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
9,601	other	47	female	clinic	rural	3	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
9,602	pharmacist	36	female	health_centre	rural	8	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,603	pharmacist	20	male	tertiary	remote	1	1	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
9,604	chw	36	female	clinic	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,605	other	33	female	health_centre	rural	11	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,606	other	36	female	health_centre	remote	0	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,607	other	31	female	health_centre	rural	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,608	chw	40	female	district	remote	11	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
9,609	clinical_officer	23	female	clinic	rural	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,610	nurse	42	female	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,611	nurse	46	female	district	rural	19	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,612	clinical_officer	21	female	community	urban	3	0	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,613	chw	49	female	tertiary	rural	6	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,614	other	31	female	district	urban	0	0	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
9,615	chw	37	male	district	remote	5	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,616	chw	36	female	community	rural	21	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
9,617	nurse	20	female	community	rural	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,618	nurse	34	male	community	peri_urban	15	0	1	0	0	1	emergency_care	text_module	custom	0	0	0	0	1	0	1	1	0	0	1	0	2,023
9,619	pharmacist	28	male	tertiary	urban	17	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,620	clinical_officer	31	female	health_centre	peri_urban	3	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	1	0	1	0	2,023
9,621	lab_tech	31	male	tertiary	rural	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,622	chw	27	female	health_centre	remote	12	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,623	midwife	56	male	health_centre	urban	4	1	0	1	0	0	leadership	blended	none	0	0	0	0	0	1	0	1	1	0	0	0	2,023
9,624	chw	34	male	community	peri_urban	0	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
9,625	midwife	34	female	community	remote	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
9,626	nurse	35	male	community	peri_urban	5	1	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,019
9,627	nurse	37	female	health_centre	remote	15	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	1	1	1	0	2,023
9,628	clinical_officer	22	female	health_centre	urban	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,629	other	35	female	district	urban	18	1	0	0	1	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	2,022
9,630	other	46	female	district	rural	1	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	1	0	2,020
9,631	nurse	40	female	district	rural	18	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
9,632	nurse	59	male	clinic	urban	5	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	0	1	0	0	1	0	2,022
9,633	nurse	50	female	district	peri_urban	14	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,634	midwife	20	female	health_centre	remote	1	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,635	chw	37	female	clinic	urban	4	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,636	nurse	33	female	clinic	urban	8	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	1	0	2,023
9,637	doctor	42	male	health_centre	rural	19	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
9,638	other	32	female	district	rural	13	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
9,639	nurse	37	female	community	remote	16	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,640	doctor	42	female	community	remote	26	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,019
9,641	clinical_officer	39	female	health_centre	remote	1	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,642	lab_tech	34	female	health_centre	rural	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,643	nurse	40	male	tertiary	remote	5	0	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
9,644	chw	32	male	clinic	remote	40	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,645	midwife	28	male	clinic	remote	18	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
9,646	chw	38	female	health_centre	remote	15	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,647	midwife	43	female	clinic	rural	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
9,648	nurse	41	female	health_centre	peri_urban	5	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
9,649	nurse	30	female	health_centre	rural	12	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
9,650	midwife	34	male	clinic	rural	2	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,651	midwife	42	male	clinic	peri_urban	0	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,652	nurse	52	female	tertiary	peri_urban	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
9,653	nurse	57	female	health_centre	urban	0	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,654	midwife	33	male	health_centre	peri_urban	14	0	1	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,019
9,655	nurse	20	female	clinic	rural	10	0	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
9,656	doctor	20	female	clinic	urban	17	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,657	nurse	27	male	tertiary	urban	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,658	midwife	32	female	district	urban	3	0	1	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,659	lab_tech	45	male	clinic	rural	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
9,660	lab_tech	36	female	district	peri_urban	2	1	0	0	0	1	infection_prevention	whatsapp_group	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,661	lab_tech	41	female	clinic	peri_urban	25	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,662	lab_tech	28	male	district	rural	15	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,663	lab_tech	37	female	community	rural	10	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
9,664	other	26	male	tertiary	peri_urban	7	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,665	nurse	36	male	district	rural	1	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,020
9,666	midwife	49	male	district	rural	2	0	1	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
9,667	midwife	30	female	district	rural	11	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,668	chw	26	female	clinic	rural	1	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,669	doctor	30	male	tertiary	urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
9,670	chw	32	male	health_centre	rural	5	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,671	pharmacist	35	male	health_centre	rural	8	1	1	0	1	0	other	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	2,022
9,672	nurse	30	female	district	rural	9	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,019
9,673	nurse	44	male	clinic	urban	21	0	1	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
9,674	nurse	33	male	health_centre	urban	4	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,675	chw	40	female	health_centre	urban	15	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
9,676	nurse	34	male	clinic	rural	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,023
9,677	clinical_officer	29	male	community	remote	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,678	nurse	29	female	district	remote	23	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
9,679	nurse	39	female	tertiary	rural	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
9,680	doctor	51	male	community	peri_urban	2	1	0	0	1	0	hiv_management	interactive	none	0	0	0	0	1	0	1	0	1	1	0	0	2,021
9,681	nurse	42	female	clinic	rural	10	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,682	nurse	49	male	health_centre	remote	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
9,683	other	36	female	clinic	urban	11	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,684	lab_tech	32	male	community	rural	9	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,685	nurse	49	female	health_centre	urban	1	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
9,686	nurse	34	female	community	remote	5	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
9,687	nurse	28	male	district	peri_urban	0	0	0	0	0	1	hiv_management	mobile_app	other	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,688	lab_tech	24	female	district	peri_urban	19	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,689	other	36	male	health_centre	remote	5	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,690	nurse	20	female	community	remote	4	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,691	chw	32	male	health_centre	peri_urban	14	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
9,692	clinical_officer	25	male	district	peri_urban	9	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,693	chw	35	female	tertiary	peri_urban	3	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	1	0	1	1	0	1	0	0	2,021
9,694	midwife	35	male	community	peri_urban	2	0	0	1	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
9,695	clinical_officer	31	male	community	urban	0	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,696	nurse	28	female	health_centre	urban	1	0	1	1	0	0	lab_techniques	blended	none	0	0	0	0	1	0	0	1	0	1	0	0	2,023
9,697	nurse	36	male	community	remote	1	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,698	chw	35	female	clinic	remote	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
9,699	doctor	30	female	district	rural	0	0	0	1	0	1	lab_techniques	video	other	1	25.7	3	1	0	0	0	1	0	0	0	7	2,022
9,700	other	39	female	district	urban	4	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022

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