Subset (3)

elearning_basic · 10k rows

Split (1)

train · 10k rows

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	confidence_improved 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
3,001	doctor	24	female	health_centre	peri_urban	4	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,002	nurse	33	female	district	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,003	clinical_officer	43	female	clinic	rural	11	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,004	clinical_officer	24	female	clinic	urban	1	0	0	1	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,021
3,005	lab_tech	33	female	district	remote	4	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,020
3,006	midwife	34	female	health_centre	peri_urban	6	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,007	midwife	34	female	health_centre	remote	41	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,008	chw	20	female	district	rural	15	0	0	0	0	1	infection_prevention	text_module	youtube	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,009	nurse	31	female	health_centre	rural	0	0	0	0	0	1	clinical_skills	blended	youtube	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,010	chw	23	male	health_centre	urban	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,011	pharmacist	27	male	tertiary	remote	14	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	1	1	0	2,020
3,012	clinical_officer	45	female	health_centre	rural	30	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
3,013	doctor	36	male	community	urban	1	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
3,014	midwife	33	female	community	urban	7	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
3,015	pharmacist	25	female	community	remote	14	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
3,016	doctor	26	male	clinic	remote	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
3,017	midwife	37	male	health_centre	remote	17	1	0	0	0	1	other	blended	other	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
3,018	nurse	47	female	community	peri_urban	4	0	0	0	0	1	data_management	mobile_app	other	1	0	8.1	3	0	0	0	0	1	1	1	1	0	6	2,023
3,019	midwife	20	female	health_centre	remote	9	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
3,020	nurse	37	male	district	remote	6	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,021	nurse	44	male	health_centre	urban	8	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,022	midwife	20	female	district	peri_urban	44	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,023	other	30	female	health_centre	peri_urban	4	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,024	lab_tech	36	female	tertiary	urban	1	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,025	other	37	male	health_centre	peri_urban	21	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,021
3,026	lab_tech	29	male	health_centre	peri_urban	0	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
3,027	lab_tech	39	female	clinic	peri_urban	23	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,028	clinical_officer	41	male	health_centre	rural	14	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,029	chw	52	female	district	peri_urban	7	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,030	chw	39	male	district	peri_urban	1	1	1	0	1	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	2,020
3,031	nurse	20	male	tertiary	urban	12	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,032	midwife	37	female	district	rural	3	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,033	doctor	45	male	district	remote	1	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,019
3,034	midwife	42	female	clinic	peri_urban	18	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,035	nurse	27	female	district	rural	37	1	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,036	lab_tech	36	male	community	urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,037	lab_tech	29	female	clinic	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,038	chw	40	female	district	urban	17	0	0	0	0	1	clinical_skills	text_module	other	1	0	4.3	4	0	1	1	0	1	1	0	0	0	7	2,021
3,039	pharmacist	21	female	district	remote	23	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,040	chw	42	female	health_centre	rural	12	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
3,041	doctor	37	male	health_centre	remote	5	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
3,042	clinical_officer	45	female	clinic	remote	15	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
3,043	nurse	61	female	community	rural	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,044	clinical_officer	25	female	community	urban	11	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
3,045	chw	35	female	district	peri_urban	2	0	0	1	0	1	other	whatsapp_group	custom	1	0	14.8	2	0	0	0	0	0	1	0	1	0	9	2,020
3,046	nurse	39	male	clinic	urban	4	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,047	midwife	50	male	community	remote	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,048	clinical_officer	33	female	health_centre	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,049	chw	43	female	clinic	remote	5	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,050	midwife	35	female	community	urban	0	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,051	nurse	31	female	health_centre	rural	4	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,052	chw	29	male	health_centre	remote	12	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
3,053	nurse	35	male	tertiary	remote	20	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,054	midwife	33	male	clinic	remote	19	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
3,055	clinical_officer	45	female	clinic	rural	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
3,056	lab_tech	32	female	community	rural	3	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,057	chw	29	female	district	peri_urban	19	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,058	lab_tech	51	female	clinic	rural	25	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,059	nurse	48	female	community	remote	2	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,060	other	32	male	community	rural	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,061	nurse	39	male	health_centre	rural	7	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
3,062	doctor	47	female	health_centre	urban	5	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,063	clinical_officer	55	female	health_centre	peri_urban	3	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,064	lab_tech	34	male	clinic	urban	0	1	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
3,065	chw	35	male	health_centre	remote	12	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
3,066	clinical_officer	32	female	health_centre	peri_urban	8	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	1	1	1	1	0	2,022
3,067	chw	28	female	health_centre	remote	10	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,023
3,068	chw	52	male	clinic	peri_urban	10	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
3,069	midwife	47	female	health_centre	peri_urban	3	0	0	0	0	1	mental_health	interactive	youtube	1	1	57.2	4	1	1	0	0	1	1	0	0	0	2	2,020
3,070	chw	38	female	community	urban	3	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,071	lab_tech	46	female	clinic	urban	1	0	0	0	0	1	hiv_management	mobile_app	whatsapp	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
3,072	lab_tech	25	male	district	rural	18	1	1	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
3,073	chw	25	female	district	peri_urban	17	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,074	lab_tech	31	female	health_centre	rural	1	0	0	0	0	1	maternal_health	blended	other	1	0	2.9	3	0	0	0	0	1	1	0	0	0	3	2,022
3,075	nurse	27	female	district	peri_urban	5	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,076	nurse	44	male	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,077	lab_tech	29	female	health_centre	urban	5	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,019
3,078	other	48	male	tertiary	remote	7	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,079	nurse	40	male	community	rural	7	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
3,080	nurse	30	female	tertiary	remote	15	0	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
3,081	pharmacist	27	male	health_centre	rural	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,082	chw	43	female	community	rural	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
3,083	nurse	46	male	health_centre	remote	0	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
3,084	chw	22	male	district	remote	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,085	other	22	female	health_centre	peri_urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,086	clinical_officer	21	female	health_centre	urban	5	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
3,087	midwife	36	female	district	peri_urban	1	0	1	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	0	0	1	1	0	1	0	2,020
3,088	lab_tech	31	male	clinic	rural	15	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
3,089	clinical_officer	24	female	district	remote	12	0	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
3,090	doctor	32	female	district	peri_urban	3	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,091	clinical_officer	52	female	health_centre	urban	10	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,092	midwife	32	female	community	remote	6	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,020
3,093	nurse	33	female	clinic	rural	0	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
3,094	chw	51	male	health_centre	remote	2	1	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,095	nurse	35	female	health_centre	peri_urban	7	0	0	0	0	1	clinical_skills	blended	custom	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
3,096	chw	29	female	community	urban	6	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
3,097	nurse	39	male	community	remote	12	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,098	nurse	36	female	district	urban	7	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,099	nurse	40	male	health_centre	remote	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,100	clinical_officer	20	female	district	peri_urban	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023

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