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Datasets:
electricsheepafrica
/
africa-synth-hematology-laboratory-services-all

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
10K - 100K
Tags:
laboratory
hematology
anemia
CBC
blood-count
Synthetic
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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 Community
Dataset Viewer
Auto-converted to Parquet Duplicate
id
int64
age
int64
sex
string
pregnant
int64
facility_level
string
indication
string
method_cbc
string
full_cbc_available
int64
wbc_differential
int64
hemoglobin
float64
anemia
int64
severe_anemia
int64
anemia_category
string
hematocrit
float64
wbc
float64
platelets
int64
mcv
float64
microcytic
int64
blood_film_done
int64
malaria_on_film
int64
sickle_cells_seen
int64
reticulocyte_done
int64
esr_done
int64
coagulation_done
int64
sickle_screen_done
int64
iron_studies_done
int64
tat_hours
float64
tat_within_target
int64
reagent_stockout
int64
specimen_rejected
int64
specimen_hemolyzed
int64
eqa_participating
int64
critical_value_flagged
int64
critical_value_communicated
int64
transfusion_recommended
int64
year
int64
1
30
female
0
health_centre
anemia_screen
hemocue_only
0
0
10.8
1
0
mild
31.9
7
193
90.8
0
0
0
0
0
0
0
0
0
7.5
0
1
0
0
0
0
0
0
2,021
2
58
female
0
health_centre
anemia_screen
manual_count
0
1
11.5
0
0
normal
35.1
16.5
221
76.9
1
1
0
0
0
1
0
0
0
3.7
1
0
0
0
0
0
0
0
2,021
3
15
female
0
district
fever_investigation
automated_analyzer
1
1
10.7
1
0
mild
32.5
9
161
78.8
1
0
0
0
0
1
0
0
0
10.7
0
0
0
0
0
0
0
0
2,022
4
43
male
0
district
anemia_screen
automated_analyzer
1
0
9.3
1
0
moderate
26.5
8.5
260
88.9
0
0
0
0
0
0
0
0
0
4
1
1
0
0
0
0
0
0
2,020
5
25
male
0
health_centre
hiv_monitoring
manual_count
0
1
12.3
1
0
mild
34.4
3.9
168
72
1
0
0
0
0
1
0
0
0
9.3
0
0
0
0
0
0
0
0
2,021
6
7
male
0
health_centre
anemia_screen
hemocue_only
0
0
12.7
1
0
mild
37.3
7.7
251
98
0
0
0
0
1
1
0
1
0
9.9
0
1
0
0
1
0
0
0
2,023
7
19
male
0
health_centre
anemia_screen
hemocue_only
0
0
9.7
1
0
moderate
29.6
9.8
455
111.1
0
0
0
0
0
1
0
0
0
4.7
0
0
1
0
0
0
0
0
2,020
8
12
male
0
health_centre
malaria_workup
manual_count
0
0
12.9
1
0
mild
40.2
5.7
175
72.3
1
0
0
0
0
0
0
0
0
10.5
0
1
0
0
0
0
0
0
2,020
9
18
female
0
clinic
bleeding
hemocue_only
0
0
10.2
1
0
mild
31
11.8
267
77.9
1
1
0
0
0
1
0
0
0
16.9
0
1
0
0
0
0
0
0
2,020
10
13
female
0
clinic
hiv_monitoring
manual_count
0
1
14
0
0
normal
42.1
9.1
135
81.5
0
0
0
0
0
1
0
0
0
10.4
0
0
0
0
0
0
0
0
2,021
11
19
female
0
clinic
malaria_workup
hemocue_only
0
0
9.9
1
0
moderate
30.1
7.5
180
82.9
0
1
0
0
0
0
0
0
0
7.3
0
1
0
0
1
0
0
0
2,022
12
11
female
0
health_centre
hiv_monitoring
manual_count
0
0
10.3
1
0
mild
28.3
3.9
473
69.1
1
0
0
0
0
1
0
0
0
7.4
0
0
0
0
0
0
0
0
2,020
13
19
male
0
tertiary
anemia_screen
automated_analyzer
1
1
10.9
1
0
mild
33.4
10.5
261
85.5
0
0
0
0
0
0
0
1
0
32.5
0
1
0
0
1
0
0
0
2,021
14
30
male
0
clinic
anemia_screen
hemocue_only
0
0
7.6
1
0
moderate
24.2
8.4
179
77.3
1
0
0
0
0
0
0
0
0
6.6
0
0
0
0
0
0
0
0
2,020
15
19
female
0
district
malaria_workup
automated_analyzer
1
1
10.3
1
0
mild
29.3
6.1
369
87.8
0
0
0
0
0
0
0
0
0
9.9
0
0
0
0
0
0
0
0
2,020
16
43
female
1
health_centre
anemia_screen
hemocue_only
0
0
10.8
1
0
mild
30
6.8
175
76.8
1
0
0
0
0
0
0
0
0
2.9
1
1
0
0
0
0
0
0
2,022
17
5
female
0
health_centre
pregnancy_anc
manual_count
0
0
9
1
0
moderate
27.9
3.7
389
85.7
0
1
0
0
0
1
0
0
0
7.1
0
0
0
0
1
0
0
0
2,023
18
11
male
0
health_centre
preoperative
hemocue_only
0
0
13.1
0
0
normal
40.6
7
372
90.6
0
0
0
0
1
0
0
0
0
15.7
0
0
1
0
0
0
0
0
2,020
19
8
female
0
district
chronic_disease
manual_count
0
1
4.7
1
1
severe
14.2
5.8
286
89
0
0
0
0
0
0
0
0
0
8.2
0
1
0
0
1
1
0
1
2,022
20
20
male
0
tertiary
preoperative
manual_count
0
1
6
1
1
severe
17
9.4
229
84
0
0
0
0
0
1
0
0
0
13.5
0
0
0
0
0
1
1
0
2,020
21
43
female
0
tertiary
preoperative
automated_analyzer
1
0
5.9
1
1
severe
19.1
5.5
212
71.3
1
0
0
0
0
0
0
0
0
4.9
0
0
0
0
0
1
1
0
2,022
22
31
female
1
tertiary
malaria_workup
automated_analyzer
1
1
9.8
1
0
moderate
29.4
7.9
194
66.1
1
0
0
0
0
1
0
0
0
11.7
0
0
0
0
0
0
0
0
2,022
23
38
female
0
district
preoperative
automated_analyzer
1
1
14.1
0
0
normal
42.4
8.8
245
80.3
0
0
0
0
0
0
0
0
0
8.9
0
0
0
0
0
0
0
0
2,020
24
48
female
0
tertiary
pregnancy_anc
hemocue_only
0
0
13.9
0
0
normal
43
5.2
159
52.4
1
0
0
0
0
0
0
0
0
7.9
0
0
0
0
1
0
0
0
2,020
25
31
male
0
district
pregnancy_anc
hemocue_only
0
0
9.8
1
0
moderate
28.1
11.9
236
96
0
1
0
0
0
1
0
0
0
3.4
1
0
1
0
1
0
0
0
2,021
26
55
female
0
tertiary
malaria_workup
manual_count
0
0
10.1
1
0
mild
29.9
6.6
265
71.9
1
0
0
0
0
0
0
0
0
20.3
0
0
0
0
0
0
0
0
2,021
27
13
male
0
clinic
fever_investigation
manual_count
0
1
14.6
0
0
normal
43.6
5.4
294
83.9
0
0
0
0
1
1
0
0
0
6.7
0
0
0
0
0
0
0
0
2,023
28
4
female
0
health_centre
pregnancy_anc
manual_count
0
0
7.6
1
0
moderate
21.5
7.7
405
69.8
1
1
0
0
0
1
0
0
1
4.7
0
0
0
0
0
0
0
0
2,021
29
16
male
0
health_centre
pregnancy_anc
hemocue_only
0
0
14.6
0
0
normal
44.5
3.6
293
71.7
1
0
0
0
0
0
0
0
0
2.8
1
0
1
0
0
0
0
0
2,023
30
25
female
0
tertiary
hiv_monitoring
hemocue_only
0
0
13.9
0
0
normal
40.1
2.7
405
107.5
0
1
0
0
0
1
0
0
0
3.1
1
1
0
0
0
0
0
0
2,023
31
28
male
0
tertiary
preoperative
hemocue_only
0
0
8.9
1
0
moderate
24.1
7.5
222
100.5
0
1
0
0
1
1
1
0
0
12.4
0
0
0
0
0
0
0
0
2,020
32
23
male
0
district
chronic_disease
manual_count
0
0
14.7
0
0
normal
44.5
5.3
168
90.4
0
1
0
0
0
0
0
0
0
5.4
0
0
0
0
0
0
0
0
2,023
33
17
female
1
health_centre
anemia_screen
manual_count
0
0
9.8
1
0
moderate
29
10.2
127
73.7
1
1
0
0
1
1
0
0
0
5.2
0
1
0
1
0
0
0
0
2,020
34
36
male
0
district
anemia_screen
automated_analyzer
1
0
12.5
1
0
mild
37.2
4.3
156
88.9
0
0
0
0
0
1
0
0
0
2.4
1
0
0
0
0
0
0
0
2,019
35
11
female
0
district
anemia_screen
automated_analyzer
1
0
10.9
1
0
mild
33.9
9.7
153
59.5
1
1
0
0
0
0
0
1
0
17.6
0
1
0
0
1
0
0
0
2,023
36
12
female
0
clinic
malaria_workup
hemocue_only
0
0
12.6
0
0
normal
38.8
8.4
363
88.4
0
1
1
1
0
1
0
0
0
2.8
1
0
0
0
0
0
0
0
2,022
37
25
male
0
health_centre
anemia_screen
manual_count
0
0
12.4
1
0
mild
37.1
14.4
326
82.1
0
0
0
0
0
0
0
0
0
3.8
1
0
0
0
0
0
0
0
2,019
38
50
male
0
clinic
malaria_workup
manual_count
0
0
13.5
0
0
normal
41.1
11.7
347
80.7
0
0
0
0
0
0
0
1
0
4.2
0
0
0
0
0
0
0
0
2,021
39
29
male
0
clinic
anemia_screen
manual_count
0
0
13.4
0
0
normal
38.5
3
143
82.3
0
1
0
0
0
0
0
0
0
15.3
0
1
0
0
0
0
0
0
2,019
40
67
female
0
tertiary
other
automated_analyzer
1
1
10.3
1
0
mild
31.1
8.1
648
90.5
0
1
0
0
0
1
0
0
0
7.1
0
1
0
0
0
0
0
0
2,023
41
12
male
0
health_centre
chronic_disease
manual_count
0
1
8.7
1
0
moderate
25.5
5.5
246
84.8
0
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
0
0
2,023
42
11
female
0
tertiary
anemia_screen
automated_analyzer
1
1
4.2
1
1
severe
10
5
211
77.9
1
1
0
0
0
0
0
0
0
2.4
1
0
0
0
1
1
0
1
2,020
43
21
male
0
district
pregnancy_anc
automated_analyzer
1
1
14.1
0
0
normal
41.4
10.4
353
96.4
0
0
0
0
0
1
0
0
0
3.6
1
0
0
0
0
0
0
0
2,022
44
33
female
1
tertiary
other
automated_analyzer
1
0
9.8
1
0
moderate
30.3
4.4
243
91.4
0
1
0
0
0
0
0
0
0
4.8
0
1
0
0
0
0
0
0
2,021
45
34
female
0
tertiary
malaria_workup
manual_count
0
0
10.5
1
0
mild
32.1
13.4
260
72
1
0
0
0
1
0
0
0
1
10.4
0
1
0
0
0
0
0
0
2,023
46
12
female
0
health_centre
fever_investigation
manual_count
0
0
11.7
0
0
normal
32.8
7.7
311
85.7
0
1
0
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
2,022
47
23
female
0
health_centre
chronic_disease
manual_count
0
0
8.7
1
0
moderate
25.5
9
250
85.4
0
0
0
0
0
0
0
1
0
14.3
0
0
0
0
0
0
0
0
2,020
48
20
male
0
district
fever_investigation
hemocue_only
0
0
13.6
0
0
normal
41.7
3
224
60.2
1
1
0
0
0
0
0
0
0
4.4
0
1
0
0
0
0
0
0
2,021
49
43
female
0
health_centre
hiv_monitoring
manual_count
0
1
8.4
1
0
moderate
24.4
8.7
187
86.4
0
0
0
0
0
0
0
0
0
14.5
0
0
0
0
0
0
0
0
2,021
50
69
female
0
clinic
anemia_screen
automated_analyzer
1
1
11.6
0
0
normal
37
6.8
235
70.9
1
1
0
0
0
1
0
0
0
32.4
0
0
0
1
1
0
0
0
2,023
51
26
female
0
tertiary
pregnancy_anc
automated_analyzer
1
1
9
1
0
moderate
27
9.6
263
75.4
1
0
0
0
0
1
0
0
0
12.6
0
0
0
1
0
0
0
0
2,021
52
40
female
0
district
malaria_workup
manual_count
0
0
7.6
1
0
moderate
22.4
7.3
255
93.3
0
1
0
0
1
1
0
0
0
5.4
0
0
0
0
1
0
0
0
2,023
53
13
female
0
clinic
anemia_screen
manual_count
0
0
10.7
1
0
mild
32.2
6.8
250
99.2
0
1
0
0
0
0
0
0
0
4.8
0
1
0
0
0
0
0
0
2,020
54
16
female
0
clinic
other
hemocue_only
0
0
7
1
0
moderate
19.2
6.1
231
66.9
1
0
0
0
0
0
0
0
1
4.8
0
0
0
0
0
0
0
0
2,023
55
8
female
0
district
malaria_workup
automated_analyzer
1
1
12.6
0
0
normal
36.6
9
249
68.2
1
0
0
0
0
1
0
0
0
15
0
0
0
1
1
0
0
0
2,022
56
10
female
0
district
anemia_screen
automated_analyzer
1
1
11.6
0
0
normal
34.6
5.4
204
74.9
1
1
0
0
0
0
0
0
0
5.4
0
0
0
0
1
0
0
0
2,022
57
10
female
0
health_centre
pregnancy_anc
manual_count
0
0
8.2
1
0
moderate
25.4
9.4
210
87.6
0
0
0
0
0
0
0
0
0
1.5
1
0
0
0
1
0
0
0
2,021
58
38
male
0
clinic
preoperative
manual_count
0
0
15.4
0
0
normal
46.3
5.9
145
80.3
0
1
0
0
0
1
0
0
0
4.1
0
0
0
0
1
0
0
0
2,022
59
26
male
0
health_centre
bleeding
manual_count
0
0
14.4
0
0
normal
44.2
8.9
396
96.5
0
1
0
0
0
1
1
0
0
7.5
0
1
0
0
0
0
0
0
2,021
60
26
female
0
clinic
malaria_workup
manual_count
0
1
9.4
1
0
moderate
27.6
3
270
90.5
0
0
0
0
0
1
0
0
0
1.7
1
0
0
0
0
0
0
0
2,022
61
59
male
0
district
anemia_screen
manual_count
0
0
13.6
0
0
normal
41.6
14.6
235
85.8
0
0
0
0
0
1
0
0
0
5.9
0
0
1
0
0
0
0
0
2,020
62
22
male
0
district
anemia_screen
hemocue_only
0
0
13.3
0
0
normal
40.5
14.7
287
88.6
0
0
0
0
0
1
0
0
0
7.8
0
0
0
0
1
0
0
0
2,022
63
47
female
0
tertiary
chronic_disease
manual_count
0
1
12.3
0
0
normal
39.8
8.4
223
76.9
1
0
0
0
0
1
0
0
0
2.1
1
0
0
0
0
0
0
0
2,019
64
59
female
0
clinic
other
hemocue_only
0
0
6.5
1
1
severe
19.5
8.1
295
83.8
0
0
0
0
0
0
0
0
0
5.4
0
0
0
0
1
1
0
0
2,021
65
15
female
1
district
anemia_screen
hemocue_only
0
0
10.5
1
0
mild
31.2
8.8
163
93.8
0
1
0
0
1
1
0
0
0
8.9
0
0
0
0
0
0
0
0
2,023
66
60
male
0
tertiary
malaria_workup
automated_analyzer
1
0
12.6
1
0
mild
37.5
6.4
281
96
0
0
0
0
0
1
0
0
0
9.4
0
0
0
0
0
0
0
0
2,022
67
23
female
0
health_centre
hiv_monitoring
manual_count
0
1
7
1
0
moderate
23.2
6.6
272
105.3
0
0
0
0
0
1
0
0
0
5.6
0
0
0
0
0
0
0
0
2,022
68
87
female
0
health_centre
other
manual_count
0
0
13
0
0
normal
39.1
4.2
166
67.7
1
0
0
0
1
1
0
0
0
1.5
1
0
0
0
0
0
0
0
2,020
69
82
male
0
health_centre
chronic_disease
hemocue_only
0
0
14.7
0
0
normal
42.9
9.9
165
85.3
0
1
0
0
1
0
0
0
0
4.9
0
0
0
0
0
0
0
0
2,021
70
16
male
0
district
anemia_screen
automated_analyzer
1
1
6.6
1
1
severe
19.7
15.6
260
82.7
0
1
0
0
0
1
0
0
0
13.2
0
0
0
0
0
1
0
0
2,023
71
18
female
1
tertiary
hiv_monitoring
automated_analyzer
1
1
9.8
1
0
moderate
30.9
4.4
456
72.4
1
0
0
0
0
0
0
0
0
9.9
0
0
0
0
0
0
0
0
2,021
72
14
male
0
district
anemia_screen
automated_analyzer
1
0
11.5
1
0
mild
32.4
5.4
200
89.7
0
0
0
0
0
0
0
0
0
3
1
1
0
0
1
0
0
0
2,021
73
8
male
0
health_centre
bleeding
manual_count
0
0
9
1
0
moderate
27
10.6
128
85.5
0
1
0
0
0
1
0
0
0
10.6
0
1
0
0
0
0
0
0
2,022
74
15
female
0
district
chronic_disease
automated_analyzer
1
1
10.4
1
0
mild
32.9
11.6
163
78.9
1
0
0
0
0
0
0
0
0
7.1
0
1
0
0
0
0
0
0
2,021
75
90
female
0
district
anemia_screen
automated_analyzer
1
1
12.4
0
0
normal
39
7.6
351
58.6
1
1
0
0
0
1
0
0
0
6.5
0
1
0
0
0
0
0
0
2,021
76
25
female
0
clinic
bleeding
manual_count
0
1
6.8
1
1
severe
20.5
6.7
355
80.2
0
0
0
0
0
1
0
0
0
2.3
1
0
0
0
0
1
0
0
2,021
77
23
female
0
tertiary
hiv_monitoring
hemocue_only
0
0
11.2
0
0
normal
32.6
6.8
154
83.4
0
1
0
0
0
0
0
0
0
3.9
1
1
0
0
0
0
0
0
2,021
78
15
male
0
clinic
anemia_screen
manual_count
0
0
11
1
0
mild
30.6
4
213
69.5
1
0
0
0
0
1
0
0
1
3
1
0
0
0
0
0
0
0
2,021
79
18
female
0
clinic
pregnancy_anc
manual_count
0
0
10.2
1
0
mild
29.1
7.4
209
76.7
1
1
0
0
1
1
0
0
0
11.8
0
1
0
0
0
0
0
0
2,022
80
23
female
0
health_centre
hiv_monitoring
manual_count
0
0
10
1
0
mild
28.8
7.3
222
96.8
0
0
0
0
0
0
0
0
1
7.2
0
0
0
0
0
0
0
0
2,020
81
16
male
0
health_centre
preoperative
manual_count
0
0
12.7
1
0
mild
36.3
5.1
206
71.4
1
1
0
0
1
1
0
0
0
5
0
0
0
0
0
0
0
0
2,022
82
30
female
0
health_centre
bleeding
automated_analyzer
1
1
4.4
1
1
severe
11.7
9.2
359
93.1
0
0
0
0
0
1
1
1
0
5
0
0
1
0
1
1
0
1
2,020
83
24
male
0
health_centre
hiv_monitoring
hemocue_only
0
0
7.1
1
0
moderate
22
7
252
91.6
0
0
0
0
0
1
0
0
0
4.5
0
0
0
0
0
0
0
0
2,023
84
42
male
0
health_centre
pregnancy_anc
manual_count
0
0
16.9
0
0
normal
49.4
6.4
312
82.6
0
1
0
0
0
0
0
0
0
5.1
0
0
0
0
1
0
0
0
2,020
85
8
female
0
district
bleeding
manual_count
0
1
12.2
0
0
normal
35.6
7.7
228
88.7
0
1
0
0
1
0
0
0
0
8.9
0
0
0
0
0
0
0
0
2,019
86
21
female
0
district
anemia_screen
manual_count
0
0
7.5
1
0
moderate
20.9
3.4
311
100.1
0
1
0
0
1
1
0
0
1
1.8
1
0
0
0
0
0
0
0
2,022
87
51
female
0
health_centre
malaria_workup
automated_analyzer
1
1
6.6
1
1
severe
20.5
5.8
181
76.5
1
1
0
1
0
0
0
1
0
4.5
0
0
0
0
1
1
0
0
2,022
88
2
male
0
health_centre
anemia_screen
hemocue_only
0
0
9.4
1
0
moderate
29.7
3.2
350
81.4
0
1
0
0
0
1
0
0
0
4.7
0
0
0
0
0
0
0
0
2,021
89
11
male
0
health_centre
chronic_disease
manual_count
0
0
6.4
1
1
severe
18.6
3.4
199
72.9
1
1
0
0
0
1
0
0
0
6.8
0
0
0
0
0
1
1
0
2,023
90
15
male
0
district
fever_investigation
automated_analyzer
1
1
12.3
1
0
mild
36.3
9.6
232
78.9
1
1
0
0
0
0
0
0
1
15.4
0
0
0
0
0
0
0
0
2,022
91
14
male
0
health_centre
malaria_workup
manual_count
0
1
13.6
0
0
normal
41.6
7.7
333
82.9
0
1
0
0
0
0
0
1
0
4
1
0
0
0
0
0
0
0
2,019
92
11
female
0
district
hiv_monitoring
hemocue_only
0
0
12.1
0
0
normal
36.3
13.2
262
81.7
0
1
0
0
0
0
0
0
0
6.5
0
0
0
0
1
0
0
0
2,023
93
28
female
0
district
malaria_workup
automated_analyzer
1
1
12.3
0
0
normal
36.2
10.4
185
84.9
0
1
1
0
0
1
0
0
0
8.9
0
1
0
0
1
0
0
0
2,021
94
56
male
0
health_centre
anemia_screen
hemocue_only
0
0
11.1
1
0
mild
30.6
5.5
180
67.5
1
1
0
0
0
0
0
0
0
5.9
0
0
0
1
1
0
0
0
2,020
95
20
male
0
district
anemia_screen
automated_analyzer
1
1
6.5
1
1
severe
18.1
8.2
280
70.5
1
0
0
0
0
0
0
0
0
4.1
0
0
0
0
0
1
0
0
2,023
96
43
male
0
clinic
anemia_screen
hemocue_only
0
0
13.2
0
0
normal
37
5.3
315
79.2
1
0
0
0
0
0
0
0
0
6.8
0
0
1
0
1
0
0
0
2,021
97
20
female
0
clinic
hiv_monitoring
manual_count
0
0
8.5
1
0
moderate
25.6
6.9
264
104.1
0
0
0
0
0
0
0
0
0
4.8
0
0
0
0
0
0
0
0
2,020
98
31
female
0
clinic
anemia_screen
manual_count
0
0
8.8
1
0
moderate
25
10.2
224
83.3
0
1
0
0
1
0
0
0
0
7.3
0
0
0
0
1
0
0
0
2,019
99
62
female
0
clinic
anemia_screen
manual_count
0
0
8.7
1
0
moderate
25.2
5
180
79
1
1
0
0
0
0
0
0
1
4.8
0
0
0
0
0
0
0
0
2,022
100
25
male
0
district
malaria_workup
manual_count
0
1
9.9
1
0
moderate
28.2
7.1
263
63.4
1
1
0
0
0
0
0
0
0
8.6
0
0
0
0
0
0
0
0
2,019
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.

Hematology Laboratory Services

Abstract

Synthetic dataset modeling hematology laboratory services across three SSA scenarios. Captures testing methods (automated/manual/HemoCue), CBC results, anemia classification, blood film microscopy, additional tests, turnaround times, and quality indicators. Parameterized from SSA laboratory and hematology research.

Parameterization Evidence

Parameter Value Source Year
Lab infrastructure gap Automated analyzers concentrated urban Nkengasong et al. Lancet 2018
EQA participation <30% many SSA countries Bates et al. Trop Med Int Health 2008
SSA anemia prevalence Children 60%, pregnant women 40% WHO Anemia Fact Sheet 2023
Iron deficiency share 50% of anemia cases Kassebaum et al. Blood 2014
Sickle cell trait 10-25% West/Central Africa Lund et al. Hematol Oncol Clin 2015

Validation

Validation Report

Usage 

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/hematology-laboratory-services", name="mixed_capacity")
df = ds['train'].to_pandas()

References

  1. Nkengasong JN et al. (2018). Laboratory medicine Africa. Lancet. DOI: 10.1016/S0140-6736(18)30625-8
  2. Bates I et al. (2008). Lab capacity building indicators. Trop Med Int Health. DOI: 10.1111/j.1365-3156.2007.01979.x
  3. WHO (2023). Anemia fact sheet
  4. Kassebaum NJ et al. (2014). Global burden anemia. Blood. DOI: 10.1182/blood-2013-06-508325
  5. Lund TC et al. (2015). Hematology in SSA. Hematol Oncol Clin North Am

License

CC-BY-4.0
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