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id
int64
age_years
int64
sex
string
country
string
epi_week
int64
dry_season
int64
outbreak_context
int64
hiv_positive
int64
sickle_cell
int64
overcrowded_housing
int64
fever
int64
headache
int64
neck_stiffness
int64
altered_consciousness
int64
seizures
int64
petechial_rash
int64
bulging_fontanelle
int64
duration_symptoms_days
int64
lumbar_puncture_done
int64
csf_appearance
string
csf_wbc
int64
csf_protein
int64
csf_glucose
int64
gram_stain_done
int64
gram_stain_result
string
culture_done
int64
culture_result
string
pcr_done
int64
pcr_result
string
confirmed_pathogen
string
nm_serogroup
string
case_classification
string
menafrivac_received
int64
pcv_received
int64
hib_received
int64
antibiotic_given
int64
antibiotic_type
string
dexamethasone_given
int64
iv_fluids
int64
oxygen_given
int64
time_to_antibiotics_hours
float64
outcome
string
sequelae
string
1
24
F
cameroon
23
0
0
0
0
0
1
1
1
0
0
0
0
1
1
turbid
183
104
33
1
no_organisms
1
no_growth
0
not_done
unknown
not_applicable
probable
0
0
0
1
ceftriaxone
0
1
0
0.5
survived
none
2
20
M
nigeria
51
1
0
0
0
0
1
1
1
0
0
0
0
2
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
2.1
died
none
3
26
F
ethiopia
35
0
0
0
0
1
1
1
1
0
0
0
0
3
1
turbid
88
153
32
1
no_organisms
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
1
0
0
1
ceftriaxone
0
0
0
7.9
survived
none
4
3
M
central_african_republic
2
1
0
0
0
1
1
1
1
1
0
0
0
1
1
bloody
2,017
109
14
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
1
1
1
ampicillin
0
1
0
1.9
survived
epilepsy
5
22
M
gambia
38
0
0
0
0
1
1
1
1
1
1
1
0
5
1
bloody
705
62
29
1
no_organisms
1
no_growth
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
0
0
4.7
died
none
6
3
M
burkina_faso
28
0
0
0
0
1
1
1
1
1
0
0
0
1
1
bloody
1,964
103
9
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
1
1
ceftriaxone
0
0
0
1.1
survived
none
7
33
F
eritrea
39
0
0
0
0
0
1
1
1
0
0
0
0
2
1
clear
1,144
161
41
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
0
0
0
1
ceftriaxone
0
1
0
2.6
died
none
8
29
M
cameroon
7
1
0
0
0
0
1
1
1
0
0
0
0
1
1
bloody
2,090
130
16
1
gram_positive_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
W
confirmed
0
0
0
1
ampicillin
0
0
0
2.4
survived
hearing_loss
9
38
M
mali
42
0
0
0
0
0
1
1
1
0
0
0
0
1
1
clear
3,423
490
2
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
C
confirmed
1
0
0
0
none
0
1
0
7.2
died
none
10
1
M
niger
2
1
1
0
0
1
1
1
0
0
1
0
1
1
1
turbid
82
88
37
1
no_organisms
1
no_growth
0
not_done
unknown
not_applicable
probable
0
0
0
1
ceftriaxone
0
0
0
7
survived
none
11
12
F
niger
21
0
0
0
0
0
1
1
1
1
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
12.9
survived
none
12
16
F
niger
15
1
0
0
0
0
1
1
1
0
1
0
0
1
1
clear
1,339
98
20
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
C
confirmed
1
0
0
1
ceftriaxone
0
1
0
13.7
survived
none
13
59
M
burkina_faso
7
1
0
0
0
0
1
0
0
1
0
0
0
1
1
bloody
4,801
187
42
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ampicillin
0
0
0
1.9
survived
none
14
0
F
burkina_faso
31
0
0
0
0
1
1
1
1
0
0
1
0
1
1
clear
35
213
31
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
0
0
1
0
none
0
1
0
0.5
died
none
15
1
F
niger
32
0
0
0
0
0
0
1
1
0
1
0
1
1
1
turbid
2,338
140
0
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
other
confirmed
1
1
1
1
chloramphenicol
0
0
0
1.2
died
none
16
50
F
gambia
24
0
0
0
0
0
1
1
1
0
0
0
0
5
1
turbid
121
206
22
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
5.8
survived
cognitive_impairment
17
6
F
mali
12
1
0
0
0
1
1
1
1
0
0
0
0
4
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
0
0
3.2
survived
none
18
0
F
burkina_faso
4
1
0
0
0
1
1
1
0
0
0
0
0
1
1
bloody
861
246
0
1
gram_positive_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
W
confirmed
0
1
1
1
ampicillin
0
1
0
3.6
survived
cognitive_impairment
19
8
F
nigeria
5
1
0
0
0
0
1
1
1
0
0
0
0
1
1
clear
1,595
182
16
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
chloramphenicol
0
1
0
9.1
survived
none
20
40
F
nigeria
31
0
0
0
0
1
1
0
1
1
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
9.9
survived
none
21
28
F
togo
25
0
0
0
0
0
1
1
1
0
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
3.5
died
none
22
29
F
chad
26
0
0
0
0
0
1
1
0
0
0
1
0
3
1
turbid
2,272
57
26
0
not_done
0
not_done
0
not_done
unknown
not_applicable
probable
0
0
0
1
ceftriaxone
0
1
0
6.7
died
none
23
7
M
nigeria
36
0
0
0
0
1
1
1
0
1
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
0
0
5.6
died
none
24
6
F
senegal
52
1
0
0
0
1
1
1
1
1
0
0
0
1
1
bloody
1,034
109
14
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
other
confirmed
1
0
0
1
ceftriaxone
0
1
0
1.1
survived
epilepsy
25
2
F
ethiopia
30
0
0
0
0
0
1
1
0
0
1
0
0
1
1
bloody
1,317
175
34
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
1
1
1
1
ceftriaxone
0
1
0
0.7
survived
hearing_loss
26
7
M
burkina_faso
22
0
0
0
1
0
1
1
1
0
0
0
0
1
1
turbid
1,166
346
24
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
9.4
died
none
27
4
M
gambia
2
1
1
0
0
0
1
0
1
1
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
6.1
died
none
28
11
M
burkina_faso
17
1
0
1
0
0
1
1
1
0
0
0
0
1
1
turbid
237
69
19
1
no_organisms
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
B
confirmed
0
0
0
1
ceftriaxone
0
1
0
0.5
survived
none
29
29
M
senegal
44
0
0
0
0
1
1
1
1
0
0
0
0
2
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
0
0
5.9
survived
epilepsy
30
6
M
ghana
36
0
0
0
0
0
1
1
1
0
0
0
0
2
1
clear
2,922
356
3
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
0
0
0.5
survived
none
31
28
M
nigeria
47
0
0
0
0
0
1
0
1
1
0
0
0
1
1
clear
1,796
266
5
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
1
0
5.7
died
none
32
5
F
chad
50
1
1
0
0
0
1
0
0
0
0
1
0
1
1
turbid
182
29
7
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
1
0
0
1
ceftriaxone
0
1
0
4.6
survived
none
33
3
M
eritrea
49
1
1
0
0
1
1
1
1
0
0
0
0
1
1
turbid
2,536
168
6
0
not_done
0
not_done
0
not_done
unknown
not_applicable
probable
1
1
1
1
ceftriaxone
0
1
0
0.5
survived
none
34
35
F
niger
9
1
0
0
0
0
1
1
1
0
0
0
0
3
1
turbid
1,965
83
9
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
probable
0
0
0
1
ceftriaxone
0
0
0
6.6
survived
hydrocephalus
35
4
M
niger
4
1
1
0
0
0
1
1
1
0
0
0
0
5
1
turbid
582
237
29
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
probable
0
1
0
1
ampicillin
0
1
0
8.2
survived
none
36
23
F
nigeria
27
0
0
0
0
0
1
1
1
0
0
0
0
1
1
turbid
2,484
34
4
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
0
0
0
0
none
0
1
0
3.8
survived
none
37
26
F
nigeria
14
1
0
0
0
1
1
0
1
0
0
0
0
1
1
turbid
1,472
123
7
0
not_done
0
not_done
0
not_done
unknown
not_applicable
probable
0
0
0
0
none
0
0
0
3.7
survived
none
38
11
F
nigeria
13
1
0
0
0
1
1
0
1
1
0
0
0
3
1
clear
932
177
0
1
gram_negative_diplococci
1
haemophilus_influenzae
0
not_done
haemophilus_influenzae
not_applicable
confirmed
0
0
0
0
none
0
1
0
8.7
died
none
39
37
M
south_sudan
35
0
0
0
0
0
1
1
1
0
0
0
0
1
1
bloody
782
313
29
1
gram_negative_bacilli
1
no_growth
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
8.4
survived
none
40
39
F
burkina_faso
8
1
1
0
0
1
1
1
0
1
0
0
0
1
1
clear
2,412
173
9
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
C
confirmed
0
0
0
1
chloramphenicol
0
1
0
1.2
died
none
41
29
M
niger
7
1
1
0
0
0
1
1
1
0
0
0
0
2
1
turbid
5,687
174
0
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
2.6
survived
none
42
16
F
nigeria
43
0
0
0
0
1
1
1
1
1
0
0
0
2
1
clear
1,859
300
16
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
W
confirmed
1
0
0
1
ceftriaxone
0
1
0
3.4
survived
hearing_loss
43
1
M
senegal
19
1
1
0
0
1
1
1
1
1
0
0
0
3
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
1
1
0
none
0
1
0
4.5
survived
none
44
7
M
nigeria
51
1
0
0
0
1
1
0
1
0
0
0
0
3
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
4.3
survived
none
45
8
M
nigeria
17
1
1
0
0
1
1
1
0
1
0
0
0
1
1
turbid
3,907
162
25
1
gram_negative_diplococci
1
haemophilus_influenzae
0
not_done
haemophilus_influenzae
not_applicable
confirmed
1
0
0
1
chloramphenicol
0
0
0
8
died
none
46
29
F
nigeria
18
1
0
0
0
0
1
1
0
0
0
0
0
4
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
7.2
survived
none
47
14
M
burkina_faso
20
1
0
0
0
1
1
1
1
0
0
0
0
1
1
turbid
77
296
24
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
0
0
0
1
chloramphenicol
0
0
0
0.8
survived
none
48
20
M
burkina_faso
23
0
0
0
0
0
1
1
1
0
1
0
0
8
1
turbid
2,125
246
14
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
ampicillin
0
1
0
1.8
survived
epilepsy
49
23
F
south_sudan
44
0
0
0
0
0
1
1
0
0
0
0
0
1
1
turbid
2,139
324
3
0
not_done
1
no_growth
0
not_done
unknown
not_applicable
probable
1
0
0
1
ceftriaxone
0
1
0
20
survived
none
50
60
M
burkina_faso
51
1
1
0
0
0
1
1
1
1
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
2.3
survived
none
51
3
F
guinea_bissau
17
1
0
0
0
1
0
1
1
0
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
1
1
1
ceftriaxone
0
1
0
16.6
died
none
52
30
F
chad
25
0
0
0
0
0
1
1
1
0
0
0
0
3
1
bloody
994
245
34
1
gram_negative_bacilli
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
1
0
0
1
ceftriaxone
0
0
0
21.9
survived
hydrocephalus
53
2
M
chad
11
1
0
0
0
1
1
1
1
1
0
0
0
2
1
turbid
3,985
232
2
0
not_done
1
no_growth
0
not_done
unknown
not_applicable
probable
1
1
1
1
ceftriaxone
0
1
0
5.1
survived
cognitive_impairment
54
4
M
ethiopia
20
1
0
0
0
0
0
1
0
0
0
0
0
1
1
turbid
2,701
255
24
1
no_organisms
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
0
0
0
0
none
0
1
0
6.9
died
none
55
24
M
mali
49
1
0
0
0
1
0
1
0
0
1
0
0
1
1
bloody
811
118
2
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
C
confirmed
1
0
0
1
ceftriaxone
0
0
0
8.3
survived
hearing_loss
56
8
M
niger
52
1
0
0
0
1
1
1
1
1
0
0
0
2
1
clear
3,283
245
24
0
not_done
1
other_bacterial
0
not_done
other_bacterial
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
3.3
survived
none
57
48
M
nigeria
42
0
0
0
0
0
1
1
0
0
1
0
0
2
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
0
none
0
0
0
0.6
died
none
58
48
F
ethiopia
16
1
1
0
0
0
1
0
1
0
0
0
0
1
1
turbid
1,247
188
37
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
probable
1
0
0
1
chloramphenicol
0
1
0
1.1
survived
none
59
27
F
nigeria
48
1
0
0
0
1
1
0
1
0
0
0
0
2
1
clear
1,083
298
25
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
1
0
0
1
ceftriaxone
0
1
0
6.8
died
none
60
9
M
ethiopia
50
1
0
0
0
0
1
1
0
1
0
1
0
8
1
turbid
3,876
223
48
1
gram_positive_diplococci
1
no_growth
0
not_done
probable_sp
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
14.7
survived
none
61
2
M
niger
12
1
1
0
0
1
1
1
0
0
0
0
0
1
1
turbid
724
63
17
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
0
1
0
0
none
0
1
0
2.6
died
none
62
3
F
nigeria
36
0
0
0
0
0
1
1
1
1
0
0
0
5
1
turbid
496
78
32
1
gram_negative_bacilli
1
no_growth
0
not_done
unknown
not_applicable
probable
1
0
1
1
ceftriaxone
0
0
0
5.5
survived
none
63
0
M
benin
27
0
0
0
0
0
1
1
1
1
1
0
0
1
1
turbid
406
143
13
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
W
confirmed
0
0
1
0
none
0
1
0
1.4
survived
hearing_loss
64
4
F
cote_divoire
14
1
0
0
0
0
0
1
1
0
0
0
0
6
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
1
1
ceftriaxone
0
1
0
3.6
survived
none
65
27
M
niger
18
1
1
0
0
1
1
1
1
1
1
0
0
1
1
turbid
2,586
183
35
1
gram_positive_diplococci
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
chloramphenicol
0
1
0
3.1
died
none
66
4
F
central_african_republic
11
1
0
0
0
1
1
1
1
1
0
0
0
1
1
turbid
853
219
0
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
1
1
1
ceftriaxone
0
1
0
7.5
survived
hydrocephalus
67
0
F
burkina_faso
49
1
0
0
0
0
1
1
0
0
0
0
0
1
1
turbid
2,625
10
36
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
X
confirmed
0
1
1
1
ceftriaxone
0
0
0
1.6
survived
none
68
6
M
senegal
45
0
0
0
0
0
0
1
1
0
0
1
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
11.7
survived
none
69
17
F
chad
7
1
1
0
0
1
1
1
1
0
0
0
0
1
1
turbid
2,731
10
23
1
gram_positive_diplococci
1
no_growth
0
not_done
probable_sp
not_applicable
confirmed
1
0
0
1
ceftriaxone
0
1
0
5.9
survived
none
70
0
F
burkina_faso
41
0
0
0
0
1
1
1
0
0
1
0
0
1
1
bloody
69
88
37
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
1
1
1
ampicillin
0
1
0
2.1
survived
none
71
14
M
chad
51
1
0
0
0
0
1
1
0
1
0
1
0
1
1
clear
1,227
100
24
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
W
confirmed
1
0
0
0
none
0
1
0
0.8
died
none
72
1
F
niger
13
1
0
0
0
0
1
0
1
1
0
0
1
3
1
bloody
422
165
0
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
1
1
1
1
ceftriaxone
0
1
0
9.5
survived
none
73
12
M
ethiopia
28
0
0
0
0
0
1
1
0
1
0
1
0
1
1
turbid
1,247
148
41
0
not_done
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
W
confirmed
1
0
0
1
ceftriaxone
0
1
0
16.9
died
none
74
62
M
chad
23
0
0
0
0
0
1
1
1
0
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
0.5
survived
none
75
2
M
mali
49
1
0
0
0
0
1
1
1
0
1
0
0
3
1
turbid
2,651
267
8
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
W
confirmed
0
1
0
1
ceftriaxone
0
0
0
7.6
survived
none
76
8
F
niger
10
1
0
0
0
0
1
1
1
0
0
0
0
1
1
turbid
490
272
6
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
1
0
0
1
ceftriaxone
0
1
0
17.9
survived
none
77
40
F
ethiopia
28
0
0
0
0
0
0
1
1
0
1
0
0
4
1
clear
2,618
123
21
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
0
0
2.7
survived
motor_deficit
78
4
F
ethiopia
5
1
1
0
0
0
1
1
1
1
0
1
0
1
1
bloody
1,192
267
0
1
gram_negative_diplococci
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
ceftriaxone
0
1
0
6
died
none
79
27
F
burkina_faso
26
0
0
0
0
1
1
0
1
1
0
0
0
1
1
clear
349
245
25
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
ceftriaxone
0
0
0
13.1
died
none
80
54
M
burkina_faso
44
0
0
0
0
1
1
1
0
0
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
chloramphenicol
0
1
0
7
survived
none
81
8
M
nigeria
28
0
0
0
0
1
1
0
1
1
0
0
0
2
1
turbid
216
208
61
1
gram_negative_bacilli
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
2.5
died
none
82
0
F
ethiopia
29
0
0
0
0
0
1
1
1
1
0
0
0
1
1
turbid
247
311
14
1
no_organisms
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
X
confirmed
0
1
0
1
ceftriaxone
0
1
0
6.6
survived
none
83
9
F
ghana
17
1
0
0
0
0
0
1
1
0
0
0
0
1
1
turbid
2,014
155
34
1
no_organisms
0
not_done
0
not_done
unknown
not_applicable
probable
1
0
0
1
ceftriaxone
0
1
0
2.5
survived
none
84
0
M
central_african_republic
31
0
0
0
0
0
1
1
0
0
0
0
1
1
1
turbid
4,197
198
47
1
gram_negative_diplococci
0
not_done
0
not_done
probable_nm
W
confirmed
0
0
0
1
ceftriaxone
0
0
0
2.6
died
none
85
62
M
mali
46
0
0
0
0
0
1
1
0
0
0
1
0
3
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
0
0
0
1
ceftriaxone
0
1
0
1.8
died
none
86
2
M
niger
44
0
0
0
0
1
1
1
1
0
1
0
0
6
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
1
1
ceftriaxone
0
0
0
13
survived
cognitive_impairment
87
5
M
niger
23
0
0
0
0
0
1
1
1
0
0
0
0
1
1
clear
28
224
35
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
0.5
died
none
88
16
M
mali
52
1
0
0
0
0
1
0
1
0
1
0
0
1
1
turbid
1,908
308
11
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
3.1
survived
none
89
45
F
chad
22
0
0
0
0
1
1
1
1
0
0
0
0
2
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
0
0
10.2
survived
none
90
42
F
mali
12
1
0
0
0
1
1
1
1
0
0
0
0
1
1
turbid
2,041
100
34
0
not_done
1
no_growth
0
not_done
unknown
not_applicable
probable
1
0
0
0
none
0
0
0
4.7
survived
none
91
36
F
ethiopia
22
0
0
0
0
1
1
1
1
0
0
0
0
1
1
clear
2,520
282
0
1
gram_positive_diplococci
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
0
0
0
1
ceftriaxone
0
1
0
7.1
survived
none
92
50
M
mali
45
0
0
0
0
1
1
1
1
0
0
0
0
3
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
1
0
14.3
survived
none
93
12
F
chad
43
0
0
0
0
1
1
0
1
1
1
0
0
1
1
bloody
30
104
17
0
not_done
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
0
1
chloramphenicol
0
1
0
13.3
died
none
94
2
M
nigeria
29
0
0
0
0
0
1
1
1
0
1
0
0
2
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
1
1
1
ceftriaxone
0
0
0
0.5
survived
none
95
47
F
chad
37
0
0
0
0
1
1
1
0
0
0
0
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ceftriaxone
0
1
0
3
survived
hearing_loss
96
0
M
niger
34
0
0
0
0
0
0
1
0
1
0
0
0
2
1
turbid
3,458
176
56
1
gram_negative_diplococci
1
neisseria_meningitidis
0
not_done
neisseria_meningitidis
C
confirmed
0
1
0
1
ceftriaxone
0
1
0
10.3
died
none
97
0
M
senegal
30
0
0
0
0
1
1
1
0
0
0
0
1
2
1
turbid
1,647
276
34
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
1
1
1
chloramphenicol
0
1
0
13.6
died
none
98
3
M
burkina_faso
31
0
0
0
0
1
1
1
1
0
0
0
0
1
1
turbid
2,647
174
28
1
gram_positive_diplococci
1
streptococcus_pneumoniae
0
not_done
streptococcus_pneumoniae
not_applicable
confirmed
1
0
1
1
ceftriaxone
0
1
0
6.4
died
none
99
2
M
chad
15
1
1
0
0
0
1
1
1
1
0
1
0
1
0
not_done
-1
-1
-1
0
not_done
0
not_done
0
not_done
unknown
not_applicable
suspected
1
0
0
1
ampicillin
0
1
0
2.7
survived
none
100
0
M
guinea
52
1
0
0
0
0
1
1
1
0
0
0
1
1
1
clear
3,757
212
14
1
gram_positive_diplococci
0
not_done
0
not_done
probable_sp
not_applicable
confirmed
0
0
1
1
ceftriaxone
0
1
0
12.1
survived
none
End of preview. Expand in Data Studio

Meningitis Belt Surveillance Dataset

Abstract

This dataset provides 30,000 simulated meningitis surveillance records (10,000 per scenario) from the African meningitis belt (19 countries, Senegal to Ethiopia). Each record contains 50+ variables including demographics, clinical signs, CSF findings, pathogen identification (Nm serogroup, Sp, Hi), MenAfriVac vaccination status, antibiotic treatment, and outcomes including sequelae. Three settings: reference laboratory (CFR 16%), district hospital (27%), and health post (46%).

1. Introduction

The African meningitis belt stretches across 19 contiguous countries from Senegal to Ethiopia, experiencing recurrent dry-season epidemics. MenAfriVac, introduced since 2010, has vaccinated >300 million people and reduced serogroup A incidence by >99% (LaForce et al., 2018). However, serogroup replacement with C, W, and X is now causing outbreaks (CDC EID 2024). CFR ranges from 10-15% with appropriate treatment to up to 50% untreated. Sequelae affect ~25% of survivors, predominantly hearing loss.

This dataset is entirely simulated. It must not be used for clinical decision-making.

2. Methodology

2.1 Parameterization

Parameter Value Source
Belt countries 19 (Senegal→Ethiopia) WHO 2024
Serogroup A reduction >99% post-MenAfriVac LaForce et al., 2018
MenAfriVac coverage >300M vaccinated LaForce et al., 2018
Serogroup replacement C, W, X dominant CDC EID 2024
CFR (treated) 10-15% Brouwer et al., PLoS Med 2023
CFR (untreated) up to 50% Multiple sources
Sequelae rate 25% of survivors Brouwer et al., 2023

2.2 Scenario Design

Scenario Facility LP/Culture PCR CFR Confirmed
Reference lab National lab Yes Yes 16% 70%
District hospital Basic culture Yes No 27% 67%
Health post Clinical only No No 46% 12%

3. Schema

Column Type Description
id int Unique identifier
age_years int Patient age
sex categorical M / F
country categorical 19 meningitis belt countries
epi_week int Epidemiological week
dry_season binary Dry season
outbreak_context binary Outbreak context
hiv_positive binary HIV status
sickle_cell binary Sickle cell disease
overcrowded_housing binary Overcrowded housing
fever binary Fever
headache binary Headache
neck_stiffness binary Neck stiffness
altered_consciousness binary Altered consciousness
seizures binary Seizures
petechial_rash binary Petechial rash
bulging_fontanelle binary Bulging fontanelle (infants)
duration_symptoms_days int Symptom duration
lumbar_puncture_done binary LP performed
csf_appearance categorical turbid / clear / bloody / not_done
csf_wbc int CSF WBC count
csf_protein int CSF protein
csf_glucose int CSF glucose
gram_stain_done binary Gram stain
gram_stain_result categorical GN diplococci / GP diplococci / etc.
culture_done binary Culture performed
culture_result categorical Nm / Sp / Hi / other / no_growth
pcr_done binary PCR performed
pcr_result categorical Nm / Sp / Hi detected / not_detected
confirmed_pathogen categorical Confirmed/probable pathogen
nm_serogroup categorical A / C / W / X / B / other
case_classification categorical suspected / probable / confirmed
menafrivac_received binary MenAfriVac vaccination
pcv_received binary PCV vaccination
hib_received binary Hib vaccination
antibiotic_given binary Antibiotic administered
antibiotic_type categorical ceftriaxone / chloramphenicol / ampicillin
dexamethasone_given binary Dexamethasone
iv_fluids binary IV fluids
oxygen_given binary Oxygen
time_to_antibiotics_hours float Time to antibiotics
outcome categorical survived / died
sequelae categorical hearing_loss / cognitive / motor / epilepsy / hydrocephalus / none

4. Validation

Validation Report

Key validation checks:

  • CFR gradient: 16% → 27% → 46%, reflecting treatment access ✓
  • Serogroup replacement: C (30%) and W (35%) dominant post-MenAfriVac ✓
  • Serogroup A near-eliminated: Only 5% ✓
  • LP/confirmation gap: 75% at hospital vs 15% at health post ✓
  • Dry season pattern: Cases peak epi weeks 1-20 ✓
  • Sequelae ~25%: Hearing loss most common ✓

5. Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/meningitis-belt-surveillance", "district_hospital")
df = dataset["train"].to_pandas()
python generate_dataset.py --all-scenarios --n 10000 --seed 42

6. Limitations

  • Simulated: Not derived from real surveillance data.
  • No geographic coordinates: Country-level only, no district/health area.
  • No molecular typing: Serogroup only, no MLST/WGS.
  • Simplified seasonality: No climate covariates (humidity, dust).
  • No reactive vaccination: No mass vaccination response modelled.

7. References

  1. WHO (2024). Meningitis belt surveillance.
  2. Trotter CL, et al. (2017). MenAfriVac impact. Lancet Infect Dis, 17(8):867.
  3. CDC EID (2024). NmC CC10217 expansion. Emerg Infect Dis, 30(3).
  4. Brouwer MC, et al. (2023). Bacterial meningitis Africa. PLoS Med, 20(3):e1004078.
  5. WHO (2021). Defeating meningitis by 2030 roadmap.
  6. Greenwood B (2009). Meningitis belt epidemics. Vaccine, 27 Suppl 2:B13.
  7. LaForce FM, et al. (2018). MenAfriVac programme. Hum Vaccin Immunother, 14(5):1103.

Citation

@dataset{esa_meningitis_2025,
  title={Meningitis Belt Surveillance Dataset},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/electricsheepafrica/meningitis-belt-surveillance}
}

License

CC-BY-4.0

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