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
2,301	clinical_officer	28	female	clinic	remote	3	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	1	0	1	0	0	0	2,019
2,302	nurse	43	male	community	remote	1	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
2,303	nurse	20	male	community	rural	4	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,304	doctor	28	male	health_centre	peri_urban	16	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
2,305	nurse	30	female	clinic	remote	8	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,306	pharmacist	40	male	health_centre	urban	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
2,307	doctor	30	female	health_centre	peri_urban	0	1	0	0	1	0	clinical_skills	blended	none	0	0	0	0	0	0	1	0	1	0	0	0	2,020
2,308	nurse	58	female	clinic	urban	0	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
2,309	other	26	female	community	urban	31	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,310	chw	25	male	tertiary	peri_urban	2	0	0	0	0	1	other	video	other	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,311	chw	39	male	health_centre	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,019
2,312	clinical_officer	20	male	clinic	rural	12	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,313	nurse	31	female	community	urban	21	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,314	chw	30	female	tertiary	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,315	clinical_officer	38	female	health_centre	rural	1	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,316	clinical_officer	27	female	district	urban	7	0	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,317	clinical_officer	28	male	tertiary	rural	6	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
2,318	nurse	41	male	tertiary	rural	5	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,319	other	33	female	clinic	remote	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,320	nurse	34	female	clinic	urban	21	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,321	lab_tech	51	female	community	urban	2	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,322	other	41	male	district	urban	12	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,323	clinical_officer	26	female	tertiary	urban	15	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
2,324	nurse	45	female	clinic	urban	2	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,325	midwife	40	male	clinic	peri_urban	0	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
2,326	chw	20	female	district	remote	5	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,327	chw	37	female	clinic	remote	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,328	chw	36	female	health_centre	urban	4	0	0	0	0	1	emergency_care	interactive	youtube	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,329	nurse	21	male	tertiary	remote	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
2,330	nurse	42	male	clinic	remote	12	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,331	chw	45	female	health_centre	peri_urban	21	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
2,332	lab_tech	36	male	clinic	urban	1	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,333	chw	25	female	clinic	remote	1	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,334	other	45	male	clinic	rural	4	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,335	chw	35	male	health_centre	peri_urban	8	1	1	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,336	midwife	39	female	health_centre	urban	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,337	midwife	27	male	health_centre	rural	8	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,338	clinical_officer	37	male	district	peri_urban	6	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
2,339	nurse	30	female	district	urban	8	0	0	1	0	1	emergency_care	interactive	whatsapp	1	5.3	6	1	0	0	0	1	0	0	0	2	2,021
2,340	other	48	female	clinic	remote	12	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,341	pharmacist	20	male	district	remote	10	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,342	nurse	23	male	health_centre	rural	24	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
2,343	chw	27	male	district	rural	15	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,344	nurse	42	female	community	urban	4	0	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
2,345	midwife	20	female	community	rural	7	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,346	other	34	male	district	urban	1	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,347	lab_tech	20	male	health_centre	remote	4	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,348	chw	28	male	district	peri_urban	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,349	chw	36	female	health_centre	urban	0	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
2,350	lab_tech	40	male	district	remote	14	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,351	pharmacist	24	male	community	remote	1	1	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
2,352	midwife	34	male	health_centre	rural	6	0	1	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
2,353	midwife	36	male	clinic	urban	13	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,354	nurse	24	male	district	urban	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,355	chw	34	male	health_centre	rural	12	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,356	nurse	44	male	health_centre	rural	3	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,357	other	27	male	health_centre	remote	13	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
2,358	lab_tech	31	female	tertiary	urban	3	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,359	clinical_officer	20	male	health_centre	peri_urban	7	1	0	0	1	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	0	1	0	1	0	2,023
2,360	nurse	40	female	health_centre	rural	13	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,361	pharmacist	29	male	district	rural	5	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
2,362	lab_tech	39	female	clinic	urban	43	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,363	nurse	47	male	clinic	urban	16	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,364	midwife	38	male	clinic	rural	1	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	1	0	2,021
2,365	chw	39	female	health_centre	peri_urban	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	1	0	1	0	2,023
2,366	chw	53	male	community	urban	5	1	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,367	lab_tech	41	male	community	remote	8	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	1	1	1	0	1	0	0	0	2,022
2,368	other	50	female	district	urban	1	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	2,022
2,369	clinical_officer	44	female	health_centre	peri_urban	0	0	1	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
2,370	chw	27	male	community	remote	19	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,371	clinical_officer	43	male	health_centre	rural	12	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
2,372	nurse	23	male	district	peri_urban	3	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,373	pharmacist	38	female	health_centre	rural	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,374	pharmacist	46	male	district	peri_urban	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,375	nurse	30	female	clinic	remote	5	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	1	0	2,021
2,376	nurse	39	female	district	rural	0	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
2,377	clinical_officer	44	female	health_centre	rural	11	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,378	clinical_officer	26	female	tertiary	rural	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,379	chw	41	male	tertiary	rural	11	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
2,380	chw	49	male	health_centre	rural	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	1	0	0	1	1	1	0	0	2,023
2,381	lab_tech	27	female	district	remote	3	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,382	clinical_officer	30	male	tertiary	peri_urban	18	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,383	nurse	35	female	community	peri_urban	11	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	1	0	0	1	0	0	0	0	2,022
2,384	nurse	24	male	health_centre	remote	1	0	1	1	0	0	emergency_care	video	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,385	chw	33	male	clinic	peri_urban	5	0	1	0	0	0	mental_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,386	chw	54	male	tertiary	rural	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,387	nurse	39	male	health_centre	rural	5	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	1	0	1	0	1	0	0	2,022
2,388	chw	31	male	health_centre	peri_urban	4	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,389	nurse	31	female	clinic	rural	2	0	0	1	0	0	hiv_management	simulation	none	0	0	0	0	0	0	0	1	0	0	1	0	2,020
2,390	nurse	50	male	health_centre	urban	2	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,391	nurse	50	male	clinic	remote	2	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	2,019
2,392	clinical_officer	41	female	health_centre	remote	13	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,393	chw	32	female	district	peri_urban	5	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
2,394	clinical_officer	25	male	clinic	rural	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
2,395	chw	21	female	district	urban	19	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
2,396	nurse	25	female	district	urban	4	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,397	nurse	32	female	tertiary	remote	29	0	0	0	0	1	maternal_health	video	openwho	1	5	3	1	0	0	1	1	0	1	0	7	2,021
2,398	pharmacist	49	female	district	rural	8	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,399	lab_tech	24	male	community	peri_urban	31	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	2,021
2,400	midwife	49	female	community	remote	40	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021

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