100.9
32.3
52.8
1
1
5
6.9
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00011
heavy_industrial_zone
2,011
urban_residential
36
female
0
0
cement_factory
0.37
73.9
55.7
27.6
52.9
1
1
8
5.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00012
heavy_industrial_zone
2,015
industrial
13
male
1
0
mixed
0.61
109
164.2
43.9
87.5
1
1
10
7.7
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
HEA-00013
heavy_industrial_zone
2,012
urban_residential
22
female
0
0
power_plant
1
21.5
97.5
7.6
23.2
1
1
9
8.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
HEA-00014
heavy_industrial_zone
2,017
urban_residential
46
male
0
0
textile_chemical
3.91
27.6
10
9
11.2
1
1
9
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00015
heavy_industrial_zone
2,019
peri_urban
33
male
0
0
textile_chemical
3.41
5
10
21.5
29
0
0
9
3.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00016
heavy_industrial_zone
2,013
urban_residential
41
male
0
0
cement_factory
0.25
5
49.1
8.3
2
0
0
4
7.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00017
heavy_industrial_zone
2,014
peri_urban
62
female
0
1
cement_factory
2.07
52.3
63.8
1
52.5
1
1
4
4.9
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00018
heavy_industrial_zone
2,017
industrial
33
male
0
0
smelter
0.55
67.9
105.6
41.9
23.7
1
1
0
1.9
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00019
heavy_industrial_zone
2,017
peri_urban
78
female
0
1
power_plant
0.28
78.7
110.4
34.3
27.7
1
1
10
4.3
0
1
1
0
1
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
HEA-00020
heavy_industrial_zone
2,016
urban_residential
75
female
0
1
smelter
2.89
5
35.8
18.9
19
0
0
11
6.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00021
heavy_industrial_zone
2,010
industrial
43
male
0
0
oil_refinery
1.94
16.1
10
7.9
36.8
1
1
7
5.5
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00022
heavy_industrial_zone
2,018
industrial
30
female
0
0
oil_refinery
0.66
83.5
141.2
31.6
27.1
1
1
10
6.4
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00023
heavy_industrial_zone
2,012
peri_urban
10
female
1
0
power_plant
0.74
18.7
114.7
70.5
2
1
1
1
5.2
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
HEA-00024
heavy_industrial_zone
2,010
industrial
36
female
0
0
power_plant
4.91
5
71.7
16.8
2
0
0
15
5.1
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00025
heavy_industrial_zone
2,014
urban_residential
11
male
1
0
smelter
0.92
74
200.6
36.1
32.4
1
1
7
7.2
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
HEA-00026
heavy_industrial_zone
2,015
peri_urban
1
female
1
0
oil_refinery
1.74
39.9
10
1
44.6
1
1
5
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00027
heavy_industrial_zone
2,024
peri_urban
24
male
0
0
oil_refinery
0.18
48.9
94.5
44.8
42.1
1
1
12
1.5
0
1
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
HEA-00028
heavy_industrial_zone
2,013
industrial
28
male
0
0
cement_factory
0.17
31.8
115.4
34.5
18
1
1
0
7.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00029
heavy_industrial_zone
2,021
industrial
41
male
0
0
mixed
0.05
87.7
159.2
7.2
2
1
1
13
8.4
0
0
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00030
heavy_industrial_zone
2,022
peri_urban
54
male
0
0
smelter
0.33
70.9
22.9
39
32.8
1
1
1
9.4
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00031
heavy_industrial_zone
2,012
urban_residential
32
female
0
0
oil_refinery
0.26
39.3
51.3
48.2
57.2
1
1
0
5.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00032
heavy_industrial_zone
2,018
industrial
21
female
0
0
smelter
0.19
71.9
95.4
43.4
54.9
1
1
2
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00033
heavy_industrial_zone
2,019
industrial
25
female
0
0
power_plant
0.54
100.8
198.9
29
92.2
1
1
8
9.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00034
heavy_industrial_zone
2,012
industrial
39
male
0
0
mixed
0.81
11.2
97.6
35.2
24.5
0
1
12
3.3
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00035
heavy_industrial_zone
2,024
urban_residential
10
male
1
0
cement_factory
0.95
39.7
10
1
19.7
1
1
5
5.2
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00036
heavy_industrial_zone
2,023
industrial
33
female
0
0
cement_factory
1.12
67.1
61.9
50.8
67.7
1
1
15
7.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
HEA-00037
heavy_industrial_zone
2,018
urban_residential
37
female
0
0
cement_factory
0.63
85
148.2
39.2
65.9
1
1
10
8.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00038
heavy_industrial_zone
2,021
urban_residential
61
female
0
1
smelter
2.12
36.4
10
18
10.3
1
1
12
6.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00039
heavy_industrial_zone
2,023
peri_urban
42
female
0
0
power_plant
0.23
106.5
204.3
64.5
45
1
1
9
7.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00040
heavy_industrial_zone
2,022
urban_residential
13
female
1
0
cement_factory
0.95
42.5
128.1
39.2
48.4
1
1
10
7.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00041
heavy_industrial_zone
2,017
urban_residential
44
male
0
0
oil_refinery
0.1
66.7
79.5
22
35.5
1
1
10
4.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00042
heavy_industrial_zone
2,010
industrial
40
female
0
0
cement_factory
1.58
11
70.6
1
11.4
0
1
9
8.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00043
heavy_industrial_zone
2,020
peri_urban
20
female
0
0
oil_refinery
0.07
78.9
167
64.3
77.5
1
1
11
7.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00044
heavy_industrial_zone
2,023
industrial
25
female
0
0
cement_factory
0.05
64.4
81.3
34.9
44.9
1
1
6
9.5
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00045
heavy_industrial_zone
2,021
peri_urban
1
male
1
0
cement_factory
2.03
59.3
95
16.1
55.2
1
1
13
6.4
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00046
heavy_industrial_zone
2,019
peri_urban
76
female
0
1
cement_factory
0.28
26.8
17.8
35.4
22.2
1
1
7
2.8
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
HEA-00047
heavy_industrial_zone
2,024
industrial
66
female
0
1
cement_factory
2.59
75.8
10
1
11.9
1
1
10
5.8
0
0
0
1
0
0
0
1
0
0
0
0
0
1
1
0
0
1
0
0
HEA-00048
heavy_industrial_zone
2,022
peri_urban
46
male
0
0
smelter
1.42
29.3
113.9
40
22.1
1
1
2
3.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00049
heavy_industrial_zone
2,020
urban_residential
1
male
1
0
smelter
2.1
83.2
29.7
29.2
10.8
1
1
4
7.5
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00050
heavy_industrial_zone
2,010
urban_residential
25
female
0
0
oil_refinery
0.05
46.4
199.8
46.9
44
1
1
13
1.7
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00051
heavy_industrial_zone
2,018
urban_residential
3
female
1
0
cement_factory
3.69
21.1
10
24.3
33.8
1
1
6
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00052
heavy_industrial_zone
2,021
industrial
21
male
0
0
oil_refinery
0.06
93.3
133.2
7.8
46.3
1
1
11
2.2
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
HEA-00053
heavy_industrial_zone
2,018
urban_residential
73
male
0
1
power_plant
0.56
54.5
94
46.8
12.1
1
1
9
9.8
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
HEA-00054
heavy_industrial_zone
2,024
urban_residential
3
male
1
0
power_plant
2.5
37.9
74.6
49.5
55.7
1
1
0
5.4
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00055
heavy_industrial_zone
2,013
peri_urban
42
female
0
0
cement_factory
0.05
58.2
94.2
28
66.9
1
1
9
7.3
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00056
heavy_industrial_zone
2,015
peri_urban
15
male
0
0
cement_factory
1.07
73.4
80.7
12.8
17.5
1
1
0
6.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
HEA-00057
heavy_industrial_zone
2,017
urban_residential
21
male
0
0
textile_chemical
0.59
45.5
179.2
33
101.6
1
1
8
9.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00058
heavy_industrial_zone
2,013
peri_urban
1
female
1
0
cement_factory
0.09
20.1
98.3
73.4
60.4
1
1
10
6.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00059
heavy_industrial_zone
2,022
peri_urban
44
male
0
0
textile_chemical
0.77
94.7
117.9
29.6
54.7
1
1
0
5.9
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00060
heavy_industrial_zone
2,023
urban_residential
24
male
0
0
cement_factory
0.05
5
149.6
50.7
57.2
0
0
12
3.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00061
heavy_industrial_zone
2,015
peri_urban
41
male
0
0
cement_factory
0.13
45.9
98.6
11.5
33
1
1
4
7.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00062
heavy_industrial_zone
2,022
industrial
5
male
1
0
cement_factory
1.66
5
97.5
50.5
29.6
0
0
10
4.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00063
heavy_industrial_zone
2,024
industrial
12
female
1
0
cement_factory
2.2
5
51.5
49.5
40.7
0
0
8
5.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00064
heavy_industrial_zone
2,022
industrial
35
female
0
0
textile_chemical
0.16
74.2
170
14.3
27.6
1
1
8
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00065
heavy_industrial_zone
2,019
industrial
19
female
0
0
cement_factory
1.86
29.3
63.6
1
41.1
1
1
0
7.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00066
heavy_industrial_zone
2,024
urban_residential
40
female
0
0
smelter
0.25
72.7
77.8
32.4
10
1
1
2
4.9
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00067
heavy_industrial_zone
2,018
urban_residential
74
male
0
1
cement_factory
6.68
5
43.1
1
20.9
0
0
17
5.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
HEA-00068
heavy_industrial_zone
2,011
industrial
15
female
0
0
power_plant
2.61
28.4
55.9
14.9
2
1
1
5
7.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00069
heavy_industrial_zone
2,015
industrial
18
female
0
0
cement_factory
1.88
73.5
106.3
59.1
87.9
1
1
2
6.1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
HEA-00070
heavy_industrial_zone
2,018
urban_residential
8
male
1
0
oil_refinery
1.35
7
98.1
6.8
73
0
1
12
6.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00071
heavy_industrial_zone
2,010
peri_urban
29
female
0
0
cement_factory
1.56
58
67.4
19.3
36.7
1
1
0
7
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00072
heavy_industrial_zone
2,020
urban_residential
45
male
0
0
oil_refinery
2.88
47.8
93.9
48.1
2
1
1
6
7.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00073
heavy_industrial_zone
2,021
peri_urban
25
male
0
0
cement_factory
0.99
43.2
129.9
41.6
22.8
1
1
7
8.1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
HEA-00074
heavy_industrial_zone
2,013
peri_urban
20
female
0
0
mixed
1.84
62.9
166.2
53.8
2
1
1
11
8.8
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00075
heavy_industrial_zone
2,010
industrial
4
male
1
0
cement_factory
1.88
23.9
128.3
37
27.9
1
1
11
3.7
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
HEA-00076
heavy_industrial_zone
2,021
industrial
50
female
0
0
smelter
1.64
7.9
51.5
6.5
55.3
0
1
11
2.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
HEA-00077
heavy_industrial_zone
2,015
industrial
68
female
0
1
cement_factory
0.82
34.7
111.1
12.9
64.5
1
1
1
5.4
0
0
0
0
1
0
0
1
1
0
0
0
0
1
0
0
0
0
1
0
HEA-00078
heavy_industrial_zone
2,016
peri_urban
1
male
1
0
cement_factory
1.89
45.6
46.7
25.5
24.8
1
1
4
5.4
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
HEA-00079
heavy_industrial_zone
2,024
industrial
20
female
0
0
cement_factory
0.79
88.4
96.3
11.4
71.8
1
1
11
3.5
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
HEA-00080
heavy_industrial_zone
2,014
peri_urban
7
male
1
0
cement_factory
2.13
43.5
45
49.1
16.4
1
1
11
5.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00081
heavy_industrial_zone
2,013
urban_residential
11
male
1
0
smelter
0.05
150.1
137.1
51.3
37.2
1
1
0
4.8
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
HEA-00082
heavy_industrial_zone
2,014
industrial
33
male
0
0
smelter
0.98
5
50.7
40.3
49.9
0
0
2
6.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00083
heavy_industrial_zone
2,024
industrial
59
female
0
0
cement_factory
0.91
76.3
84.1
22.4
75.9
1
1
2
4.4
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00084
heavy_industrial_zone
2,014
peri_urban
35
male
0
0
oil_refinery
1.14
82.2
97.5
77.6
29.1
1
1
9
4.4
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
HEA-00085
heavy_industrial_zone
2,018
industrial
45
male
0
0
mixed
2.47
50.9
77.4
4.1
42.3
1
1
4
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00086
heavy_industrial_zone
2,013
urban_residential
32
female
0
0
cement_factory
0.05
53.1
224.9
44.3
2.9
1
1
2
2.5
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
HEA-00087
heavy_industrial_zone
2,016
industrial
22
female
0
0
smelter
0.15
95.5
101.8
29.7
59.5
1
1
11
5.1
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00088
heavy_industrial_zone
2,021
urban_residential
12
male
1
0
oil_refinery
0.32
126.4
126.2
47.2
19.9
1
1
1
9.2
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00089
heavy_industrial_zone
2,010
industrial
52
female
0
0
power_plant
1.22
5
142.5
6.6
46.1
0
0
9
8.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00090
heavy_industrial_zone
2,014
urban_residential
8
male
1
0
oil_refinery
1.87
77.7
75.7
47.1
38.2
1
1
10
6.7
0
0
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00091
heavy_industrial_zone
2,010
industrial
15
male
0
0
oil_refinery
0.12
48.6
213.9
39.3
81.1
1
1
9
7.7
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00092
heavy_industrial_zone
2,014
industrial
41
female
0
0
oil_refinery
0.11
93.6
72.3
8.1
55.4
1
1
7
5
0
0
1
0
1
0
0
1
0
1
0
0
0
0
0
0
0
1
1
0
HEA-00093
heavy_industrial_zone
2,019
urban_residential
31
female
0
0
textile_chemical
0.95
57.1
113.4
56.6
79.8
1
1
15
4
0
0
0
1
1
0
1
1
0
0
0
0
0
0
1
0
0
1
0
0
HEA-00094
heavy_industrial_zone
2,011
peri_urban
32
female
0
0
textile_chemical
1.9
5
48.6
38.5
15.7
0
0
0
7.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00095
heavy_industrial_zone
2,021
peri_urban
19
female
0
0
oil_refinery
3.52
5
50.5
4.9
2
0
0
5
4.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00096
heavy_industrial_zone
2,010
industrial
52
male
0
0
mixed
0.98
106.9
20.3
52.7
14.7
1
1
8
5.5
0
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
HEA-00097
heavy_industrial_zone
2,024
urban_residential
22
male
0
0
mixed
1.12
38.1
97.5
50.9
23.7
1
1
0
2.2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HEA-00098
heavy_industrial_zone
2,023
urban_residential
15
female
0
0
oil_refinery
1.87
63.6
61.1
61.4
9.3
1
1
9
5.9
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
HEA-00099
heavy_industrial_zone
2,018
peri_urban
29
female
0
0
cement_factory
0.54
74.5
119.4
55.8
56.7
1
1
14
7.8
0
0
0
0
1
0
1
1
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.

Industrial Air Pollution & Community Health in Sub-Saharan Africa

Abstract

Synthetic dataset modelling industrial and traffic-related air pollution exposure (PM2.5, PM10, SO2, NO2) and community health outcomes across three settings in SSA. Air pollution deaths in Africa rose 55% between 2000-2019 (Lancet Commission). Only 17 of 54 African countries have ambient air quality standards. WHO 2021 guideline for PM2.5 is 5 µg/m³ annual mean; most African cities exceed 15-70 µg/m³.

Scenarios

  • Heavy Industrial Zone: Cement factory / smelter / refinery communities with PM2.5 ~65 µg/m³.
  • Urban Traffic + Industry: Lagos/Nairobi-type megacity with vehicle emissions, diesel generators; PM2.5 ~45 µg/m³.
  • Peri-Urban Emerging: Smaller city with brick kilns, waste burning, agro-processing; PM2.5 ~30 µg/m³.

Parameterization Evidence

Parameter Value Source Year
Air pollution deaths rose 55% in Africa 2000-2019 Trend Lancet Commission on Pollution 2022
PM2.5 damages >$5.4B/yr in 5 African countries Economic State of Global Air 2022
Only 17/54 African countries have air quality standards Regulation gap PMC12519425 2025
WHO PM2.5 guideline: 5 µg/m³ annual Standard WHO 2021
Cement dust respiratory effects on nearby communities Industrial PMC5707990; Springer 2019 2017/2019
Lagos PM2.5 ~50-70 µg/m³ in industrial zones City data State of Global Air 2022

Validation

Validation Report

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/industrial-air-pollution-health", "heavy_industrial_zone")

Limitations

  • Synthetic data; not for clinical decision-making.
  • PM2.5 modelled as normal distribution; real spatial/temporal variation is complex.
  • Does not capture indoor air pollution co-exposure or seasonal biomass burning.

References

  1. State of Global Air. Health Impacts in Africa. 2022.
  2. Lancet Commission on Pollution and Health. 2022 update.
  3. PMC5707990. Effects of airborne PM on respiratory health in SSA. 2017.
  4. WHO. Global Air Quality Guidelines. 2021.
  5. PMC12519425. Air pollution in African megacities. 2025.

Citation

@dataset{electricsheepafrica_industrial_air_pollution_health_2025,
  title={Industrial Air Pollution and Community Health in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/industrial-air-pollution-health}
}

License

CC-BY-4.0

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