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	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
6,601	nurse	37	female	district	rural	12	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,602	other	27	male	community	urban	7	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,603	clinical_officer	35	female	community	remote	29	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,604	lab_tech	42	female	health_centre	remote	3	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
6,605	nurse	41	female	district	urban	2	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	1	0	0	1	0	0	0	0	2,023
6,606	midwife	46	female	district	urban	7	1	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
6,607	nurse	27	female	district	rural	15	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,608	clinical_officer	30	female	community	urban	5	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
6,609	lab_tech	39	male	community	rural	4	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,610	other	59	female	community	rural	0	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,611	nurse	28	male	district	remote	6	1	0	0	1	0	other	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	0	2,023
6,612	nurse	34	female	district	remote	16	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,613	nurse	42	male	health_centre	urban	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,614	nurse	27	male	health_centre	urban	7	0	0	0	0	1	infection_prevention	blended	other	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,615	chw	49	female	clinic	rural	4	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,616	chw	48	male	health_centre	remote	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,617	clinical_officer	35	male	health_centre	remote	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
6,618	lab_tech	30	female	clinic	peri_urban	3	1	1	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,619	pharmacist	45	female	clinic	rural	2	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,620	clinical_officer	50	male	clinic	rural	2	0	0	0	0	1	data_management	mobile_app	custom	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
6,621	clinical_officer	36	male	district	rural	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,622	doctor	49	female	community	remote	3	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,623	other	26	male	health_centre	peri_urban	1	0	0	1	0	0	data_management	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,624	clinical_officer	33	male	clinic	remote	6	1	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,625	pharmacist	55	male	clinic	urban	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
6,626	nurse	25	male	community	rural	2	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,627	midwife	20	male	health_centre	remote	21	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,628	clinical_officer	30	female	health_centre	remote	0	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,629	nurse	27	male	clinic	remote	6	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
6,630	other	38	male	health_centre	urban	5	1	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
6,631	pharmacist	20	male	district	rural	0	0	1	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,632	doctor	37	female	tertiary	rural	14	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,633	nurse	27	male	district	remote	15	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
6,634	other	43	female	community	peri_urban	7	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
6,635	chw	25	male	clinic	urban	2	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
6,636	chw	39	female	health_centre	remote	3	1	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	2,022
6,637	clinical_officer	44	female	community	peri_urban	10	1	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,019
6,638	chw	20	female	clinic	peri_urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,639	chw	33	male	district	rural	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,640	chw	44	female	community	urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
6,641	nurse	41	female	community	rural	14	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,642	chw	58	female	clinic	peri_urban	12	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,643	lab_tech	20	female	health_centre	rural	7	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,644	chw	43	male	district	peri_urban	14	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,645	nurse	20	male	district	urban	3	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,646	nurse	32	male	health_centre	urban	47	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,647	clinical_officer	33	female	clinic	urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,648	clinical_officer	24	female	community	rural	7	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
6,649	nurse	42	male	community	rural	3	0	0	0	0	1	infection_prevention	whatsapp_group	custom	1	0	4.1	2	0	0	1	1	1	1	0	0	1	2,022
6,650	clinical_officer	42	female	district	urban	1	1	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,651	chw	40	male	health_centre	urban	7	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,652	midwife	30	male	clinic	rural	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,653	nurse	45	female	clinic	rural	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,654	pharmacist	38	male	district	peri_urban	5	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
6,655	other	36	male	clinic	urban	9	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
6,656	nurse	33	female	district	urban	18	1	0	1	1	1	data_management	whatsapp_group	whatsapp	0	0	0	0	0	0	1	0	0	0	1	0	0	2,023
6,657	midwife	41	female	health_centre	peri_urban	14	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
6,658	nurse	37	female	community	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,659	chw	20	female	district	remote	0	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,660	chw	32	male	district	urban	10	1	0	1	0	1	infection_prevention	text_module	moodle	1	0	1.1	0	1	0	0	0	1	0	0	0	4	2,020
6,661	nurse	37	male	community	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,662	lab_tech	28	female	clinic	remote	0	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,663	chw	54	female	community	rural	8	0	0	1	0	1	data_management	text_module	other	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,664	clinical_officer	24	female	clinic	peri_urban	1	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,665	clinical_officer	26	male	health_centre	urban	3	0	0	0	0	1	data_management	mobile_app	youtube	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,666	midwife	34	female	community	rural	2	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
6,667	chw	37	female	health_centre	urban	6	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,020
6,668	clinical_officer	49	female	community	urban	13	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,669	nurse	20	female	health_centre	remote	3	0	1	0	0	1	emergency_care	mobile_app	custom	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,670	midwife	42	female	clinic	peri_urban	18	1	1	0	0	1	infection_prevention	interactive	whatsapp	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,671	chw	20	female	district	peri_urban	2	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
6,672	doctor	43	male	tertiary	peri_urban	1	0	0	0	0	1	hiv_management	whatsapp_group	whatsapp	1	0	4.7	2	1	0	0	1	1	0	1	0	4	2,022
6,673	chw	31	female	health_centre	urban	8	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
6,674	doctor	36	male	health_centre	urban	7	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
6,675	lab_tech	37	male	clinic	peri_urban	14	1	0	0	0	1	clinical_skills	whatsapp_group	custom	1	0	13.1	8	1	0	0	1	1	0	0	0	8	2,021
6,676	other	35	male	health_centre	urban	20	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,677	clinical_officer	44	female	district	rural	3	0	0	0	0	1	other	text_module	custom	1	0	3.4	2	0	0	1	1	1	0	0	0	5	2,021
6,678	midwife	20	male	clinic	remote	17	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,679	doctor	40	male	community	peri_urban	2	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,680	chw	24	female	health_centre	urban	16	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
6,681	nurse	33	female	district	rural	3	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,682	chw	31	female	health_centre	remote	1	0	1	0	0	0	other	video	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,683	doctor	38	female	community	remote	24	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,684	chw	34	male	community	rural	3	1	0	0	1	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
6,685	midwife	47	female	district	peri_urban	5	0	0	0	0	1	clinical_skills	mobile_app	moodle	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,686	nurse	46	female	community	urban	9	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	1	0	1	0	1	1	0	2,020
6,687	clinical_officer	31	male	health_centre	peri_urban	3	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
6,688	nurse	35	male	health_centre	peri_urban	5	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,689	chw	42	female	community	peri_urban	2	0	1	0	0	1	hiv_management	mobile_app	whatsapp	1	1	4.9	4	1	1	0	1	1	0	0	0	5	2,023
6,690	chw	26	female	district	urban	5	1	0	0	1	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	0	1	1	0	0	2,023
6,691	nurse	29	male	district	remote	11	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
6,692	lab_tech	28	female	district	peri_urban	0	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
6,693	clinical_officer	47	male	clinic	peri_urban	18	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,694	doctor	29	male	health_centre	urban	3	1	0	0	0	1	lab_techniques	blended	other	1	0	9.1	2	0	0	0	1	1	0	0	0	4	2,023
6,695	clinical_officer	23	female	community	peri_urban	9	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,696	nurse	49	male	clinic	urban	50	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,697	nurse	37	female	district	urban	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
6,698	nurse	31	female	community	remote	20	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
6,699	nurse	36	female	clinic	rural	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,700	chw	28	male	health_centre	urban	24	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022

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