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	hours_studied float64	modules_completed 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
4,001	chw	20	male	district	rural	6	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,002	nurse	31	female	district	remote	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4,003	doctor	44	female	community	peri_urban	8	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
4,004	clinical_officer	45	female	health_centre	rural	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,005	midwife	28	male	clinic	rural	3	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,006	midwife	43	female	district	rural	27	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,007	doctor	34	male	health_centre	remote	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,019
4,008	chw	39	male	community	rural	4	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,009	clinical_officer	20	female	district	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
4,010	doctor	20	female	community	remote	11	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,011	nurse	32	male	community	rural	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,012	nurse	34	female	community	rural	26	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,013	midwife	36	male	community	urban	11	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,014	lab_tech	31	female	district	rural	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
4,015	doctor	48	male	clinic	urban	39	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
4,016	chw	44	female	district	rural	11	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
4,017	nurse	35	female	clinic	rural	2	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,018	chw	22	female	district	rural	11	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,019	nurse	30	male	district	remote	11	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
4,020	doctor	38	female	health_centre	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,021	lab_tech	44	male	clinic	peri_urban	15	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	2,019
4,022	midwife	23	female	health_centre	urban	15	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,023	chw	20	male	tertiary	remote	18	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,024	lab_tech	53	male	clinic	remote	13	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,025	nurse	37	male	health_centre	urban	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
4,026	chw	31	male	clinic	remote	9	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
4,027	nurse	39	female	district	rural	3	1	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	2,020
4,028	chw	65	female	community	urban	4	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,029	clinical_officer	47	female	community	peri_urban	20	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,030	midwife	42	female	community	peri_urban	8	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
4,031	nurse	34	male	health_centre	peri_urban	13	0	0	0	0	1	leadership	mobile_app	moodle	1	4.4	5	1	0	1	1	1	0	0	0	5	2,019
4,032	clinical_officer	28	male	community	remote	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
4,033	nurse	31	male	community	peri_urban	1	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,034	midwife	48	male	health_centre	peri_urban	12	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,035	nurse	34	female	community	urban	9	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
4,036	nurse	39	female	district	peri_urban	1	1	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,021
4,037	nurse	41	male	health_centre	rural	6	0	0	1	0	0	data_management	interactive	none	0	0	0	0	1	0	0	1	0	0	1	0	2,019
4,038	clinical_officer	24	female	health_centre	urban	32	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	1	0	1	1	0	0	1	0	2,019
4,039	nurse	24	female	tertiary	peri_urban	2	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,040	clinical_officer	34	male	clinic	remote	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,041	lab_tech	42	female	community	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,042	chw	49	male	health_centre	rural	5	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4,043	other	26	male	community	urban	5	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
4,044	clinical_officer	54	male	health_centre	remote	20	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
4,045	midwife	20	female	community	rural	14	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,046	pharmacist	46	male	health_centre	urban	4	1	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
4,047	nurse	34	female	health_centre	peri_urban	4	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,048	doctor	32	male	clinic	peri_urban	5	1	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
4,049	other	37	female	district	peri_urban	6	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,050	clinical_officer	40	male	community	peri_urban	7	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,051	lab_tech	27	female	tertiary	rural	7	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
4,052	lab_tech	20	female	clinic	urban	13	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
4,053	midwife	46	male	community	urban	0	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
4,054	nurse	32	female	community	remote	2	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
4,055	nurse	44	female	district	remote	6	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,056	nurse	35	female	health_centre	rural	0	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
4,057	other	36	female	community	peri_urban	4	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,058	chw	20	male	clinic	remote	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,059	other	37	female	health_centre	rural	14	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
4,060	nurse	59	female	district	peri_urban	2	0	1	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
4,061	lab_tech	46	female	tertiary	urban	3	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	0	1	0	1	1	0	2,022
4,062	lab_tech	20	female	tertiary	peri_urban	1	0	1	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,063	lab_tech	33	female	clinic	peri_urban	4	1	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,023
4,064	midwife	42	female	clinic	peri_urban	8	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
4,065	chw	27	female	community	urban	11	0	1	0	0	0	mental_health	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
4,066	midwife	44	female	health_centre	peri_urban	15	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,067	clinical_officer	38	female	community	peri_urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,068	clinical_officer	35	female	district	urban	4	1	1	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,069	nurse	30	female	district	remote	3	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,070	chw	32	male	community	peri_urban	7	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
4,071	chw	37	female	tertiary	urban	2	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
4,072	nurse	50	male	community	rural	16	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
4,073	midwife	28	male	health_centre	urban	2	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
4,074	lab_tech	51	female	clinic	urban	0	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
4,075	other	24	male	community	peri_urban	0	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	1	0	0	1	0	0	0	0	2,023
4,076	pharmacist	28	female	clinic	peri_urban	1	0	0	1	0	0	data_management	simulation	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
4,077	nurse	20	female	district	remote	1	1	1	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
4,078	nurse	27	male	health_centre	remote	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
4,079	pharmacist	28	female	clinic	urban	6	0	0	0	0	0	other	mobile_app	none	0	0	0	0	1	1	1	1	1	0	0	0	2,022
4,080	chw	35	female	district	peri_urban	47	0	1	1	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	0	1	1	1	0	0	2,023
4,081	midwife	34	female	health_centre	remote	6	0	0	0	0	1	leadership	blended	other	1	3.5	4	1	0	0	1	1	1	0	0	7	2,023
4,082	lab_tech	30	female	health_centre	urban	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,083	midwife	39	female	district	urban	0	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	2,019
4,084	chw	28	female	district	rural	3	1	0	0	1	0	leadership	blended	none	0	0	0	0	0	1	1	0	0	1	0	0	2,020
4,085	chw	40	female	community	remote	1	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,086	nurse	48	female	clinic	rural	5	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,087	doctor	42	female	district	urban	28	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,088	other	39	female	clinic	rural	2	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	0	0	1	1	0	0	0	2,020
4,089	nurse	28	male	clinic	rural	2	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,090	chw	20	male	health_centre	rural	18	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,091	nurse	41	female	district	remote	11	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,092	midwife	33	male	health_centre	remote	13	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
4,093	doctor	25	male	community	peri_urban	9	1	0	1	1	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	0	0	2,023
4,094	lab_tech	20	female	district	urban	5	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
4,095	lab_tech	30	male	clinic	rural	2	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,096	lab_tech	27	female	district	rural	18	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,019
4,097	midwife	20	female	district	urban	3	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,098	clinical_officer	37	male	tertiary	remote	11	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
4,099	midwife	28	female	clinic	peri_urban	7	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
4,100	doctor	42	male	district	remote	4	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022

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