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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
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.

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

Validation Report

References

  1. Jones KE, et al. Global trends in emerging infectious diseases. Nature, 2008.
  2. Allen T, et al. Global hotspots of zoonotic disease emergence. Nat Commun, 2017.
  3. Anyamba A, et al. Climate teleconnections and RVF outbreaks. PNAS, 2019.
  4. 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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