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	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
5,301	clinical_officer	29	male	community	rural	6	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	2,022
5,302	lab_tech	38	female	tertiary	urban	8	1	0	0	0	1	data_management	text_module	openwho	0	0	0	0	0	1	1	0	0	1	0	2,020
5,303	chw	29	female	district	rural	8	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	2,020
5,304	other	25	male	community	peri_urban	17	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,305	chw	25	male	clinic	rural	10	0	1	1	0	0	lab_techniques	interactive	none	0	0	0	1	0	0	1	1	1	0	0	2,022
5,306	lab_tech	46	male	health_centre	rural	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,021
5,307	nurse	36	female	health_centre	peri_urban	4	1	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	1	0	0	0	0	2,022
5,308	chw	37	female	district	urban	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,023
5,309	midwife	33	female	health_centre	remote	31	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,310	clinical_officer	28	male	clinic	remote	0	1	0	0	1	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	2,020
5,311	nurse	29	female	community	rural	6	0	0	0	0	0	lab_techniques	blended	none	0	0	0	1	0	1	1	1	1	0	0	2,022
5,312	chw	53	female	community	peri_urban	2	1	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	2,022
5,313	other	23	female	clinic	remote	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,020
5,314	nurse	20	female	health_centre	urban	5	0	0	0	0	0	leadership	blended	none	0	0	0	1	0	1	1	0	0	1	0	2,021
5,315	nurse	20	female	health_centre	remote	3	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	2,021
5,316	midwife	58	female	clinic	peri_urban	1	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	2,023
5,317	other	21	male	health_centre	peri_urban	0	1	0	0	1	0	other	blended	none	0	0	0	0	0	1	0	0	1	0	0	2,022
5,318	lab_tech	27	male	clinic	rural	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	1	1	1	1	0	1	0	2,022
5,319	chw	42	female	clinic	peri_urban	0	0	0	0	0	1	lab_techniques	text_module	youtube	1	5.1	2	0	0	1	1	1	1	0	5	2,023
5,320	other	30	male	health_centre	rural	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,022
5,321	chw	43	female	district	urban	1	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	0	0	1	0	2,020
5,322	clinical_officer	26	female	health_centre	urban	20	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,023
5,323	nurse	48	male	health_centre	rural	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	0	0	1	0	2,022
5,324	doctor	46	male	community	rural	8	0	0	0	0	0	lab_techniques	blended	none	0	0	0	1	1	1	1	0	0	0	0	2,023
5,325	pharmacist	24	male	health_centre	rural	29	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	1	1	1	1	0	0	0	2,023
5,326	nurse	34	female	health_centre	urban	0	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,022
5,327	other	31	male	health_centre	remote	27	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	2,020
5,328	pharmacist	36	female	community	remote	20	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,329	other	20	male	community	urban	14	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	1	1	1	0	1	0	0	2,020
5,330	lab_tech	31	male	district	remote	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	1	1	1	1	1	0	2,023
5,331	pharmacist	31	male	clinic	remote	3	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	1	1	0	2,020
5,332	chw	37	male	clinic	rural	23	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	0	0	1	0	2,021
5,333	chw	29	female	community	peri_urban	7	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	0	0	2,022
5,334	nurse	33	male	health_centre	remote	10	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,021
5,335	chw	50	female	clinic	rural	4	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	1	0	0	2,023
5,336	nurse	33	male	community	urban	0	0	0	1	0	0	maternal_health	text_module	none	0	0	0	1	1	0	1	0	0	0	0	2,023
5,337	pharmacist	26	female	community	peri_urban	0	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,022
5,338	clinical_officer	40	male	health_centre	remote	13	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,021
5,339	chw	41	male	health_centre	remote	20	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,021
5,340	clinical_officer	35	female	community	remote	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	1	1	1	0	0	0	0	2,023
5,341	clinical_officer	20	female	district	urban	11	1	0	1	0	1	clinical_skills	interactive	other	0	0	0	0	0	0	1	1	0	0	0	2,023
5,342	nurse	22	female	community	urban	2	1	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,020
5,343	midwife	31	male	clinic	peri_urban	0	0	0	0	0	1	mental_health	text_module	openwho	0	0	0	0	0	1	1	0	1	0	0	2,022
5,344	chw	27	female	community	peri_urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,022
5,345	other	65	male	clinic	urban	8	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,022
5,346	nurse	23	male	clinic	urban	27	1	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	2,023
5,347	other	41	female	community	remote	8	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	2,022
5,348	nurse	26	male	tertiary	urban	26	0	1	0	0	0	leadership	simulation	none	0	0	0	0	0	1	1	0	1	0	0	2,020
5,349	doctor	46	male	clinic	remote	25	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	0	0	1	0	2,022
5,350	other	52	female	community	rural	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,351	nurse	20	female	community	urban	5	0	0	1	0	1	maternal_health	text_module	moodle	1	6.9	4	0	1	0	1	0	0	0	3	2,023
5,352	doctor	42	female	district	rural	5	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,021
5,353	chw	40	female	health_centre	urban	7	0	0	0	0	1	leadership	text_module	custom	0	0	0	0	0	1	1	1	0	0	0	2,023
5,354	chw	35	female	community	rural	29	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	0	0	0	0	2,023
5,355	lab_tech	51	male	clinic	peri_urban	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	1	0	0	2,019
5,356	nurse	44	male	clinic	peri_urban	4	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,023
5,357	midwife	40	male	community	rural	5	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
5,358	chw	53	male	health_centre	peri_urban	11	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	1	0	0	2,023
5,359	nurse	29	male	community	remote	4	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	2,023
5,360	other	35	male	clinic	rural	8	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,361	other	20	female	clinic	rural	3	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	1	1	0	2,021
5,362	clinical_officer	20	male	community	remote	22	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	0	0	0	2,021
5,363	pharmacist	33	male	health_centre	peri_urban	14	1	1	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	1	1	1	0	2,020
5,364	chw	20	male	district	peri_urban	17	0	1	0	0	0	mental_health	interactive	none	0	0	0	0	0	1	1	0	1	0	0	2,023
5,365	other	40	female	clinic	remote	0	0	0	0	0	0	leadership	text_module	none	0	0	0	1	0	1	1	0	0	0	0	2,020
5,366	lab_tech	39	female	health_centre	rural	18	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	0	1	0	0	2,021
5,367	nurse	20	female	district	peri_urban	1	1	0	1	1	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	2,023
5,368	pharmacist	32	female	community	urban	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,023
5,369	midwife	34	female	community	rural	2	1	0	1	1	0	clinical_skills	mobile_app	none	0	0	0	1	0	0	0	1	0	0	0	2,020
5,370	other	44	female	community	urban	8	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	1	1	0	2,023
5,371	chw	48	female	community	rural	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,020
5,372	nurse	28	female	health_centre	rural	6	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,373	lab_tech	54	female	district	rural	6	1	1	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	0	0	0	2,021
5,374	nurse	32	male	health_centre	urban	5	0	0	0	0	0	maternal_health	video	none	0	0	0	0	1	1	1	1	1	0	0	2,023
5,375	chw	33	male	health_centre	remote	10	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	1	0	2,022
5,376	nurse	29	male	community	urban	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,022
5,377	nurse	20	female	health_centre	urban	2	0	0	0	0	0	lab_techniques	simulation	none	0	0	0	0	0	1	1	1	0	0	0	2,020
5,378	nurse	27	female	health_centre	remote	4	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	2,023
5,379	clinical_officer	35	female	health_centre	urban	13	1	1	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,021
5,380	clinical_officer	41	male	district	rural	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	0	1	0	0	2,022
5,381	nurse	34	male	clinic	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	0	0	2,020
5,382	chw	46	female	clinic	rural	11	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	2,022
5,383	midwife	30	male	health_centre	remote	1	1	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,019
5,384	other	51	male	health_centre	peri_urban	7	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	1	1	1	1	0	1	0	2,023
5,385	nurse	26	female	clinic	urban	11	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	2,023
5,386	other	32	female	health_centre	urban	17	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,022
5,387	other	35	male	clinic	peri_urban	13	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,021
5,388	midwife	24	female	district	rural	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	1	1	1	1	1	0	0	2,021
5,389	doctor	28	female	clinic	urban	6	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
5,390	nurse	38	female	clinic	rural	2	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	1	0	0	2,023
5,391	lab_tech	38	male	health_centre	rural	10	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	1	1	1	1	0	0	0	0	2,022
5,392	other	54	female	clinic	remote	10	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,393	chw	27	female	clinic	peri_urban	3	1	0	0	1	0	hiv_management	video	none	0	0	0	0	0	1	0	0	1	0	0	2,022
5,394	other	34	female	health_centre	urban	16	0	0	1	0	1	maternal_health	whatsapp_group	other	0	0	0	0	0	0	1	0	0	0	0	2,021
5,395	midwife	37	male	district	urban	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,023
5,396	nurse	23	female	health_centre	urban	1	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	2,023
5,397	clinical_officer	33	male	district	peri_urban	5	0	0	0	0	0	maternal_health	video	none	0	0	0	0	1	1	1	0	0	0	0	2,022
5,398	doctor	43	female	clinic	remote	2	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,022
5,399	chw	20	male	district	peri_urban	13	0	0	0	0	1	infection_prevention	whatsapp_group	openwho	0	0	0	0	1	1	1	1	0	0	0	2,021
5,400	midwife	29	male	tertiary	rural	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,022

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