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
2,601	pharmacist	36	female	clinic	remote	2	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,602	lab_tech	35	female	health_centre	urban	3	0	0	1	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
2,603	clinical_officer	20	male	clinic	remote	1	1	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,604	other	34	female	clinic	peri_urban	0	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,605	chw	20	female	clinic	remote	19	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,606	clinical_officer	38	male	community	rural	3	0	1	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,607	chw	20	male	health_centre	urban	6	0	1	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	1	0	1	0	2,023
2,608	lab_tech	45	female	district	rural	1	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	0	1	1	1	0	0	2,023
2,609	pharmacist	48	female	community	remote	9	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
2,610	midwife	33	female	tertiary	rural	3	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,611	chw	42	female	district	rural	3	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,612	pharmacist	27	female	clinic	peri_urban	0	0	0	0	0	1	other	blended	custom	1	6.8	5	0	0	0	1	1	1	0	1	4	2,022
2,613	nurse	42	male	clinic	urban	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,614	nurse	20	female	clinic	peri_urban	5	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,615	midwife	25	male	health_centre	peri_urban	15	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	2,023
2,616	pharmacist	35	female	district	remote	12	0	0	0	0	1	leadership	mobile_app	moodle	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,617	nurse	40	male	health_centre	rural	6	0	1	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
2,618	nurse	45	male	community	urban	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,619	chw	38	male	community	rural	13	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
2,620	lab_tech	25	male	health_centre	rural	4	0	0	0	0	0	data_management	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,621	chw	32	male	health_centre	remote	5	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,622	chw	37	male	health_centre	remote	3	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	1	1	1	1	1	0	1	0	2,022
2,623	clinical_officer	24	male	tertiary	rural	12	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,022
2,624	midwife	25	female	community	urban	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,625	chw	51	female	community	urban	10	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,626	nurse	34	female	district	rural	6	0	0	0	0	1	lab_techniques	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,627	chw	38	female	clinic	remote	7	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,628	nurse	38	female	health_centre	rural	4	1	1	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
2,629	other	36	male	district	urban	5	1	1	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
2,630	nurse	37	female	health_centre	remote	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,631	chw	29	female	clinic	remote	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,632	chw	31	male	community	rural	7	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,633	chw	26	female	clinic	rural	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,634	lab_tech	46	female	community	rural	21	1	0	1	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	2,020
2,635	nurse	25	male	health_centre	remote	9	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,636	midwife	30	female	community	remote	2	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,637	doctor	26	female	clinic	peri_urban	1	1	0	0	1	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
2,638	midwife	28	female	district	peri_urban	2	1	0	0	0	1	other	text_module	whatsapp	1	4.6	2	1	0	0	1	1	0	0	0	5	2,021
2,639	nurse	32	female	district	peri_urban	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
2,640	chw	44	female	community	urban	7	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,641	chw	33	female	community	urban	9	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	1	1	1	0	0	0	0	2,022
2,642	clinical_officer	40	female	tertiary	remote	28	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,643	midwife	24	male	clinic	urban	1	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,644	nurse	35	female	community	peri_urban	5	1	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,645	clinical_officer	33	female	tertiary	peri_urban	1	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,646	chw	59	female	clinic	remote	10	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,647	clinical_officer	34	female	district	peri_urban	2	0	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,648	nurse	32	female	clinic	remote	9	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,649	nurse	27	female	health_centre	peri_urban	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	1	1	0	2,019
2,650	chw	20	female	health_centre	peri_urban	2	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
2,651	nurse	33	male	district	rural	11	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	1	0	2,021
2,652	chw	20	male	clinic	peri_urban	1	1	0	1	1	0	other	simulation	none	0	0	0	0	0	1	0	0	0	1	0	0	2,020
2,653	midwife	32	female	clinic	peri_urban	34	1	1	1	0	1	clinical_skills	text_module	other	0	0	0	0	0	1	0	1	1	0	0	0	2,021
2,654	lab_tech	47	male	community	urban	1	1	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
2,655	clinical_officer	38	female	district	remote	12	0	0	0	0	1	infection_prevention	blended	youtube	1	5.2	2	1	0	0	1	1	0	1	0	6	2,022
2,656	other	20	female	clinic	urban	17	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,657	chw	43	female	district	remote	24	1	0	0	0	1	clinical_skills	mobile_app	custom	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,658	chw	30	female	community	remote	12	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,659	midwife	20	female	district	peri_urban	2	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,660	chw	29	female	health_centre	urban	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,661	midwife	45	female	clinic	peri_urban	23	0	0	1	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
2,662	nurse	49	male	health_centre	urban	18	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,663	chw	48	female	district	peri_urban	2	0	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,664	clinical_officer	33	male	district	remote	1	0	1	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,665	clinical_officer	37	male	health_centre	peri_urban	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,666	clinical_officer	47	female	district	peri_urban	18	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,667	doctor	50	female	clinic	remote	6	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,668	nurse	26	female	health_centre	rural	12	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,669	pharmacist	41	female	community	rural	9	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,670	nurse	43	male	health_centre	remote	16	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,671	doctor	35	female	clinic	urban	32	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,672	other	55	male	district	peri_urban	7	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
2,673	chw	29	male	tertiary	remote	2	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
2,674	midwife	28	male	community	rural	0	0	0	0	0	0	data_management	video	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
2,675	other	52	female	health_centre	rural	9	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,676	nurse	36	male	health_centre	rural	3	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,677	other	20	male	tertiary	urban	7	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
2,678	nurse	45	female	health_centre	peri_urban	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,679	nurse	22	male	district	peri_urban	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,680	chw	36	female	health_centre	rural	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,681	chw	20	female	health_centre	rural	1	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,682	other	21	female	health_centre	urban	5	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,683	lab_tech	42	male	community	remote	13	1	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
2,684	nurse	30	female	health_centre	peri_urban	13	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
2,685	midwife	28	female	tertiary	peri_urban	6	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,686	chw	39	female	community	rural	8	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,687	nurse	47	female	clinic	urban	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,688	lab_tech	36	female	clinic	urban	24	0	0	1	0	1	leadership	text_module	custom	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,689	midwife	35	female	clinic	remote	13	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,690	doctor	30	male	clinic	remote	1	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,691	clinical_officer	20	male	district	remote	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
2,692	nurse	56	male	community	peri_urban	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,693	clinical_officer	39	male	health_centre	peri_urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,694	nurse	36	female	district	rural	12	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,695	clinical_officer	20	female	community	peri_urban	0	0	0	0	0	1	clinical_skills	video	moodle	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,696	pharmacist	32	female	health_centre	peri_urban	0	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,697	nurse	30	female	tertiary	remote	11	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,698	nurse	28	female	community	peri_urban	2	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,019
2,699	chw	28	female	district	urban	4	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,700	chw	30	female	community	rural	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021

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