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	knowledge_improved int64	practice_changed 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
5,601	chw	36	female	community	urban	15	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
5,602	lab_tech	38	female	district	rural	22	1	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,603	nurse	25	male	district	remote	10	1	1	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	2,023
5,604	nurse	57	male	community	rural	9	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,605	midwife	20	female	district	urban	8	1	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	2,021
5,606	midwife	45	female	district	urban	8	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,607	nurse	30	female	health_centre	rural	3	0	0	0	0	1	emergency_care	text_module	custom	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
5,608	chw	37	female	clinic	remote	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
5,609	chw	44	female	clinic	rural	0	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,610	pharmacist	28	female	community	remote	12	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,023
5,611	other	62	female	health_centre	rural	13	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,612	chw	29	male	health_centre	remote	2	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
5,613	chw	43	female	health_centre	remote	18	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,614	midwife	24	female	district	remote	3	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,615	nurse	38	male	clinic	remote	3	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,616	nurse	47	male	health_centre	rural	9	1	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
5,617	nurse	24	female	health_centre	rural	0	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
5,618	clinical_officer	44	female	tertiary	rural	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,619	chw	35	female	district	urban	12	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,021
5,620	clinical_officer	33	female	health_centre	rural	9	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,621	doctor	53	female	community	remote	0	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
5,622	lab_tech	31	male	district	remote	5	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,623	midwife	45	female	community	urban	8	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
5,624	nurse	20	female	health_centre	remote	4	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,625	nurse	25	female	clinic	rural	7	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,626	lab_tech	48	female	health_centre	peri_urban	23	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,627	clinical_officer	35	male	health_centre	remote	10	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,628	doctor	20	female	district	urban	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
5,629	lab_tech	38	female	district	rural	12	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,630	chw	41	female	district	rural	0	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
5,631	nurse	49	female	clinic	peri_urban	3	1	0	0	0	1	infection_prevention	video	other	1	1	17.6	1	1	1	1	0	1	1	1	0	0	0	1	2,019
5,632	nurse	26	female	clinic	rural	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,633	nurse	39	male	district	remote	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
5,634	doctor	38	female	district	remote	16	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,635	nurse	46	male	clinic	urban	3	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,022
5,636	midwife	31	female	district	peri_urban	3	0	1	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,637	other	26	female	health_centre	peri_urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
5,638	midwife	27	female	district	remote	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
5,639	pharmacist	44	female	district	urban	9	0	0	1	0	1	emergency_care	blended	moodle	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,640	doctor	40	male	health_centre	rural	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
5,641	pharmacist	53	female	health_centre	urban	8	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,642	other	20	male	clinic	urban	11	0	0	0	0	1	lab_techniques	text_module	youtube	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
5,643	nurse	43	male	community	urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,020
5,644	chw	40	female	health_centre	rural	14	0	1	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
5,645	other	36	male	health_centre	urban	0	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,646	nurse	43	female	health_centre	remote	11	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,647	clinical_officer	30	female	community	urban	2	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,648	nurse	42	male	health_centre	remote	10	1	0	0	1	0	other	video	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,022
5,649	midwife	32	male	district	remote	9	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,650	chw	40	male	health_centre	urban	3	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
5,651	chw	20	male	community	urban	6	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,652	chw	20	male	district	rural	1	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,653	chw	44	female	health_centre	urban	12	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	2,021
5,654	chw	43	male	clinic	rural	2	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,655	lab_tech	32	female	tertiary	peri_urban	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,656	nurse	27	male	clinic	rural	23	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,657	lab_tech	28	female	clinic	urban	7	0	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,022
5,658	midwife	46	male	community	remote	11	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,659	nurse	35	female	district	rural	2	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,660	chw	27	male	health_centre	rural	3	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,022
5,661	nurse	24	female	tertiary	remote	1	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,662	chw	29	female	clinic	remote	6	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,020
5,663	chw	22	female	district	remote	2	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,023
5,664	clinical_officer	26	male	clinic	urban	0	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
5,665	chw	32	female	health_centre	urban	5	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
5,666	nurse	44	male	district	rural	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,667	lab_tech	34	female	tertiary	rural	5	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,668	nurse	24	female	district	remote	0	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
5,669	nurse	34	female	district	urban	0	1	0	0	1	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	0	2,022
5,670	clinical_officer	53	female	health_centre	rural	7	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,022
5,671	clinical_officer	35	male	clinic	peri_urban	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,672	midwife	27	male	health_centre	rural	4	0	0	1	0	0	other	interactive	none	0	0	0	0	0	0	0	1	0	0	1	1	0	1	0	2,021
5,673	chw	56	female	health_centre	peri_urban	10	0	1	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
5,674	midwife	20	male	health_centre	rural	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,675	nurse	31	female	clinic	urban	24	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,676	lab_tech	31	female	clinic	rural	24	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
5,677	clinical_officer	44	male	clinic	remote	4	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,678	nurse	40	male	district	rural	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,679	nurse	26	male	clinic	remote	14	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,680	other	38	male	health_centre	rural	2	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,681	nurse	27	female	health_centre	remote	3	0	1	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,682	clinical_officer	48	female	district	urban	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,683	midwife	30	female	health_centre	urban	16	1	1	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,023
5,684	midwife	31	male	clinic	remote	1	0	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,685	other	38	male	district	urban	7	0	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,686	lab_tech	30	female	community	peri_urban	2	1	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
5,687	nurse	29	male	community	rural	8	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,688	chw	47	male	tertiary	rural	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
5,689	nurse	34	female	clinic	urban	0	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,690	doctor	40	female	health_centre	peri_urban	5	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
5,691	nurse	48	female	district	urban	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,692	midwife	35	female	district	rural	1	0	0	0	0	1	lab_techniques	mobile_app	custom	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,693	nurse	43	female	health_centre	rural	17	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,694	nurse	23	female	community	rural	6	0	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,695	nurse	23	female	health_centre	urban	23	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	2,022
5,696	other	60	female	district	remote	6	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
5,697	lab_tech	56	female	district	rural	6	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,698	chw	42	male	community	remote	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,699	chw	42	female	clinic	urban	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
5,700	pharmacist	45	female	tertiary	urban	9	0	1	1	0	1	infection_prevention	whatsapp_group	youtube	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021

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