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
9,001	chw	37	male	health_centre	rural	47	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,002	chw	45	male	clinic	rural	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,003	doctor	25	female	community	urban	4	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
9,004	chw	28	female	health_centre	urban	0	1	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,005	chw	35	male	health_centre	urban	20	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,006	clinical_officer	24	male	community	rural	14	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,007	chw	45	female	tertiary	remote	1	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,008	nurse	37	female	health_centre	peri_urban	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,009	chw	46	male	health_centre	urban	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,010	midwife	21	male	district	urban	20	1	0	1	0	1	leadership	text_module	openwho	1	4.7	3	0	0	0	0	1	0	0	0	8	2,020
9,011	nurse	38	female	clinic	rural	0	0	0	0	0	1	clinical_skills	whatsapp_group	other	1	1.5	5	0	0	0	1	1	1	1	0	7	2,023
9,012	clinical_officer	36	female	tertiary	urban	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
9,013	midwife	23	female	health_centre	urban	2	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,014	lab_tech	51	male	district	peri_urban	9	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,015	nurse	30	female	health_centre	peri_urban	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
9,016	other	44	male	community	remote	14	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,017	nurse	33	female	clinic	rural	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,018	nurse	20	male	clinic	rural	5	1	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,023
9,019	midwife	33	male	clinic	urban	7	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,020	lab_tech	21	female	district	rural	13	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,021	clinical_officer	38	male	health_centre	urban	0	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
9,022	nurse	35	female	clinic	peri_urban	12	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
9,023	lab_tech	45	male	community	rural	2	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,024	chw	41	female	district	peri_urban	2	0	0	1	0	0	leadership	blended	none	0	0	0	0	1	0	0	1	1	0	0	0	2,021
9,025	pharmacist	40	male	community	rural	6	1	0	0	0	1	leadership	interactive	moodle	1	9.8	3	0	0	1	1	1	0	0	1	4	2,022
9,026	other	29	male	district	rural	4	0	0	0	0	1	clinical_skills	whatsapp_group	moodle	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,027	nurse	28	male	tertiary	remote	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,028	lab_tech	20	female	community	urban	3	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,029	other	45	male	health_centre	peri_urban	1	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
9,030	other	47	female	clinic	remote	45	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,031	clinical_officer	34	male	clinic	rural	8	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,032	other	27	male	district	remote	1	0	1	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	0	2,022
9,033	nurse	45	female	clinic	peri_urban	10	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,034	chw	20	female	health_centre	rural	29	1	0	0	0	1	maternal_health	text_module	custom	1	4.6	1	1	0	0	1	1	0	0	1	3	2,019
9,035	nurse	33	female	clinic	peri_urban	1	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
9,036	clinical_officer	37	female	community	remote	6	1	1	0	1	0	other	blended	none	0	0	0	0	0	0	1	0	0	0	0	0	2,019
9,037	clinical_officer	32	male	clinic	rural	23	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
9,038	lab_tech	41	male	community	rural	6	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,039	nurse	33	female	district	peri_urban	10	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,040	clinical_officer	26	male	tertiary	urban	4	1	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,041	lab_tech	27	female	district	remote	0	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,042	chw	25	female	district	peri_urban	0	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,043	chw	40	female	community	remote	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
9,044	clinical_officer	43	female	clinic	remote	2	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,045	other	33	female	community	urban	7	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,019
9,046	midwife	20	male	health_centre	urban	10	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,047	nurse	20	female	community	remote	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
9,048	nurse	20	female	clinic	rural	0	0	0	0	0	1	infection_prevention	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,049	chw	23	female	district	peri_urban	46	1	1	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,050	pharmacist	54	male	tertiary	urban	7	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,051	other	24	male	community	peri_urban	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,052	clinical_officer	35	male	tertiary	remote	0	1	0	1	0	0	infection_prevention	blended	none	0	0	0	0	1	0	0	1	0	0	0	0	2,022
9,053	nurse	20	female	tertiary	urban	2	0	0	1	0	0	maternal_health	simulation	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,054	chw	35	female	community	urban	19	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,055	clinical_officer	44	male	community	urban	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,056	nurse	35	female	clinic	urban	16	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,057	pharmacist	36	female	health_centre	remote	8	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,058	pharmacist	25	female	community	remote	2	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
9,059	clinical_officer	47	female	community	peri_urban	12	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
9,060	lab_tech	43	male	district	urban	4	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	1	0	1	1	1	0	0	0	2,019
9,061	pharmacist	41	male	clinic	peri_urban	16	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,062	nurse	23	male	clinic	remote	4	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
9,063	nurse	29	male	community	urban	5	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
9,064	chw	32	female	community	peri_urban	3	0	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	0	2,021
9,065	nurse	36	male	clinic	urban	4	0	0	1	0	1	other	whatsapp_group	whatsapp	0	0	0	0	0	0	0	1	0	1	0	0	2,021
9,066	midwife	35	female	community	urban	8	1	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,067	chw	36	male	tertiary	rural	0	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,068	other	46	male	community	remote	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
9,069	clinical_officer	34	female	health_centre	rural	15	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,070	doctor	29	male	clinic	urban	5	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,020
9,071	lab_tech	49	male	health_centre	remote	10	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,072	lab_tech	28	male	health_centre	peri_urban	8	1	0	0	0	0	leadership	simulation	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,073	other	36	female	community	urban	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,074	midwife	53	female	health_centre	remote	11	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,075	lab_tech	26	male	clinic	remote	0	1	1	0	0	0	emergency_care	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,022
9,076	nurse	36	female	clinic	urban	21	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
9,077	clinical_officer	20	female	district	remote	1	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,078	lab_tech	47	female	clinic	rural	22	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,079	chw	38	male	clinic	peri_urban	12	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,080	chw	38	female	community	rural	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
9,081	nurse	53	female	health_centre	peri_urban	4	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
9,082	other	21	female	district	rural	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,083	chw	31	male	health_centre	remote	7	0	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
9,084	other	27	female	health_centre	rural	4	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,085	doctor	30	female	clinic	peri_urban	3	1	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,086	clinical_officer	25	male	clinic	remote	3	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
9,087	nurse	23	female	tertiary	peri_urban	11	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,088	doctor	21	male	health_centre	rural	2	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
9,089	nurse	25	female	clinic	rural	0	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	2,021
9,090	midwife	40	male	clinic	rural	21	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,091	lab_tech	55	female	community	peri_urban	17	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,092	doctor	50	female	health_centre	remote	8	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
9,093	lab_tech	35	female	district	urban	15	1	0	0	0	1	mental_health	whatsapp_group	moodle	1	4.9	3	0	1	0	1	1	0	0	0	4	2,021
9,094	nurse	32	male	health_centre	remote	18	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,095	chw	42	male	district	urban	3	1	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,096	clinical_officer	22	female	clinic	rural	9	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	1	0	1	1	0	1	0	0	2,022
9,097	nurse	30	male	clinic	remote	9	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
9,098	midwife	20	female	community	rural	17	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
9,099	lab_tech	46	female	clinic	urban	5	0	0	0	0	1	clinical_skills	interactive	whatsapp	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,100	lab_tech	38	male	clinic	rural	3	1	0	0	1	0	infection_prevention	interactive	none	0	0	0	0	1	0	1	0	1	1	1	0	2,023

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