id
int64
month
int64
year
int64
season
string
monthly_mean_temp_c
float64
temp_anomaly_c
float64
monthly_rainfall_mm
float64
rainfall_anomaly_pct
float64
relative_humidity_pct
int64
enso_phase
string
flooding_event
int64
drought_month
int64
altitude_m
int64
urban
int64
population_density
string
age_group
string
sex
string
disease
string
climate_attributable
int64
severity
string
hospitalised
int64
died
int64
itn_use
int64
vector_control_active
int64
wash_improved
int64
surveillance_detected
int64
early_warning_issued
int64
outbreak_declared
int64
1
9
2,021
wet
30.5
1.27
94.4
-32.6
66
neutral
0
0
49
0
medium
50_plus
female
diarrhoeal_disease
1
mild
0
0
0
1
0
0
0
0
2
5
2,023
wet
28.2
0.59
238.3
13.3
69
el_nino
0
0
62
0
high
5_14
male
malaria
1
mild
0
0
1
0
0
0
0
0
3
5
2,023
wet
29.2
0.86
289.7
21.8
67
el_nino
1
0
58
0
high
15_49
male
cholera
1
mild
0
0
0
0
0
0
0
0
4
7
2,022
wet
30.6
0.63
228.4
21.4
62
neutral
0
0
16
1
medium
5_14
female
malaria
0
moderate
1
0
1
1
1
0
0
0
5
3
2,021
wet
29.8
1.02
329.9
-2.5
59
neutral
1
0
6
1
high
50_plus
female
malaria
0
moderate
0
0
1
1
0
0
0
0
6
5
2,022
wet
27.1
0.08
276.5
-13.2
67
neutral
0
0
42
1
high
under5
female
malaria
0
mild
0
0
0
1
0
0
0
0
7
8
2,018
wet
24.9
0.29
298.2
21
88
la_nina
0
0
20
0
low
5_14
female
malaria
0
mild
0
0
0
1
0
1
0
0
8
4
2,022
wet
33
0.87
358.4
-12.5
50
el_nino
0
0
113
0
high
5_14
female
malaria
1
mild
0
0
1
1
0
0
0
0
9
9
2,023
wet
28.3
0.94
387.5
5.5
60
la_nina
1
0
96
1
high
5_14
male
diarrhoeal_disease
1
mild
0
0
0
0
1
1
0
0
10
12
2,021
dry
27
0.97
180.7
2.3
42
el_nino
0
0
48
0
medium
5_14
female
cholera
0
mild
0
0
0
0
1
1
0
0
11
8
2,023
wet
28.2
0.45
249.9
6.1
67
el_nino
0
0
52
0
high
15_49
female
diarrhoeal_disease
1
moderate
1
0
0
0
0
1
0
0
12
8
2,023
wet
34.1
0.54
191.1
-2.4
43
la_nina
0
0
113
1
high
15_49
male
malaria
1
mild
0
0
1
1
0
1
0
0
13
3
2,019
wet
28
0.67
290.9
-13.9
70
neutral
1
0
60
0
high
50_plus
male
malaria
1
mild
0
0
1
1
1
0
1
0
14
10
2,018
wet
29.8
-0.07
353.5
11.4
51
neutral
0
0
51
0
low
15_49
female
diarrhoeal_disease
0
mild
0
0
0
0
1
1
0
0
15
6
2,020
wet
24.8
1.23
240.4
-1.5
52
el_nino
0
0
89
0
medium
5_14
female
diarrhoeal_disease
0
moderate
0
0
0
1
0
1
0
0
16
11
2,019
dry
30.3
1.18
217.9
18.3
16
el_nino
0
0
14
0
medium
15_49
female
schistosomiasis
1
mild
0
0
0
0
1
0
0
0
17
6
2,021
wet
28.8
1.01
415.5
-51.6
57
el_nino
1
0
94
0
medium
15_49
female
malaria
0
moderate
1
0
1
1
1
0
0
0
18
5
2,022
wet
26.7
0.39
288.2
21.1
65
neutral
0
0
75
1
high
15_49
male
malaria
0
moderate
1
0
0
1
0
0
0
0
19
11
2,023
dry
23.9
-0.36
58.9
-11.8
40
el_nino
0
0
54
1
high
under5
male
malaria
0
mild
0
0
0
1
1
1
0
0
20
10
2,020
wet
22.8
0.46
337.4
-7.1
67
neutral
0
0
47
1
high
15_49
female
diarrhoeal_disease
0
mild
0
0
0
1
1
0
0
0
21
8
2,018
wet
26
1.04
258.2
-45.8
76
el_nino
1
0
17
0
high
15_49
female
malaria
0
mild
0
0
0
0
0
1
0
0
22
6
2,021
wet
33.8
0.83
284.4
26.9
54
neutral
0
0
59
0
low
15_49
male
malaria
1
mild
0
0
0
0
0
0
0
0
23
5
2,023
wet
31.3
0.23
270.6
64.9
67
neutral
0
0
67
0
medium
15_49
male
diarrhoeal_disease
0
mild
0
0
0
1
0
1
0
0
24
5
2,019
wet
30.9
-0.12
239.8
-49.8
47
la_nina
0
0
76
0
low
5_14
female
schistosomiasis
0
moderate
0
0
0
0
1
0
1
0
25
4
2,021
wet
30.3
0.46
350.8
40.7
53
neutral
0
0
44
0
medium
under5
female
malaria
0
moderate
1
0
0
1
1
1
0
0
26
7
2,021
wet
26.6
-0.04
195.6
6.2
62
neutral
0
0
45
1
high
15_49
male
diarrhoeal_disease
0
mild
0
0
0
0
0
0
0
0
27
10
2,020
wet
26.4
0.76
300.1
1.3
55
la_nina
1
0
45
0
medium
5_14
female
malaria
1
moderate
0
0
0
0
0
0
0
0
28
12
2,023
dry
24.7
1.16
233.8
-29.4
24
neutral
0
0
98
0
low
15_49
female
malaria
1
mild
0
0
1
0
0
0
0
0
29
10
2,019
wet
27
0.48
318.7
19.1
70
la_nina
1
0
18
0
high
15_49
female
diarrhoeal_disease
0
mild
0
0
0
0
0
1
0
0
30
8
2,018
wet
27.3
0.59
392.6
-26
36
la_nina
0
0
37
0
medium
5_14
female
malaria
1
mild
0
0
0
0
1
0
1
0
31
7
2,023
wet
25.4
-0.07
284.8
-9.8
87
el_nino
1
0
16
1
low
15_49
female
malaria
1
severe
0
0
1
0
1
1
0
0
32
7
2,022
wet
30.6
0.94
205.8
-32.9
75
el_nino
0
0
121
0
high
15_49
male
malaria
0
moderate
0
0
0
1
0
1
0
0
33
12
2,021
dry
26.8
1.28
0
-20.7
25
el_nino
0
1
22
0
medium
under5
male
malaria
1
moderate
1
0
1
0
1
1
0
0
34
1
2,021
dry
24.4
0.02
115.7
-8.8
22
el_nino
0
0
83
1
high
15_49
male
malaria
0
mild
0
0
0
1
1
1
0
0
35
1
2,019
dry
29.4
-0.01
0
25
49
neutral
0
0
52
0
medium
under5
female
diarrhoeal_disease
0
mild
0
0
0
0
0
0
0
0
36
10
2,020
wet
30.2
1.02
382.5
15.9
73
el_nino
1
0
0
1
medium
15_49
female
diarrhoeal_disease
1
moderate
1
0
0
1
0
1
0
0
37
12
2,018
dry
27.2
1.7
134.5
0.3
37
neutral
0
0
43
0
low
under5
female
malaria
0
severe
1
0
1
0
1
0
0
0
38
6
2,022
wet
31.8
1.35
258.1
-31.1
61
neutral
1
0
32
0
medium
under5
female
dengue
0
mild
0
0
0
1
1
0
0
0
39
4
2,021
wet
23.9
0.81
272.8
-2.9
79
neutral
0
0
96
1
high
50_plus
female
malaria
1
moderate
1
0
1
0
0
0
0
0
40
8
2,022
wet
26.8
1.28
237.4
-12.2
75
la_nina
0
0
58
1
medium
15_49
male
schistosomiasis
1
mild
0
0
0
0
1
1
0
0
41
7
2,021
wet
28.5
0.94
179.3
18.1
65
la_nina
0
0
0
1
medium
15_49
female
diarrhoeal_disease
0
severe
0
0
0
1
1
0
1
0
42
10
2,022
wet
27.2
0.6
273.5
-7.8
77
neutral
0
0
64
0
medium
15_49
female
malaria
0
mild
0
0
1
1
0
1
0
0
43
6
2,020
wet
31.1
1.38
399.3
13.2
81
el_nino
1
0
23
0
high
15_49
female
dengue
1
mild
0
0
0
1
0
0
0
0
44
3
2,022
wet
25.7
0.76
354.6
21.6
67
la_nina
0
0
86
0
medium
5_14
female
diarrhoeal_disease
0
mild
0
0
0
0
1
1
0
0
45
10
2,022
wet
28.6
1
415.5
3.3
52
neutral
1
0
9
1
medium
15_49
male
malaria
0
mild
0
0
1
0
0
0
0
0
46
6
2,023
wet
24.8
0.91
336.2
9.4
72
la_nina
0
0
40
0
medium
50_plus
male
diarrhoeal_disease
1
moderate
0
0
0
0
0
0
0
0
47
6
2,021
wet
28.6
0.97
330.3
-9.4
74
el_nino
1
0
93
0
high
5_14
female
malaria
1
mild
0
0
0
0
1
0
0
0
48
12
2,022
dry
27.5
0.8
148.1
29.7
37
neutral
0
0
64
0
high
15_49
male
schistosomiasis
0
mild
0
0
0
0
0
1
0
0
49
11
2,023
dry
25
1.02
0
-5.1
36
la_nina
0
0
94
0
low
5_14
female
malaria
1
moderate
0
0
1
1
0
0
1
0
50
9
2,019
wet
28
0
187.8
5.7
80
neutral
0
0
32
0
low
under5
female
malaria
0
severe
0
0
0
1
0
0
0
0
51
8
2,022
wet
27
1.41
412.1
12.4
76
la_nina
0
0
68
1
high
5_14
female
diarrhoeal_disease
0
mild
0
0
0
0
0
0
0
0
52
3
2,023
wet
31.4
0.62
301.7
-24.7
70
el_nino
0
0
42
1
high
15_49
male
malaria
0
moderate
1
0
1
0
0
1
0
0
53
7
2,023
wet
32.9
-0.36
89.9
-13.6
65
el_nino
0
0
64
1
medium
15_49
male
schistosomiasis
1
moderate
1
0
0
0
0
0
0
0
54
4
2,022
wet
28
0.05
181.3
-21.5
94
neutral
0
0
37
1
high
15_49
male
malaria
0
moderate
0
0
1
1
0
1
0
0
55
8
2,018
wet
28.6
0.11
241.5
9.1
72
neutral
0
0
95
0
high
under5
male
dengue
0
mild
0
0
0
1
1
1
0
0
56
3
2,019
wet
27
0.46
205.9
-22
92
el_nino
0
0
76
1
high
50_plus
male
malaria
1
moderate
1
0
0
0
0
0
1
0
57
6
2,020
wet
27.2
1.08
321
-13.7
51
la_nina
0
0
0
0
medium
15_49
male
malaria
1
mild
0
0
0
0
0
0
0
0
58
11
2,023
dry
27
0.02
141.1
37.9
25
neutral
0
0
28
1
medium
5_14
male
malaria
0
moderate
1
0
0
0
1
0
0
0
59
8
2,022
wet
32.4
1.52
236.3
9.3
57
el_nino
0
0
32
0
medium
under5
female
diarrhoeal_disease
1
mild
0
0
0
0
1
0
0
0
60
7
2,020
wet
27.5
0.6
78.4
6.4
75
neutral
0
0
30
1
high
50_plus
male
malaria
0
moderate
1
0
0
0
1
0
1
0
61
10
2,023
wet
29.6
1.08
435.3
-5.1
69
la_nina
0
0
27
0
medium
15_49
male
malaria
1
mild
0
0
1
1
1
0
0
0
62
10
2,023
wet
29.8
1.13
514
-5.3
55
la_nina
1
0
34
0
high
under5
female
malaria
0
mild
0
0
0
1
1
0
0
0
63
7
2,023
wet
27.6
0.67
236
22.9
44
la_nina
0
0
38
1
high
under5
female
diarrhoeal_disease
0
severe
0
0
0
1
0
0
0
0
64
11
2,023
dry
30.5
-0.63
25.4
-4.1
13
la_nina
0
0
87
1
high
15_49
female
dengue
0
mild
0
0
0
1
0
1
0
0
65
12
2,023
dry
30.4
0.64
35.6
-12.3
28
neutral
0
0
57
0
medium
5_14
female
dengue
0
severe
0
0
0
1
0
0
0
0
66
7
2,019
wet
32.1
0.89
188
20.6
76
neutral
0
0
72
0
low
under5
female
dengue
1
mild
0
0
0
0
0
0
1
0
67
8
2,020
wet
28.2
0.95
479.3
37.9
61
la_nina
1
0
65
0
high
15_49
female
diarrhoeal_disease
0
mild
0
0
0
0
0
0
0
0
68
10
2,021
wet
25.4
0.12
141.6
-44.2
66
el_nino
0
0
49
0
high
5_14
male
schistosomiasis
1
mild
0
0
0
0
0
0
0
0
69
3
2,021
wet
25.2
0.96
286.1
-15.4
64
neutral
0
0
39
0
high
15_49
female
malaria
0
mild
0
0
1
0
1
1
0
0
70
5
2,020
wet
28.8
1.07
350.6
-49.9
44
neutral
0
0
89
0
high
50_plus
female
diarrhoeal_disease
0
moderate
0
0
0
1
0
0
0
0
71
7
2,022
wet
25.7
1.8
183.7
18.7
44
neutral
0
0
95
0
medium
15_49
male
malaria
0
mild
0
0
1
1
1
1
0
0
72
6
2,023
wet
27
0.44
339.4
20.2
63
neutral
1
0
25
0
low
5_14
female
malaria
1
mild
0
0
0
0
1
0
0
0
73
1
2,022
dry
21.9
0.97
161.1
-3.8
41
el_nino
0
0
46
0
medium
5_14
male
malaria
1
severe
0
0
0
0
0
0
0
0
74
9
2,023
wet
31.4
1.43
142
-7.8
81
el_nino
0
0
55
0
high
5_14
male
malaria
1
severe
0
0
0
0
1
1
0
0
75
10
2,020
wet
29.1
1.37
59
39.8
69
neutral
0
0
13
0
high
under5
female
schistosomiasis
0
mild
0
0
0
0
0
0
0
0
76
4
2,019
wet
24.9
0.83
259.3
29.2
62
neutral
0
0
88
0
medium
15_49
male
diarrhoeal_disease
0
moderate
0
0
0
0
0
0
0
0
77
2
2,021
dry
27.4
0.94
0
-2.2
15
neutral
0
0
43
1
high
15_49
female
malaria
1
moderate
1
0
1
1
0
1
0
0
78
12
2,018
dry
23.5
0.11
6.1
-31.2
39
neutral
0
1
0
1
high
15_49
female
diarrhoeal_disease
1
mild
0
0
0
0
1
0
0
0
79
5
2,022
wet
28.3
0.29
281.4
-14.6
58
el_nino
1
0
81
1
medium
50_plus
male
malaria
0
moderate
0
0
0
0
0
0
0
0
80
5
2,021
wet
28.1
0.39
280
-9.7
82
neutral
1
0
70
0
low
15_49
male
malaria
0
severe
1
0
1
0
0
0
0
0
81
3
2,022
wet
26.7
0.48
174.9
-26.3
63
el_nino
0
0
75
0
high
5_14
female
malaria
0
mild
0
0
0
0
0
0
0
0
82
9
2,018
wet
28.8
-0.42
181.5
17.2
79
neutral
0
0
2
1
medium
under5
male
malaria
0
moderate
0
0
0
1
0
1
0
0
83
5
2,022
wet
27.6
0.85
97.1
11.9
64
neutral
0
0
78
0
low
5_14
male
malaria
1
severe
0
0
0
0
0
1
0
0
84
10
2,020
wet
30.8
1.58
191.2
-5.7
73
el_nino
0
0
16
0
medium
15_49
female
malaria
0
mild
0
0
1
1
0
0
0
0
85
9
2,022
wet
27.6
1.13
212.3
5.8
61
el_nino
0
0
64
0
low
15_49
male
malaria
1
mild
0
0
0
0
1
1
0
0
86
7
2,019
wet
30.8
0.52
214.5
-29.9
52
la_nina
0
0
71
0
medium
5_14
male
malaria
0
mild
0
0
0
0
0
0
0
0
87
2
2,021
dry
24.6
-0.28
30
-14.5
16
la_nina
0
0
36
0
high
5_14
female
malaria
0
severe
0
1
0
0
0
0
0
0
88
2
2,023
dry
30.4
-0.72
0
25.6
31
neutral
0
1
80
0
medium
15_49
male
schistosomiasis
0
mild
0
0
0
1
0
0
0
0
89
4
2,023
wet
28.5
0.22
209
-20
49
el_nino
0
0
13
0
low
under5
female
malaria
1
moderate
0
0
1
0
0
0
0
0
90
12
2,022
dry
25.9
0.88
0
-6.8
32
neutral
0
1
57
1
high
15_49
female
malaria
1
moderate
1
0
1
1
1
0
0
0
91
10
2,021
wet
28
0.41
243.9
5
55
la_nina
0
0
9
0
high
under5
female
diarrhoeal_disease
0
mild
0
0
0
0
0
0
1
0
92
6
2,022
wet
29.2
0.1
371
-2.4
51
neutral
1
0
12
0
medium
under5
male
schistosomiasis
1
mild
0
0
0
0
0
0
0
0
93
4
2,021
wet
25.3
0.06
320.9
-65
67
neutral
0
0
35
1
low
5_14
male
dengue
0
mild
0
0
0
1
1
1
0
0
94
6
2,021
wet
26.1
1.13
314.8
2.6
51
el_nino
0
0
84
1
high
under5
female
diarrhoeal_disease
0
moderate
0
0
0
1
1
0
0
0
95
3
2,022
wet
28.5
1.07
252.4
-8.6
48
el_nino
1
0
51
1
high
5_14
male
malaria
1
mild
0
0
0
0
0
0
0
0
96
5
2,023
wet
29.1
1.11
281.9
20.5
66
neutral
1
0
25
1
high
15_49
male
cholera
1
severe
0
0
0
0
1
1
0
1
97
6
2,020
wet
29.8
0.67
275.6
2.7
67
la_nina
1
0
51
0
low
15_49
male
malaria
1
mild
0
0
1
0
0
0
0
0
98
3
2,021
wet
30.7
0.96
383.3
-2.4
61
el_nino
0
0
28
1
high
15_49
male
malaria
1
moderate
1
0
0
1
1
0
0
0
99
6
2,019
wet
26.2
1.45
327
15.1
79
el_nino
0
0
27
1
high
15_49
male
malaria
0
mild
0
0
1
1
0
1
0
0
100
2
2,023
dry
23
0.81
43
-11.7
59
neutral
0
0
71
1
high
5_14
male
malaria
1
moderate
1
0
0
0
1
0
0
0