Datasets:
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 |
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⚠️ 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
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
- State of Global Air. Health Impacts in Africa. 2022.
- Lancet Commission on Pollution and Health. 2022 update.
- PMC5707990. Effects of airborne PM on respiratory health in SSA. 2017.
- WHO. Global Air Quality Guidelines. 2021.
- 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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