id
int64
cadre
string
age
int64
sex
string
facility_level
string
location
string
years_experience
int64
personal_smartphone
int64
computer_access
int64
internet_adequate
int64
data_affordable
int64
elearning_access
int64
training_topic
string
learning_format
string
platform
string
course_started
int64
course_completed
int64
hours_studied
float64
modules_completed
int64
assessment_passed
int64
certification_earned
int64
knowledge_improved
int64
practice_changed
int64
confidence_improved
int64
peer_sharing
int64
offline_content_used
int64
content_in_local_language
int64
barrier_connectivity
int64
barrier_cost
int64
barrier_time
int64
barrier_digital_literacy
int64
barrier_motivation
int64
satisfaction_score
int64
year
int64
3,501
nurse
52
female
clinic
remote
22
0
0
0
0
0
maternal_health
blended
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
2,023
3,502
other
20
female
community
urban
12
0
0
0
0
1
mental_health
whatsapp_group
custom
1
0
3.2
4
0
0
0
0
0
0
0
0
1
1
0
0
1
4
2,020
3,503
chw
22
male
district
peri_urban
6
1
0
0
0
0
lab_techniques
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,504
nurse
43
female
health_centre
rural
10
0
0
0
0
0
lab_techniques
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,505
lab_tech
27
male
clinic
rural
2
0
0
1
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2,020
3,506
nurse
43
female
community
remote
1
0
0
0
0
0
other
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,507
doctor
48
female
tertiary
rural
13
1
1
0
0
0
other
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,508
clinical_officer
38
female
clinic
urban
5
1
0
0
0
0
other
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,022
3,509
chw
29
male
health_centre
remote
9
0
0
0
0
0
data_management
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,510
midwife
32
male
district
urban
23
0
0
0
0
0
maternal_health
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,511
nurse
39
female
district
remote
6
0
0
0
0
0
data_management
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,019
3,512
other
42
male
district
peri_urban
6
0
0
0
0
0
infection_prevention
video
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,513
nurse
29
female
clinic
rural
1
0
1
0
0
0
lab_techniques
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,020
3,514
clinical_officer
62
male
health_centre
peri_urban
15
1
0
0
0
0
emergency_care
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,023
3,515
nurse
35
female
tertiary
remote
19
0
0
0
0
1
lab_techniques
blended
custom
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
1
0
2,023
3,516
nurse
52
female
district
urban
3
0
0
1
0
0
data_management
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
2,021
3,517
midwife
41
male
community
remote
11
0
0
0
0
0
emergency_care
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,518
pharmacist
38
male
community
remote
5
1
0
0
0
0
other
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
0
2,023
3,519
pharmacist
34
female
district
urban
5
1
0
1
0
1
infection_prevention
mobile_app
moodle
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
2,020
3,520
nurse
28
female
community
remote
4
0
0
0
0
0
hiv_management
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,521
chw
47
male
district
peri_urban
14
0
1
0
0
0
other
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,522
lab_tech
41
male
health_centre
remote
0
0
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
1
1
0
2,023
3,523
chw
32
female
health_centre
remote
2
0
0
0
0
1
clinical_skills
whatsapp_group
whatsapp
1
0
2
3
0
0
0
0
0
0
0
0
1
1
0
0
0
7
2,023
3,524
doctor
34
female
health_centre
rural
0
0
0
0
0
0
other
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,525
chw
51
male
community
rural
28
1
0
1
1
0
emergency_care
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2,022
3,526
nurse
20
female
clinic
peri_urban
17
1
0
0
0
0
other
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,021
3,527
other
43
male
clinic
remote
16
0
0
0
0
0
hiv_management
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,528
nurse
28
female
district
remote
0
0
0
0
0
0
data_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,529
chw
41
male
health_centre
remote
2
1
0
0
0
0
other
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
0
2,022
3,530
chw
38
female
health_centre
urban
13
0
0
0
0
1
infection_prevention
blended
youtube
1
1
23.6
7
1
0
1
0
1
0
0
0
1
1
0
0
0
4
2,022
3,531
lab_tech
65
male
district
rural
15
0
0
1
0
0
lab_techniques
interactive
none
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
2,021
3,532
nurse
45
male
tertiary
remote
5
0
0
0
0
1
maternal_health
video
other
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,533
nurse
47
male
district
rural
12
0
0
0
0
0
lab_techniques
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,534
clinical_officer
36
female
district
rural
8
0
0
0
0
0
lab_techniques
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,023
3,535
midwife
36
female
district
rural
8
0
1
0
0
0
hiv_management
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,022
3,536
lab_tech
20
male
health_centre
remote
30
0
0
0
0
0
data_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,022
3,537
clinical_officer
35
female
clinic
urban
10
1
0
0
0
0
hiv_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
0
2,020
3,538
clinical_officer
26
female
tertiary
peri_urban
5
0
1
1
0
0
other
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
2,020
3,539
doctor
44
female
community
urban
18
1
1
0
0
0
emergency_care
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,023
3,540
chw
36
female
clinic
remote
16
0
0
0
0
0
maternal_health
video
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
2,022
3,541
chw
48
male
clinic
remote
1
1
0
0
0
0
infection_prevention
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,020
3,542
clinical_officer
21
female
community
remote
7
0
0
0
0
0
mental_health
video
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
0
0
2,020
3,543
pharmacist
27
female
clinic
urban
5
0
0
1
0
0
infection_prevention
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
2,020
3,544
clinical_officer
35
male
community
remote
4
0
0
0
0
0
emergency_care
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,020
3,545
chw
28
female
health_centre
peri_urban
0
0
0
1
0
0
leadership
video
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
2,020
3,546
other
40
female
tertiary
remote
11
1
0
0
0
0
leadership
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,019
3,547
other
40
male
health_centre
rural
14
0
0
1
0
0
other
blended
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
2,022
3,548
midwife
34
male
health_centre
urban
2
0
0
0
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,022
3,549
nurse
39
female
health_centre
peri_urban
4
0
0
1
0
0
lab_techniques
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
2,022
3,550
chw
47
male
health_centre
urban
6
0
0
0
0
0
clinical_skills
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,019
3,551
chw
25
male
health_centre
peri_urban
1
0
0
0
0
0
maternal_health
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,021
3,552
clinical_officer
39
female
district
urban
2
0
0
1
0
1
leadership
text_module
moodle
1
0
16.5
8
0
0
0
0
0
0
0
0
0
1
1
1
1
7
2,023
3,553
nurse
21
female
health_centre
remote
9
0
0
0
0
0
emergency_care
video
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,022
3,554
lab_tech
34
female
health_centre
rural
4
1
0
1
0
0
other
mobile_app
none
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
1
0
2,019
3,555
nurse
20
female
district
rural
12
0
0
0
0
0
other
video
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,556
doctor
37
male
clinic
peri_urban
48
1
0
1
0
0
clinical_skills
simulation
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
2,023
3,557
other
27
female
clinic
urban
0
1
0
0
1
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
2,022
3,558
other
22
female
community
urban
12
0
0
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,022
3,559
lab_tech
32
male
health_centre
urban
7
0
0
1
0
0
leadership
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
2,022
3,560
nurse
38
female
district
urban
0
1
1
1
0
0
clinical_skills
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
1
0
2,022
3,561
nurse
32
female
tertiary
peri_urban
9
1
0
0
0
0
infection_prevention
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
1
0
0
2,023
3,562
nurse
63
female
tertiary
urban
4
1
1
0
0
0
clinical_skills
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,563
nurse
41
female
clinic
rural
1
0
0
1
0
0
clinical_skills
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
2,022
3,564
nurse
42
male
tertiary
urban
0
0
0
0
0
0
clinical_skills
video
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,023
3,565
other
34
female
health_centre
peri_urban
0
1
0
0
0
1
data_management
blended
custom
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
2,021
3,566
nurse
28
female
community
rural
4
0
0
1
0
0
leadership
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
2,019
3,567
nurse
40
female
tertiary
remote
15
1
0
0
0
0
lab_techniques
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,023
3,568
chw
42
male
health_centre
rural
4
1
0
0
0
1
data_management
blended
whatsapp
1
0
3.2
4
0
0
0
0
0
0
0
0
1
1
0
0
0
5
2,023
3,569
lab_tech
47
female
tertiary
rural
14
0
0
0
0
0
lab_techniques
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
1
0
2,023
3,570
nurse
28
male
district
peri_urban
6
0
0
0
0
0
other
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
2,020
3,571
midwife
25
female
clinic
urban
0
0
0
0
0
1
clinical_skills
text_module
youtube
1
0
10.8
4
0
0
0
0
0
0
0
0
1
1
1
0
0
1
2,019
3,572
clinical_officer
30
female
health_centre
peri_urban
6
0
0
1
0
0
emergency_care
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
2,022
3,573
chw
28
male
health_centre
remote
28
1
0
0
0
0
leadership
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,574
chw
39
female
health_centre
urban
1
0
1
0
0
0
maternal_health
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,022
3,575
nurse
39
female
health_centre
urban
10
0
0
1
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
2,019
3,576
chw
26
female
health_centre
urban
22
0
0
1
0
0
clinical_skills
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
2,022
3,577
nurse
29
female
tertiary
urban
21
0
0
1
0
1
emergency_care
video
moodle
1
0
10.8
2
0
0
0
0
1
0
0
0
0
1
1
1
1
6
2,021
3,578
other
44
male
community
remote
4
0
0
0
0
0
infection_prevention
video
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
0
0
2,022
3,579
other
20
female
health_centre
remote
12
0
0
0
0
0
mental_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
0
2,022
3,580
chw
20
female
health_centre
rural
29
0
0
0
0
0
emergency_care
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,023
3,581
clinical_officer
56
female
tertiary
peri_urban
8
1
0
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
0
2,022
3,582
chw
31
male
district
rural
2
0
1
0
0
0
other
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,023
3,583
nurse
48
female
district
urban
23
0
0
0
0
0
lab_techniques
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,020
3,584
lab_tech
27
male
health_centre
remote
2
0
0
0
0
0
leadership
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,022
3,585
nurse
25
female
district
rural
1
0
0
0
0
1
lab_techniques
blended
other
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
2,022
3,586
doctor
39
female
community
rural
11
0
0
0
0
0
other
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,022
3,587
chw
38
male
clinic
urban
12
0
0
0
0
0
other
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,022
3,588
lab_tech
30
male
clinic
rural
0
0
0
0
0
0
hiv_management
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
2,022
3,589
clinical_officer
27
female
health_centre
urban
19
0
0
0
0
0
infection_prevention
blended
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
2,019
3,590
nurse
42
male
health_centre
rural
0
0
0
0
0
0
emergency_care
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,019
3,591
doctor
35
male
district
peri_urban
11
0
0
0
0
0
emergency_care
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,592
chw
41
female
community
urban
1
0
0
0
0
0
emergency_care
video
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,021
3,593
nurse
29
female
health_centre
urban
24
0
0
1
0
0
leadership
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
2,021
3,594
pharmacist
33
female
health_centre
peri_urban
4
0
0
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
2,022
3,595
nurse
37
female
clinic
rural
3
0
1
1
0
0
infection_prevention
simulation
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
2,022
3,596
clinical_officer
39
female
clinic
urban
7
0
0
0
0
0
data_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,023
3,597
nurse
50
male
clinic
peri_urban
0
0
0
0
0
0
clinical_skills
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
0
2,019
3,598
clinical_officer
34
male
district
remote
3
0
0
1
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
1
0
2,019
3,599
doctor
27
male
health_centre
rural
8
1
0
0
0
0
maternal_health
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,023
3,600
chw
40
female
community
rural
0
0
0
0
0
1
maternal_health
whatsapp_group
openwho
1
0
0.6
4
0
0
0
0
1
0
0
0
1
1
1
0
0
3
2,021