Datasets:
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 |
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
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
- WHO (2024). Meningitis belt surveillance.
- Trotter CL, et al. (2017). MenAfriVac impact. Lancet Infect Dis, 17(8):867.
- CDC EID (2024). NmC CC10217 expansion. Emerg Infect Dis, 30(3).
- Brouwer MC, et al. (2023). Bacterial meningitis Africa. PLoS Med, 20(3):e1004078.
- WHO (2021). Defeating meningitis by 2030 roadmap.
- Greenwood B (2009). Meningitis belt epidemics. Vaccine, 27 Suppl 2:B13.
- 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}
}
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