id
int64
age
int64
sex
string
facility_level
string
location
string
cadre
string
qualified_for_role
int64
highest_qualification
string
years_experience
int64
registered_professional_body
int64
cpd_last_year
int64
cpd_hours_year
int64
slmta_trained
int64
biosafety_trained
int64
eqa_trained
int64
competency_assessed
int64
position_filled
int64
supervision_regular
int64
workload_manageable
int64
salary_adequate
int64
salary_on_time
int64
housing_provided
int64
transport_allowance
int64
intend_to_stay_5yr
int64
emigration_intention
int64
transfer_request
int64
job_satisfaction_score
int64
mentorship_available
int64
career_pathway_clear
int64
promotion_last_5yr
int64
tests_per_day
int64
overtime_hours_week
int64
year
int64
1
41
male
private
rural
lab_technologist
0
certificate
24
0
1
15
0
0
0
0
1
1
0
1
0
0
0
1
0
0
3
0
0
1
98
3
2,022
2
33
male
district
peri_urban
lab_technologist
1
certificate
7
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
5
0
0
0
58
1
2,019
3
29
male
health_centre
rural
lab_assistant
0
certificate
4
0
1
14
0
0
0
1
0
0
0
0
0
0
0
1
0
0
3
1
0
0
63
4
2,020
4
42
male
district
peri_urban
lab_assistant
0
degree
4
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
1
0
4
0
0
0
82
7
2,021
5
38
female
health_centre
urban
lab_technician
1
certificate
7
1
1
40
0
0
0
0
1
1
0
0
0
0
1
1
0
0
4
0
0
0
53
2
2,021
6
36
female
private
urban
lab_technician
1
certificate
2
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
0
3
0
0
0
63
5
2,023
7
39
female
private
remote
lab_technician
0
certificate
22
0
0
0
1
0
0
0
0
1
0
1
1
0
0
1
0
0
3
0
1
1
161
0
2,022
8
20
female
health_centre
rural
lab_technologist
0
certificate
13
0
1
4
0
0
0
0
1
0
0
0
1
0
0
1
1
0
9
0
0
0
38
21
2,019
9
50
female
health_centre
urban
lab_technician
0
on_job_training
16
0
0
0
0
0
0
0
1
1
1
0
0
0
1
1
0
0
4
0
0
0
118
1
2,020
10
36
male
national_reference
urban
lab_technologist
1
certificate
2
1
0
0
0
0
0
1
0
1
1
0
0
0
1
1
0
0
1
0
1
0
33
1
2,023
11
26
female
health_centre
rural
lab_assistant
1
certificate
1
0
0
0
0
0
0
1
1
0
1
0
0
0
0
0
1
0
5
0
0
0
191
10
2,023
12
35
female
district
rural
lab_technologist
0
on_job_training
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
4
0
0
0
93
10
2,023
13
54
female
private
urban
lab_technologist
1
certificate
1
0
0
0
0
0
0
0
1
0
1
1
0
0
0
1
0
0
2
0
0
0
80
5
2,022
14
46
male
private
rural
lab_technologist
0
certificate
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
2
0
1
0
104
1
2,020
15
39
male
private
rural
lab_scientist
1
degree
7
0
0
0
0
1
0
0
1
0
0
1
1
1
0
0
0
0
2
0
0
0
119
5
2,022
16
41
female
national_reference
remote
lab_assistant
1
degree
5
0
0
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
8
0
0
0
52
5
2,022
17
41
male
district
rural
lab_technician
1
certificate
2
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3
0
0
0
52
3
2,019
18
44
female
regional
urban
lab_technician
1
diploma
5
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
1
0
95
1
2,020
19
46
female
health_centre
remote
other
1
certificate
5
1
0
0
0
0
0
1
1
1
1
0
0
0
0
1
1
0
4
0
0
0
88
1
2,022
20
44
female
district
rural
phlebotomist
0
on_job_training
10
0
0
0
0
0
0
1
1
0
0
1
0
1
1
0
0
0
1
1
0
0
87
7
2,022
21
50
female
private
rural
other
0
on_job_training
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
4
0
0
0
151
11
2,023
22
43
female
national_reference
peri_urban
lab_scientist
1
certificate
4
0
0
0
0
0
1
1
1
0
1
0
0
0
1
1
0
0
6
0
0
0
286
3
2,022
23
34
male
private
urban
lab_technologist
0
certificate
12
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
1
0
87
1
2,021
24
21
female
health_centre
urban
phlebotomist
1
diploma
23
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
5
0
0
0
62
17
2,020
25
45
male
health_centre
remote
lab_technician
0
degree
59
0
1
22
1
0
0
0
0
1
0
1
0
0
0
1
0
1
5
0
1
0
43
1
2,021
26
34
female
district
peri_urban
lab_technologist
0
certificate
5
0
0
0
0
1
0
0
0
1
1
0
1
0
0
1
1
0
1
0
0
0
31
0
2,023
27
55
male
health_centre
remote
lab_technologist
0
certificate
6
0
0
0
0
0
0
0
1
1
0
0
1
1
0
1
1
0
7
0
0
0
157
0
2,020
28
27
male
health_centre
remote
lab_scientist
1
on_job_training
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
2
0
0
0
152
5
2,023
29
25
male
health_centre
urban
lab_assistant
0
certificate
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
4
0
0
0
97
1
2,019
30
34
female
health_centre
urban
lab_technologist
0
degree
15
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
4
0
0
0
30
1
2,019
31
37
female
district
urban
lab_technologist
0
certificate
7
0
1
5
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
22
3
2,022
32
32
male
district
urban
phlebotomist
0
certificate
4
0
0
0
0
0
0
1
1
1
0
1
1
0
0
1
0
0
5
0
0
0
164
3
2,020
33
20
male
private
remote
lab_assistant
0
certificate
2
0
0
0
0
1
0
0
1
0
1
0
1
0
1
1
0
0
4
0
0
0
94
7
2,021
34
42
female
district
urban
lab_technician
0
certificate
3
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
4
0
0
0
138
2
2,022
35
42
female
district
urban
lab_assistant
0
degree
5
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
4
0
0
0
65
0
2,020
36
41
female
health_centre
rural
lab_scientist
0
diploma
9
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3
0
0
0
62
0
2,021
37
37
female
district
remote
phlebotomist
0
certificate
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
4
0
0
0
63
4
2,020
38
37
male
health_centre
remote
lab_technologist
0
diploma
4
0
0
0
0
1
0
0
1
0
1
1
0
0
0
0
1
0
5
0
0
0
119
3
2,023
39
50
male
health_centre
remote
lab_technician
0
certificate
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
4
1
1
1
54
8
2,019
40
35
female
regional
urban
phlebotomist
0
diploma
14
0
1
23
0
0
0
0
1
0
0
0
1
0
0
1
1
0
3
0
0
0
129
0
2,022
41
44
male
private
remote
phlebotomist
1
diploma
22
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
4
0
0
0
53
0
2,019
42
24
female
health_centre
urban
phlebotomist
0
certificate
27
0
1
1
0
0
0
1
0
1
0
1
1
0
0
1
0
0
2
0
0
0
62
21
2,023
43
20
male
regional
rural
lab_technologist
0
certificate
13
0
0
0
0
1
0
0
1
0
0
1
0
0
0
0
0
0
2
0
0
0
173
1
2,022
44
54
male
district
rural
phlebotomist
0
certificate
2
0
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
3
0
0
0
107
0
2,023
45
34
female
health_centre
urban
lab_scientist
0
certificate
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
0
1
0
0
0
57
5
2,022
46
38
male
regional
remote
lab_technician
1
on_job_training
3
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
1
0
0
36
2
2,020
47
20
male
private
peri_urban
lab_assistant
0
degree
6
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
1
0
5
0
1
1
208
1
2,022
48
32
female
district
peri_urban
lab_scientist
0
diploma
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
1
0
0
4
0
0
0
68
9
2,021
49
38
male
regional
rural
lab_technician
0
certificate
0
0
1
2
0
0
0
0
1
1
1
1
1
1
0
0
0
0
5
0
0
0
150
3
2,019
50
60
male
private
peri_urban
lab_assistant
0
diploma
8
0
0
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
1
0
0
0
95
14
2,020
51
36
male
private
peri_urban
phlebotomist
0
degree
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
4
0
0
0
33
0
2,020
52
37
female
private
urban
lab_technologist
0
diploma
2
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
1
1
0
0
45
7
2,021
53
32
male
district
urban
lab_technician
0
diploma
9
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
137
0
2,019
54
20
female
district
rural
lab_technician
0
diploma
7
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
2
0
0
0
58
0
2,020
55
46
male
private
urban
lab_assistant
0
diploma
2
0
0
0
0
0
0
0
1
0
0
0
1
0
1
1
0
0
4
0
0
0
56
4
2,022
56
20
male
regional
peri_urban
lab_technician
0
certificate
7
0
0
0
0
0
0
1
1
0
1
0
1
0
0
1
1
0
4
0
0
0
70
1
2,020
57
31
male
district
remote
lab_technician
1
diploma
8
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
4
0
0
0
23
0
2,020
58
38
female
health_centre
peri_urban
lab_assistant
0
diploma
9
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
4
0
0
0
76
4
2,023
59
42
female
district
rural
lab_assistant
0
degree
9
0
0
0
0
0
1
0
1
1
0
0
1
0
0
0
0
0
1
0
0
0
33
0
2,023
60
33
female
health_centre
rural
lab_technician
0
certificate
0
0
0
0
0
0
0
1
1
0
0
0
1
0
1
1
1
0
6
0
0
0
82
8
2,023
61
37
female
health_centre
peri_urban
lab_technician
0
diploma
10
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
2
0
0
0
188
3
2,022
62
38
female
health_centre
rural
lab_scientist
0
certificate
3
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
5
0
0
0
112
4
2,023
63
22
male
district
urban
lab_scientist
0
certificate
5
0
1
5
0
0
0
0
1
0
0
0
1
0
0
1
0
0
5
0
0
0
79
1
2,022
64
44
female
health_centre
rural
phlebotomist
0
diploma
8
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2
0
1
0
37
2
2,020
65
38
female
national_reference
peri_urban
lab_technologist
0
diploma
1
0
1
19
1
0
0
0
1
0
1
0
0
0
1
1
0
0
3
0
0
0
58
2
2,023
66
20
male
district
peri_urban
lab_technologist
1
diploma
3
1
0
0
0
0
0
0
1
1
0
0
1
0
1
1
0
0
4
0
0
0
136
1
2,019
67
44
female
national_reference
rural
other
0
on_job_training
12
0
1
11
0
0
0
0
0
0
1
0
0
0
0
1
0
0
5
0
0
0
51
1
2,020
68
54
male
private
urban
lab_assistant
0
diploma
8
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
5
0
0
0
86
1
2,020
69
35
female
national_reference
urban
lab_technologist
1
diploma
3
1
1
17
0
0
0
1
0
0
0
0
0
0
0
1
1
0
4
0
0
0
97
8
2,019
70
47
female
district
rural
lab_assistant
0
on_job_training
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
4
0
1
0
101
4
2,023
71
39
female
private
peri_urban
lab_technologist
0
certificate
21
0
0
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
2
0
0
0
102
0
2,021
72
49
male
health_centre
urban
lab_assistant
0
certificate
3
0
0
0
0
0
0
0
1
1
0
1
0
0
0
1
1
0
1
0
1
0
42
2
2,021
73
20
male
regional
urban
lab_technologist
0
on_job_training
8
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
7
0
1
0
117
3
2,023
74
52
female
regional
urban
lab_technician
1
diploma
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
4
0
0
0
66
47
2,020
75
40
male
health_centre
rural
lab_technologist
0
diploma
4
0
0
0
1
0
0
1
1
0
0
1
0
0
0
1
0
0
2
0
1
0
106
4
2,021
76
44
male
regional
remote
other
1
diploma
17
1
1
15
0
0
1
1
1
0
0
1
0
0
0
1
0
0
5
0
1
0
81
3
2,020
77
36
female
district
peri_urban
lab_technician
0
certificate
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
1
0
0
3
0
0
0
54
2
2,023
78
27
male
health_centre
urban
phlebotomist
0
certificate
8
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
1
0
2
0
1
1
143
11
2,023
79
44
female
district
peri_urban
lab_technician
0
certificate
25
0
0
0
1
0
0
0
0
1
0
0
0
0
1
1
0
0
5
0
0
0
205
1
2,021
80
50
male
health_centre
urban
lab_technician
0
on_job_training
6
0
0
0
1
0
1
0
0
0
1
0
0
0
1
1
1
0
2
0
0
0
62
4
2,022
81
50
male
health_centre
urban
lab_technician
0
certificate
9
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
5
0
0
0
78
0
2,023
82
65
male
health_centre
urban
lab_assistant
0
diploma
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
0
4
0
0
0
48
4
2,022
83
63
male
district
rural
lab_scientist
0
diploma
3
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
0
5
0
0
0
113
6
2,022
84
29
female
national_reference
peri_urban
lab_assistant
0
certificate
6
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
0
0
0
58
6
2,023
85
20
female
district
urban
lab_technologist
1
diploma
16
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
4
0
0
0
120
8
2,019
86
33
female
health_centre
urban
lab_scientist
0
on_job_training
10
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
5
0
0
0
94
15
2,023
87
38
female
health_centre
rural
lab_scientist
0
certificate
17
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
0
0
3
0
0
0
105
2
2,021
88
42
female
health_centre
rural
lab_technician
0
certificate
0
0
1
27
0
1
0
0
1
0
0
0
0
1
0
1
0
1
5
1
0
0
61
2
2,021
89
40
female
health_centre
urban
lab_technician
0
degree
4
0
0
0
0
0
0
0
1
1
1
0
1
0
0
1
0
0
3
0
0
0
28
2
2,023
90
52
female
private
remote
lab_technologist
0
certificate
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
4
0
0
0
161
3
2,022
91
29
female
district
remote
lab_assistant
0
on_job_training
1
0
0
0
0
0
0
0
1
1
0
0
0
1
0
1
0
0
3
0
0
0
127
5
2,022
92
31
female
private
urban
lab_assistant
1
certificate
5
0
0
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
5
0
0
0
164
9
2,020
93
32
female
private
urban
lab_technologist
1
on_job_training
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
1
0
0
3
0
0
0
63
6
2,020
94
41
female
health_centre
urban
phlebotomist
1
certificate
8
0
0
0
0
0
1
1
1
0
1
0
0
0
0
0
0
0
4
0
0
0
45
0
2,023
95
40
female
health_centre
remote
lab_technologist
0
on_job_training
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
3
0
1
0
41
8
2,022
96
37
male
health_centre
rural
other
0
degree
8
0
1
9
0
0
0
1
0
0
0
1
1
0
0
1
0
0
4
0
1
0
35
2
2,021
97
32
female
health_centre
urban
lab_technician
0
certificate
9
0
0
0
0
0
0
1
1
0
0
0
1
0
0
1
1
0
4
0
0
0
63
3
2,023
98
30
female
district
rural
lab_technician
0
certificate
0
0
1
23
0
0
0
0
0
0
0
1
1
1
0
1
0
0
4
0
1
0
116
5
2,020
99
40
female
regional
urban
lab_technologist
0
certificate
7
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
0
5
0
0
0
60
4
2,022
100
47
male
district
remote
lab_scientist
0
on_job_training
0
0
1
21
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
1
0
0
61
1
2,020