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
9,301	chw	26	female	health_centre	remote	1	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
9,302	pharmacist	37	male	district	rural	4	1	0	0	0	1	other	text_module	moodle	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,303	chw	33	male	health_centre	rural	4	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
9,304	chw	46	male	health_centre	urban	22	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,305	other	24	male	community	urban	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,306	chw	37	female	community	remote	1	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,020
9,307	chw	37	female	clinic	peri_urban	31	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,308	chw	44	female	community	rural	3	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,309	nurse	28	male	community	rural	20	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,310	chw	20	male	health_centre	rural	3	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,311	midwife	41	male	district	remote	4	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,312	midwife	48	female	clinic	peri_urban	3	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,313	doctor	31	female	community	remote	18	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
9,314	nurse	25	male	health_centre	remote	12	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,315	nurse	30	male	tertiary	urban	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,316	other	52	female	clinic	rural	0	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,317	chw	34	female	district	remote	12	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
9,318	chw	51	male	clinic	peri_urban	0	1	0	1	1	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2,021
9,319	lab_tech	38	male	district	peri_urban	5	1	0	0	0	1	lab_techniques	text_module	moodle	1	0	1	2	0	0	0	0	1	1	0	0	0	6	2,022
9,320	other	40	female	district	remote	3	1	0	0	0	1	other	text_module	custom	1	0	9.4	2	0	0	1	1	1	1	1	0	0	2	2,023
9,321	lab_tech	33	female	tertiary	remote	6	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,322	lab_tech	44	male	health_centre	urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,323	nurse	28	female	clinic	rural	11	0	0	1	0	1	maternal_health	interactive	openwho	1	1	10.5	5	1	1	0	0	0	1	0	1	0	2	2,023
9,324	chw	54	female	clinic	rural	12	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,325	doctor	55	male	community	remote	10	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
9,326	clinical_officer	44	female	district	urban	11	0	1	0	0	1	infection_prevention	blended	other	1	1	2.8	6	1	1	0	1	1	1	0	0	0	4	2,021
9,327	nurse	31	female	health_centre	peri_urban	24	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,328	nurse	32	female	clinic	peri_urban	9	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
9,329	pharmacist	29	female	clinic	urban	1	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,330	nurse	33	male	clinic	urban	0	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
9,331	other	37	male	district	urban	2	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,332	midwife	39	female	community	rural	10	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,333	chw	43	male	clinic	remote	2	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
9,334	doctor	20	female	district	remote	8	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
9,335	other	39	female	tertiary	remote	37	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,022
9,336	lab_tech	51	male	health_centre	rural	10	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,337	other	27	male	community	urban	5	1	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,338	nurse	53	female	community	urban	10	1	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,339	midwife	39	male	tertiary	remote	0	1	0	0	0	1	clinical_skills	whatsapp_group	youtube	1	0	9	5	0	0	0	0	1	1	0	1	0	7	2,020
9,340	lab_tech	25	male	tertiary	rural	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,341	chw	27	male	community	rural	0	0	1	1	0	0	data_management	simulation	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,342	chw	51	female	clinic	remote	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,343	chw	28	male	health_centre	remote	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,344	chw	23	female	community	rural	19	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,345	chw	38	male	district	urban	2	1	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
9,346	midwife	22	female	clinic	urban	28	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,347	pharmacist	33	female	district	rural	7	0	1	0	0	1	data_management	blended	other	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,348	pharmacist	49	female	tertiary	remote	1	0	0	0	0	1	maternal_health	mobile_app	openwho	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,349	nurse	25	male	health_centre	urban	1	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
9,350	midwife	38	male	health_centre	rural	0	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
9,351	chw	26	female	health_centre	remote	4	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,352	other	52	female	tertiary	urban	7	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,353	nurse	20	male	health_centre	peri_urban	13	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,354	midwife	20	female	district	rural	1	0	0	0	0	1	data_management	video	other	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,355	lab_tech	35	female	district	urban	6	0	1	1	0	1	other	text_module	openwho	1	0	4.8	4	0	0	0	0	0	1	0	0	0	6	2,021
9,356	clinical_officer	30	male	tertiary	rural	10	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,357	clinical_officer	20	female	clinic	urban	2	0	0	0	0	1	data_management	video	other	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,358	midwife	30	female	district	rural	5	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,359	lab_tech	39	female	community	remote	11	0	1	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,020
9,360	clinical_officer	27	male	community	peri_urban	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,361	nurse	20	female	health_centre	peri_urban	1	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,362	chw	25	female	health_centre	remote	15	0	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,363	clinical_officer	37	male	community	remote	1	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
9,364	other	31	female	clinic	rural	11	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,365	lab_tech	32	male	community	urban	18	1	0	1	0	0	maternal_health	video	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	2,023
9,366	chw	47	female	health_centre	peri_urban	13	0	0	1	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
9,367	midwife	24	female	health_centre	urban	3	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,368	chw	22	male	community	peri_urban	1	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,369	nurse	29	male	health_centre	rural	3	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
9,370	nurse	40	female	clinic	urban	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,371	lab_tech	27	male	district	urban	2	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	1	0	2,023
9,372	midwife	34	female	clinic	rural	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
9,373	chw	45	female	health_centre	peri_urban	14	1	0	1	0	1	clinical_skills	text_module	youtube	1	0	1.4	2	0	0	0	0	0	1	0	1	0	6	2,023
9,374	midwife	32	female	clinic	rural	18	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,375	other	50	male	tertiary	peri_urban	3	0	0	0	0	1	data_management	mobile_app	youtube	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
9,376	nurse	21	male	district	urban	11	0	0	1	0	1	emergency_care	whatsapp_group	whatsapp	1	0	4.9	9	0	1	0	0	0	1	1	1	1	5	2,020
9,377	nurse	21	female	health_centre	remote	22	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,378	pharmacist	24	female	district	peri_urban	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
9,379	clinical_officer	27	male	tertiary	rural	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,380	midwife	32	female	health_centre	peri_urban	8	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,381	other	38	female	clinic	remote	12	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
9,382	nurse	36	male	district	remote	1	0	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,383	nurse	23	female	district	rural	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
9,384	clinical_officer	33	female	clinic	rural	5	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,385	lab_tech	36	female	health_centre	urban	3	0	0	1	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
9,386	nurse	48	female	community	urban	9	0	0	0	0	1	data_management	text_module	youtube	1	0	3.6	2	0	0	0	0	1	1	0	0	0	4	2,020
9,387	nurse	30	male	clinic	remote	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,388	nurse	36	male	community	peri_urban	2	0	1	0	0	1	data_management	whatsapp_group	other	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,389	doctor	26	female	clinic	urban	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
9,390	pharmacist	34	female	district	rural	9	0	0	0	0	1	emergency_care	text_module	whatsapp	1	0	3.5	4	0	0	0	0	1	1	1	0	0	4	2,021
9,391	doctor	20	female	health_centre	rural	0	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,392	nurse	35	male	community	remote	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
9,393	other	44	male	clinic	peri_urban	2	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,394	clinical_officer	37	male	district	peri_urban	5	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
9,395	chw	30	female	clinic	peri_urban	2	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
9,396	nurse	25	female	clinic	peri_urban	4	1	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
9,397	lab_tech	35	male	clinic	rural	33	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
9,398	midwife	42	male	clinic	urban	5	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,399	clinical_officer	30	female	community	remote	3	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,019
9,400	nurse	32	female	community	peri_urban	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022

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