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
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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
3,601
nurse
27
male
clinic
remote
1
0
1
0
0
0
lab_techniques
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,602
lab_tech
33
male
health_centre
peri_urban
7
0
0
0
0
1
emergency_care
interactive
custom
1
1
2.7
2
1
0
1
1
0
0
0
1
1
1
1
1
0
2
2,021
3,603
clinical_officer
28
male
health_centre
urban
50
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
2,021
3,604
chw
22
male
community
remote
2
1
0
0
0
0
mental_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,020
3,605
clinical_officer
36
male
community
rural
1
0
0
0
0
0
data_management
simulation
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,020
3,606
chw
32
female
clinic
rural
13
0
0
1
0
0
clinical_skills
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
2,020
3,607
nurse
28
male
clinic
rural
0
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
0
0
0
2,019
3,608
chw
36
male
clinic
rural
1
0
0
0
0
0
clinical_skills
interactive
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
2,022
3,609
nurse
37
female
district
urban
3
0
1
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,610
chw
35
male
clinic
remote
4
1
0
0
1
0
hiv_management
text_module
none
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
2,022
3,611
clinical_officer
33
male
clinic
peri_urban
2
0
0
1
0
0
hiv_management
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
2,020
3,612
lab_tech
49
male
clinic
rural
2
0
0
0
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,613
lab_tech
32
female
health_centre
urban
5
1
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
2,020
3,614
nurse
30
female
health_centre
peri_urban
18
0
0
0
0
0
emergency_care
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
0
2,020
3,615
doctor
36
male
community
remote
13
0
0
0
0
0
leadership
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,616
chw
32
female
district
remote
9
0
0
0
0
0
maternal_health
simulation
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,022
3,617
other
20
female
district
rural
10
0
0
0
0
0
clinical_skills
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
1
0
0
2,023
3,618
chw
42
female
clinic
rural
1
0
0
0
0
0
other
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,023
3,619
nurse
32
female
clinic
peri_urban
12
0
0
0
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,019
3,620
midwife
20
female
health_centre
rural
13
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
2,020
3,621
midwife
35
female
clinic
urban
14
1
1
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
2,022
3,622
other
44
female
tertiary
urban
2
0
0
1
0
0
mental_health
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2,019
3,623
nurse
40
male
health_centre
peri_urban
0
0
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
0
2,023
3,624
midwife
45
female
community
remote
4
0
0
0
0
0
emergency_care
text_module
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
2,022
3,625
chw
23
male
clinic
rural
0
1
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,022
3,626
chw
33
female
community
rural
8
0
0
0
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,022
3,627
nurse
22
female
health_centre
peri_urban
22
1
0
1
1
0
data_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
3,628
chw
45
male
clinic
rural
2
0
0
0
0
0
other
text_module
none
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
1
0
0
2,023
3,629
doctor
57
female
clinic
peri_urban
2
1
1
0
0
0
maternal_health
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,630
other
44
female
district
rural
0
0
0
0
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,021
3,631
chw
42
female
district
remote
5
0
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,021
3,632
nurse
33
male
health_centre
peri_urban
5
0
0
0
0
0
leadership
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,633
chw
30
male
health_centre
peri_urban
8
1
1
0
0
0
leadership
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,020
3,634
lab_tech
52
female
health_centre
urban
2
1
1
0
0
0
maternal_health
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,635
other
51
male
health_centre
remote
4
0
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,021
3,636
nurse
37
female
community
remote
5
0
0
0
0
0
mental_health
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
2,022
3,637
doctor
28
female
clinic
urban
13
1
0
0
0
0
clinical_skills
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
1
0
2,023
3,638
clinical_officer
56
male
community
remote
15
0
1
0
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,639
chw
24
female
clinic
rural
4
0
0
0
0
0
other
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,021
3,640
doctor
35
male
clinic
rural
0
0
0
0
0
0
leadership
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,641
nurse
32
female
community
peri_urban
4
1
0
0
0
0
clinical_skills
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
0
2,020
3,642
nurse
37
female
community
rural
9
0
0
0
0
0
hiv_management
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,021
3,643
nurse
36
female
clinic
remote
4
1
0
0
0
0
hiv_management
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,019
3,644
pharmacist
28
female
community
remote
16
0
0
0
0
0
maternal_health
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,023
3,645
other
40
female
health_centre
peri_urban
2
1
0
1
0
0
infection_prevention
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
2,022
3,646
nurse
20
male
health_centre
rural
0
0
0
0
0
0
lab_techniques
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
2,022
3,647
clinical_officer
40
female
health_centre
urban
6
0
0
0
0
0
leadership
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
2,021
3,648
chw
48
male
district
peri_urban
4
0
0
1
0
0
infection_prevention
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
2,021
3,649
clinical_officer
51
male
district
peri_urban
30
0
0
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
3,650
nurse
33
female
health_centre
rural
4
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
0
0
0
2,023
3,651
nurse
33
female
community
remote
22
0
0
0
0
0
other
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,652
clinical_officer
20
male
health_centre
rural
3
0
0
1
0
1
clinical_skills
text_module
other
1
0
1.6
5
0
0
0
0
0
0
0
1
0
1
0
0
0
4
2,023
3,653
other
20
female
health_centre
rural
4
0
0
1
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
2,022
3,654
lab_tech
20
female
district
urban
4
1
1
0
0
0
hiv_management
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,022
3,655
lab_tech
43
female
clinic
peri_urban
0
1
0
0
0
0
leadership
interactive
none
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
2,022
3,656
pharmacist
22
female
health_centre
peri_urban
5
1
0
1
0
0
leadership
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
2,023
3,657
clinical_officer
20
male
health_centre
rural
12
0
0
1
0
1
maternal_health
text_module
moodle
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
2,021
3,658
doctor
21
female
district
peri_urban
0
1
0
0
1
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2,019
3,659
doctor
47
male
health_centre
urban
1
1
1
1
0
0
data_management
interactive
none
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
2,022
3,660
clinical_officer
49
male
clinic
remote
8
0
0
0
0
0
maternal_health
interactive
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,661
doctor
51
male
clinic
rural
10
0
0
0
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,023
3,662
lab_tech
29
female
community
rural
13
0
0
1
0
0
infection_prevention
blended
none
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
2,022
3,663
pharmacist
43
male
clinic
rural
16
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
2,022
3,664
chw
20
male
clinic
remote
36
0
0
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
2,022
3,665
nurse
48
male
community
urban
46
0
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
2,019
3,666
lab_tech
22
male
district
urban
7
0
1
0
0
0
hiv_management
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,667
nurse
27
male
district
remote
0
0
0
1
0
0
lab_techniques
video
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
2,021
3,668
midwife
25
female
clinic
remote
27
0
0
0
0
0
data_management
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
0
2,021
3,669
nurse
31
female
community
rural
8
0
0
0
0
1
clinical_skills
text_module
whatsapp
1
0
5.4
6
0
0
0
0
0
0
0
0
1
1
0
0
0
6
2,022
3,670
doctor
20
female
district
urban
12
0
0
1
0
0
data_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2,021
3,671
nurse
64
female
health_centre
urban
11
0
0
1
0
0
hiv_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2,023
3,672
nurse
57
male
tertiary
remote
5
0
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
2,021
3,673
lab_tech
20
female
clinic
remote
1
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
2,020
3,674
chw
40
female
clinic
remote
2
0
0
0
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,675
chw
37
female
health_centre
urban
25
1
1
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,676
clinical_officer
29
male
health_centre
rural
14
0
0
0
0
0
hiv_management
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,021
3,677
doctor
30
female
tertiary
peri_urban
1
0
0
0
0
1
infection_prevention
text_module
openwho
1
0
1.3
5
0
0
0
0
0
0
0
1
1
1
0
0
0
2
2,022
3,678
doctor
32
female
health_centre
remote
0
0
1
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
0
2,022
3,679
doctor
53
female
health_centre
rural
5
0
0
0
0
1
lab_techniques
text_module
custom
1
0
7.8
2
0
0
0
0
1
0
0
1
1
1
0
0
0
4
2,023
3,680
nurse
37
female
health_centre
remote
6
0
1
0
0
0
lab_techniques
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
2,022
3,681
nurse
47
female
health_centre
rural
6
0
0
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
2,023
3,682
other
37
female
community
peri_urban
10
0
0
0
0
0
data_management
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,683
pharmacist
41
female
community
peri_urban
1
0
0
0
0
0
maternal_health
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,019
3,684
nurse
36
male
community
remote
30
0
0
0
0
0
hiv_management
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,685
clinical_officer
34
female
tertiary
rural
7
1
0
0
0
1
maternal_health
text_module
other
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,686
chw
21
male
tertiary
rural
22
0
0
0
0
0
infection_prevention
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,022
3,687
nurse
44
female
health_centre
peri_urban
19
0
1
0
0
0
mental_health
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
3,688
nurse
26
female
district
peri_urban
5
1
0
0
0
0
other
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,019
3,689
doctor
20
male
district
urban
6
1
0
0
0
1
infection_prevention
blended
youtube
1
0
5
4
0
0
0
0
1
0
0
0
1
1
1
0
0
5
2,021
3,690
pharmacist
32
female
clinic
peri_urban
3
1
0
1
0
0
infection_prevention
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
2,021
3,691
clinical_officer
51
female
district
peri_urban
2
0
0
1
0
0
infection_prevention
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
2,020
3,692
chw
30
female
district
urban
4
0
0
0
0
0
clinical_skills
whatsapp_group
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
2,021
3,693
chw
27
female
community
rural
8
0
0
0
0
0
mental_health
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
0
2,023
3,694
nurse
20
female
health_centre
urban
0
0
0
0
0
0
infection_prevention
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,020
3,695
chw
51
female
clinic
peri_urban
7
0
1
1
0
1
mental_health
text_module
youtube
1
0
3.5
3
0
0
0
0
0
0
0
1
0
1
0
1
0
8
2,022
3,696
lab_tech
29
male
tertiary
rural
14
0
0
0
0
0
clinical_skills
blended
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
2,020
3,697
midwife
22
male
health_centre
remote
10
1
0
0
0
0
hiv_management
video
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
2,021
3,698
clinical_officer
34
female
tertiary
rural
13
0
0
0
0
0
maternal_health
text_module
none
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2,023
3,699
clinical_officer
21
female
clinic
rural
2
0
0
0
0
0
data_management
mobile_app
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
0
2,022
3,700
midwife
38
male
health_centre
urban
35
1
0
0
0
0
clinical_skills
text_module
none
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
0
2,022