Datasets:
record_id string | scenario string | year int64 | month int64 | setting string | temp_c float64 | rainfall_mm float64 | deforestation_rate float64 | land_use_change string | climate_anomaly float64 | enso_phase string | flood_event int64 | wildlife_contact int64 | bushmeat_consumption int64 | livestock_density_per_km2 float64 | animal_reservoir string | zoonotic_spillover_event int64 | rvf_case int64 | ebola_signal int64 | lassa_case int64 | rabies_case int64 | any_zoonotic_event int64 | amr_detected_livestock int64 | antibiotic_livestock_use int64 | surveillance_active int64 | event_detected int64 | detection_delay_days int64 | lab_confirmed int64 | one_health_platform int64 | joint_investigation int64 | response_initiated int64 | human_cases int64 | animal_cases int64 | human_deaths int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ZOO-00000 | zoonotic_hotspot_forest | 2,022 | 8 | urban | 28.9 | 917 | 0.029 | agricultural_expansion | 0.9 | la_nina | 0 | 0 | 0 | 119 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00001 | zoonotic_hotspot_forest | 2,024 | 6 | urban | 26.1 | 1,477 | 0.049 | forest_intact | -0.5 | neutral | 0 | 1 | 0 | 227 | dog | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00002 | zoonotic_hotspot_forest | 2,022 | 6 | rural_forest | 27.4 | 1,905 | 0.044 | forest_intact | -0.3 | neutral | 0 | 1 | 0 | 152 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00003 | zoonotic_hotspot_forest | 2,015 | 10 | rural_forest | 26.1 | 1,900 | 0.033 | urban_expansion | 0.7 | el_nino | 0 | 1 | 1 | 145 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00004 | zoonotic_hotspot_forest | 2,018 | 12 | peri_urban | 28.3 | 1,566 | 0.034 | agricultural_expansion | -1 | la_nina | 0 | 0 | 0 | 48 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00005 | zoonotic_hotspot_forest | 2,013 | 2 | rural_forest | 27.5 | 1,392 | 0.019 | agricultural_expansion | 1.6 | el_nino | 0 | 0 | 0 | 132 | livestock | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 11 | 0 | 0 | 0 | 0 | 2 | 4 | 0 |
ZOO-00006 | zoonotic_hotspot_forest | 2,018 | 6 | peri_urban | 22.7 | 1,694 | 0.03 | agricultural_expansion | 0.2 | neutral | 0 | 0 | 0 | 113 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00007 | zoonotic_hotspot_forest | 2,010 | 12 | peri_urban | 31.3 | 1,313 | 0.038 | deforested | -0 | la_nina | 0 | 0 | 0 | 139 | primate | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 3 | 4 | 0 |
ZOO-00008 | zoonotic_hotspot_forest | 2,012 | 9 | peri_urban | 24.8 | 1,287 | 0.038 | urban_expansion | 1.4 | neutral | 0 | 0 | 0 | 112 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 24 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00009 | zoonotic_hotspot_forest | 2,012 | 3 | urban | 26 | 1,485 | 0.042 | agricultural_expansion | -0.2 | el_nino | 0 | 0 | 0 | 112 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00010 | zoonotic_hotspot_forest | 2,010 | 8 | urban | 25.7 | 848 | 0.028 | agricultural_expansion | -0.9 | el_nino | 0 | 0 | 0 | 231 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00011 | zoonotic_hotspot_forest | 2,022 | 2 | rural_forest | 26.5 | 1,872 | 0.046 | forest_intact | 0.2 | neutral | 0 | 1 | 1 | 108 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00012 | zoonotic_hotspot_forest | 2,014 | 8 | rural_forest | 25.5 | 1,211 | 0.046 | forest_intact | 0.5 | la_nina | 0 | 0 | 0 | 33 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00013 | zoonotic_hotspot_forest | 2,020 | 7 | rural_forest | 26.3 | 985 | 0.043 | forest_intact | -0.1 | el_nino | 0 | 0 | 0 | 163 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00014 | zoonotic_hotspot_forest | 2,020 | 1 | peri_urban | 24.6 | 1,874 | 0.038 | agricultural_expansion | -0.1 | la_nina | 0 | 1 | 0 | 157 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00015 | zoonotic_hotspot_forest | 2,019 | 4 | peri_urban | 22.4 | 1,707 | 0.04 | agricultural_expansion | 0.6 | neutral | 0 | 0 | 0 | 17 | poultry | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 1 | 8 | 0 |
ZOO-00016 | zoonotic_hotspot_forest | 2,024 | 1 | urban | 28.1 | 2,415 | 0.042 | forest_intact | 1.3 | la_nina | 1 | 0 | 0 | 97 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00017 | zoonotic_hotspot_forest | 2,022 | 9 | rural_forest | 27.3 | 1,866 | 0.044 | forest_intact | -0.4 | el_nino | 0 | 1 | 1 | 130 | rodent | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 9 | 0 | 0 | 0 | 0 | 2 | 4 | 0 |
ZOO-00018 | zoonotic_hotspot_forest | 2,012 | 10 | rural_forest | 26.3 | 1,881 | 0.049 | agricultural_expansion | -1.8 | neutral | 0 | 1 | 0 | 144 | poultry | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 3 | 4 | 0 |
ZOO-00019 | zoonotic_hotspot_forest | 2,015 | 9 | rural_forest | 27.7 | 1,591 | 0.038 | deforested | -0.3 | neutral | 0 | 1 | 0 | 64 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00020 | zoonotic_hotspot_forest | 2,020 | 7 | peri_urban | 29.9 | 1,632 | 0.046 | agricultural_expansion | -0.9 | neutral | 0 | 0 | 0 | 81 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 8 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00021 | zoonotic_hotspot_forest | 2,022 | 5 | urban | 29.7 | 1,913 | 0.035 | forest_intact | 0.4 | neutral | 0 | 0 | 0 | 93 | dog | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00022 | zoonotic_hotspot_forest | 2,024 | 12 | urban | 29.7 | 1,533 | 0.058 | deforested | -0.4 | neutral | 0 | 1 | 0 | 133 | primate | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 16 | 0 | 0 | 0 | 0 | 1 | 9 | 0 |
ZOO-00023 | zoonotic_hotspot_forest | 2,015 | 7 | peri_urban | 26 | 1,289 | 0.034 | urban_expansion | 0.7 | neutral | 0 | 0 | 0 | 82 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00024 | zoonotic_hotspot_forest | 2,017 | 12 | urban | 22.2 | 1,195 | 0.034 | urban_expansion | 0.2 | la_nina | 0 | 1 | 0 | 61 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00025 | zoonotic_hotspot_forest | 2,017 | 10 | urban | 28 | 1,398 | 0.05 | agricultural_expansion | 0.4 | neutral | 0 | 0 | 0 | 147 | livestock | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 3 | 0 |
ZOO-00026 | zoonotic_hotspot_forest | 2,020 | 4 | urban | 30.2 | 2,492 | 0.036 | agricultural_expansion | -1.1 | neutral | 1 | 0 | 0 | 106 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 47 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00027 | zoonotic_hotspot_forest | 2,023 | 3 | peri_urban | 26.7 | 2,184 | 0.032 | forest_intact | -0.3 | la_nina | 1 | 1 | 0 | 129 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00028 | zoonotic_hotspot_forest | 2,020 | 1 | rural_forest | 28.7 | 1,722 | 0.064 | agricultural_expansion | 0.6 | la_nina | 0 | 0 | 0 | 112 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00029 | zoonotic_hotspot_forest | 2,017 | 4 | rural_forest | 22.5 | 1,311 | 0.029 | forest_intact | -0.2 | neutral | 0 | 1 | 0 | 110 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00030 | zoonotic_hotspot_forest | 2,010 | 2 | peri_urban | 23.9 | 1,840 | 0.026 | urban_expansion | -0.9 | neutral | 0 | 1 | 1 | 10 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 7 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00031 | zoonotic_hotspot_forest | 2,013 | 7 | rural_forest | 23.8 | 813 | 0.043 | agricultural_expansion | 0.9 | el_nino | 0 | 0 | 0 | 27 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00032 | zoonotic_hotspot_forest | 2,015 | 7 | peri_urban | 29.5 | 1,822 | 0.042 | forest_intact | -1.3 | el_nino | 0 | 1 | 1 | 124 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00033 | zoonotic_hotspot_forest | 2,010 | 10 | rural_forest | 30.6 | 1,913 | 0.03 | urban_expansion | -0.2 | neutral | 0 | 0 | 0 | 110 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00034 | zoonotic_hotspot_forest | 2,019 | 7 | peri_urban | 29.6 | 1,985 | 0.038 | urban_expansion | -0.6 | el_nino | 0 | 0 | 0 | 131 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00035 | zoonotic_hotspot_forest | 2,023 | 5 | rural_forest | 22.8 | 948 | 0.043 | deforested | 0.4 | el_nino | 0 | 0 | 0 | 181 | livestock | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 7 | 0 |
ZOO-00036 | zoonotic_hotspot_forest | 2,012 | 4 | peri_urban | 23.1 | 1,833 | 0.022 | forest_intact | 0.8 | neutral | 0 | 0 | 0 | 124 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00037 | zoonotic_hotspot_forest | 2,015 | 2 | urban | 26.9 | 1,679 | 0.044 | urban_expansion | 1.2 | el_nino | 0 | 0 | 0 | 65 | rodent | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 1 | 5 | 0 |
ZOO-00038 | zoonotic_hotspot_forest | 2,011 | 5 | urban | 25.5 | 1,739 | 0.037 | forest_intact | -1 | el_nino | 0 | 0 | 0 | 178 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00039 | zoonotic_hotspot_forest | 2,017 | 4 | rural_forest | 27 | 1,757 | 0.049 | urban_expansion | 0.9 | neutral | 0 | 1 | 0 | 62 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 11 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00040 | zoonotic_hotspot_forest | 2,017 | 11 | urban | 24.7 | 1,351 | 0.051 | agricultural_expansion | 1.6 | la_nina | 0 | 0 | 0 | 120 | livestock | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 1 | 3 | 6 | 0 |
ZOO-00041 | zoonotic_hotspot_forest | 2,023 | 2 | peri_urban | 28.2 | 1,494 | 0.038 | deforested | -0.1 | el_nino | 0 | 0 | 0 | 210 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 15 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00042 | zoonotic_hotspot_forest | 2,020 | 2 | peri_urban | 27.8 | 1,168 | 0.054 | agricultural_expansion | 0.1 | neutral | 0 | 0 | 0 | 68 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00043 | zoonotic_hotspot_forest | 2,020 | 8 | rural_forest | 29.4 | 1,671 | 0.035 | forest_intact | -0.6 | la_nina | 0 | 0 | 0 | 120 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00044 | zoonotic_hotspot_forest | 2,024 | 1 | urban | 27.2 | 2,456 | 0.03 | forest_intact | 0.4 | neutral | 1 | 0 | 0 | 141 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00045 | zoonotic_hotspot_forest | 2,012 | 9 | rural_forest | 23.8 | 1,280 | 0.034 | deforested | 0.2 | neutral | 0 | 0 | 0 | 91 | dog | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00046 | zoonotic_hotspot_forest | 2,020 | 10 | urban | 29.5 | 2,153 | 0.045 | urban_expansion | 0.5 | neutral | 1 | 1 | 0 | 151 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00047 | zoonotic_hotspot_forest | 2,023 | 8 | rural_forest | 26.3 | 1,723 | 0.033 | forest_intact | -0.3 | la_nina | 0 | 1 | 0 | 108 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00048 | zoonotic_hotspot_forest | 2,021 | 3 | urban | 30.4 | 788 | 0.021 | forest_intact | -0.4 | neutral | 0 | 0 | 0 | 155 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00049 | zoonotic_hotspot_forest | 2,013 | 7 | rural_forest | 26.3 | 1,511 | 0.018 | agricultural_expansion | -0.4 | neutral | 0 | 0 | 0 | 243 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00050 | zoonotic_hotspot_forest | 2,015 | 6 | peri_urban | 28.3 | 1,596 | 0.021 | urban_expansion | 1.5 | neutral | 0 | 0 | 0 | 151 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00051 | zoonotic_hotspot_forest | 2,013 | 7 | rural_forest | 25.7 | 1,364 | 0.026 | forest_intact | -0.5 | la_nina | 0 | 0 | 0 | 135 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00052 | zoonotic_hotspot_forest | 2,024 | 6 | rural_forest | 28.5 | 1,398 | 0.05 | urban_expansion | -2.3 | neutral | 0 | 1 | 0 | 61 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00053 | zoonotic_hotspot_forest | 2,017 | 1 | peri_urban | 26.2 | 967 | 0.035 | deforested | 0.3 | el_nino | 0 | 0 | 0 | 196 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00054 | zoonotic_hotspot_forest | 2,014 | 7 | urban | 28.3 | 1,808 | 0.049 | urban_expansion | 0 | neutral | 0 | 0 | 0 | 139 | primate | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 7 | 0 |
ZOO-00055 | zoonotic_hotspot_forest | 2,023 | 10 | rural_forest | 21.9 | 1,815 | 0.051 | agricultural_expansion | -2.8 | neutral | 0 | 0 | 0 | 70 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 16 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00056 | zoonotic_hotspot_forest | 2,012 | 8 | rural_forest | 23.9 | 1,680 | 0.042 | agricultural_expansion | -1.1 | la_nina | 0 | 1 | 1 | 157 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00057 | zoonotic_hotspot_forest | 2,018 | 9 | urban | 31.6 | 1,714 | 0.031 | deforested | -1.3 | neutral | 0 | 0 | 0 | 107 | poultry | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 9 | 0 |
ZOO-00058 | zoonotic_hotspot_forest | 2,018 | 5 | urban | 29.9 | 2,029 | 0.009 | deforested | 1.2 | neutral | 0 | 0 | 0 | 32 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00059 | zoonotic_hotspot_forest | 2,024 | 7 | urban | 29.4 | 1,487 | 0.042 | forest_intact | -0 | neutral | 0 | 1 | 0 | 133 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00060 | zoonotic_hotspot_forest | 2,022 | 2 | rural_forest | 29.8 | 1,663 | 0.033 | deforested | -0.9 | neutral | 0 | 1 | 0 | 157 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00061 | zoonotic_hotspot_forest | 2,014 | 7 | peri_urban | 27.6 | 2,414 | 0.049 | urban_expansion | -0.1 | la_nina | 1 | 0 | 0 | 104 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00062 | zoonotic_hotspot_forest | 2,022 | 5 | peri_urban | 24.3 | 1,101 | 0.024 | forest_intact | -0.2 | neutral | 0 | 1 | 0 | 10 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00063 | zoonotic_hotspot_forest | 2,018 | 7 | rural_forest | 27.4 | 1,384 | 0.038 | agricultural_expansion | 0.3 | el_nino | 0 | 0 | 0 | 102 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00064 | zoonotic_hotspot_forest | 2,015 | 3 | rural_forest | 28.1 | 1,913 | 0.015 | forest_intact | -0.3 | la_nina | 0 | 0 | 0 | 84 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00065 | zoonotic_hotspot_forest | 2,016 | 4 | peri_urban | 29 | 1,192 | 0.056 | forest_intact | 1.5 | la_nina | 0 | 0 | 0 | 36 | dog | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00066 | zoonotic_hotspot_forest | 2,011 | 8 | rural_forest | 24.2 | 1,380 | 0.024 | forest_intact | 0.1 | el_nino | 0 | 0 | 0 | 113 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00067 | zoonotic_hotspot_forest | 2,016 | 12 | urban | 24.5 | 1,610 | 0.046 | urban_expansion | -0.7 | neutral | 0 | 1 | 1 | 112 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00068 | zoonotic_hotspot_forest | 2,017 | 8 | urban | 30.2 | 1,226 | 0.036 | forest_intact | 1.4 | neutral | 0 | 0 | 0 | 49 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00069 | zoonotic_hotspot_forest | 2,023 | 5 | rural_forest | 25.5 | 1,802 | 0.043 | agricultural_expansion | 1.6 | neutral | 0 | 1 | 0 | 177 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00070 | zoonotic_hotspot_forest | 2,018 | 12 | urban | 22.2 | 1,827 | 0.023 | agricultural_expansion | -0.7 | la_nina | 0 | 0 | 0 | 178 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00071 | zoonotic_hotspot_forest | 2,016 | 9 | peri_urban | 30.6 | 2,017 | 0.029 | deforested | -0.1 | la_nina | 0 | 0 | 0 | 134 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00072 | zoonotic_hotspot_forest | 2,019 | 8 | rural_forest | 28.3 | 1,412 | 0.041 | deforested | -0.2 | la_nina | 0 | 0 | 0 | 93 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00073 | zoonotic_hotspot_forest | 2,020 | 6 | peri_urban | 27.5 | 2,266 | 0.035 | agricultural_expansion | 0.6 | neutral | 1 | 1 | 0 | 91 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00074 | zoonotic_hotspot_forest | 2,011 | 1 | urban | 25.9 | 1,626 | 0.031 | urban_expansion | -0.5 | neutral | 0 | 0 | 0 | 109 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00075 | zoonotic_hotspot_forest | 2,011 | 2 | urban | 26 | 1,912 | 0.023 | urban_expansion | 1.7 | el_nino | 0 | 1 | 0 | 175 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00076 | zoonotic_hotspot_forest | 2,017 | 10 | rural_forest | 26.4 | 1,442 | 0.038 | deforested | -1.3 | el_nino | 0 | 0 | 0 | 176 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00077 | zoonotic_hotspot_forest | 2,013 | 9 | rural_forest | 23.7 | 1,597 | 0.036 | agricultural_expansion | -0.1 | la_nina | 0 | 0 | 0 | 104 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00078 | zoonotic_hotspot_forest | 2,023 | 5 | rural_forest | 27.5 | 1,598 | 0.045 | agricultural_expansion | -0.3 | la_nina | 0 | 0 | 0 | 167 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00079 | zoonotic_hotspot_forest | 2,014 | 12 | rural_forest | 27.8 | 1,803 | 0.035 | agricultural_expansion | -0.6 | neutral | 0 | 0 | 0 | 194 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00080 | zoonotic_hotspot_forest | 2,014 | 9 | rural_forest | 25.6 | 1,541 | 0.044 | forest_intact | 1.4 | la_nina | 0 | 0 | 0 | 153 | bat | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | 3 | 2 | 0 |
ZOO-00081 | zoonotic_hotspot_forest | 2,021 | 1 | rural_forest | 23 | 1,693 | 0.03 | agricultural_expansion | -0.8 | el_nino | 0 | 0 | 0 | 147 | rodent | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 7 | 0 |
ZOO-00082 | zoonotic_hotspot_forest | 2,023 | 1 | peri_urban | 25.8 | 1,959 | 0.04 | agricultural_expansion | -0.1 | neutral | 0 | 1 | 0 | 24 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00083 | zoonotic_hotspot_forest | 2,016 | 8 | urban | 25.6 | 1,319 | 0.023 | forest_intact | -1.8 | el_nino | 0 | 0 | 0 | 11 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 27 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00084 | zoonotic_hotspot_forest | 2,024 | 4 | rural_forest | 27.3 | 1,376 | 0.041 | forest_intact | -0.1 | neutral | 0 | 0 | 0 | 144 | bat | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 3 | 0 | 0 | 0 | 0 | 2 | 2 | 0 |
ZOO-00085 | zoonotic_hotspot_forest | 2,011 | 8 | urban | 28.1 | 1,681 | 0.041 | agricultural_expansion | 2.2 | neutral | 0 | 1 | 0 | 115 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00086 | zoonotic_hotspot_forest | 2,024 | 4 | rural_forest | 27.3 | 1,590 | 0.037 | deforested | 0.1 | el_nino | 0 | 0 | 0 | 121 | dog | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
ZOO-00087 | zoonotic_hotspot_forest | 2,016 | 6 | rural_forest | 26.1 | 1,949 | 0.026 | forest_intact | -0.8 | neutral | 0 | 0 | 0 | 153 | livestock | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00088 | zoonotic_hotspot_forest | 2,012 | 4 | urban | 23.4 | 1,389 | 0.021 | urban_expansion | -0.2 | el_nino | 0 | 1 | 1 | 139 | primate | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
ZOO-00089 | zoonotic_hotspot_forest | 2,024 | 10 | urban | 26.8 | 1,436 | 0.038 | agricultural_expansion | 0.8 | la_nina | 0 | 0 | 0 | 151 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00090 | zoonotic_hotspot_forest | 2,022 | 10 | urban | 25.4 | 1,674 | 0.046 | forest_intact | -0.3 | la_nina | 0 | 0 | 0 | 130 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00091 | zoonotic_hotspot_forest | 2,019 | 8 | rural_forest | 29.1 | 1,634 | 0.062 | agricultural_expansion | 0.2 | neutral | 0 | 0 | 0 | 80 | rodent | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00092 | zoonotic_hotspot_forest | 2,011 | 7 | rural_forest | 28.5 | 1,304 | 0.02 | urban_expansion | -0.7 | neutral | 0 | 1 | 1 | 80 | livestock | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 4 | 0 |
ZOO-00093 | zoonotic_hotspot_forest | 2,020 | 7 | rural_forest | 27.5 | 948 | 0.03 | agricultural_expansion | 2 | el_nino | 0 | 0 | 0 | 114 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 28 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00094 | zoonotic_hotspot_forest | 2,018 | 12 | rural_forest | 28.2 | 1,978 | 0.035 | urban_expansion | 0.8 | la_nina | 0 | 0 | 0 | 151 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00095 | zoonotic_hotspot_forest | 2,021 | 10 | urban | 24.8 | 1,682 | 0.043 | forest_intact | -1.1 | neutral | 0 | 0 | 0 | 134 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00096 | zoonotic_hotspot_forest | 2,015 | 8 | rural_forest | 23.8 | 1,339 | 0.034 | agricultural_expansion | -2.4 | neutral | 0 | 0 | 0 | 116 | primate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00097 | zoonotic_hotspot_forest | 2,015 | 4 | rural_forest | 26.6 | 954 | 0.03 | forest_intact | -3 | neutral | 0 | 1 | 0 | 165 | bat | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
ZOO-00098 | zoonotic_hotspot_forest | 2,016 | 7 | rural_forest | 27.9 | 2,000 | 0.048 | forest_intact | -0.8 | neutral | 0 | 0 | 0 | 166 | poultry | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 24 | 0 | 0 | 0 | 0 | 1 | 5 | 0 |
ZOO-00099 | zoonotic_hotspot_forest | 2,016 | 7 | peri_urban | 27.8 | 2,040 | 0.047 | forest_intact | 1.5 | neutral | 0 | 0 | 0 | 146 | poultry | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 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.
One Health Climate Surveillance in Sub-Saharan Africa
Abstract
Synthetic dataset modelling zoonotic disease emergence, One Health surveillance, and climate-driven spillover risk across three ecological scenarios in SSA. Climate change, deforestation, and land-use change are major drivers of zoonotic spillover. 75% of emerging infectious diseases are zoonotic, and Africa bears a disproportionate burden.
Scenarios
- Zoonotic Hotspot Forest: Congo Basin / West African forest-edge communities with high wildlife contact.
- Pastoral Livestock Interface: East African pastoralist zones with dense livestock-wildlife overlap.
- Urban Peri-Urban Market: Cities with live animal markets and informal food chains.
Parameterization Evidence
| Parameter | Value | Source | Year |
|---|---|---|---|
| 75% of EIDs are zoonotic | Spillover burden | Jones et al., Nature | 2008 |
| Deforestation increases spillover risk 2-5x | Land-use driver | Allen et al., Nature | 2017 |
| RVF linked to flooding/El Niño in East Africa | Climate-disease nexus | Anyamba et al. | 2019 |
| One Health platforms in <25% of African countries | Surveillance gap | WHO JEE | 2022 |
References
- Jones KE, et al. Global trends in emerging infectious diseases. Nature, 2008.
- Allen T, et al. Global hotspots of zoonotic disease emergence. Nat Commun, 2017.
- Anyamba A, et al. Climate teleconnections and RVF outbreaks. PNAS, 2019.
- WHO. Joint External Evaluation reports. 2022.
Citation
@dataset{electricsheepafrica_one_health_climate_surveillance_2025,
title={One Health Climate Surveillance in Sub-Saharan Africa},
author={Electric Sheep Africa},
year={2025},
publisher={HuggingFace},
url={https://huggingface.co/datasets/electricsheepafrica/one-health-climate-surveillance}
}
License
CC-BY-4.0
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