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	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
8,601	midwife	54	female	clinic	peri_urban	10	1	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
8,602	midwife	37	male	health_centre	rural	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,603	midwife	26	female	health_centre	remote	17	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,604	midwife	20	female	community	urban	9	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
8,605	chw	29	female	tertiary	urban	14	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,606	nurse	29	female	community	urban	16	1	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,023
8,607	nurse	20	male	clinic	peri_urban	7	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,608	midwife	44	female	health_centre	remote	2	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
8,609	chw	26	male	community	remote	10	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,610	chw	37	female	health_centre	peri_urban	12	1	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
8,611	other	31	female	health_centre	rural	12	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
8,612	doctor	48	female	clinic	rural	1	1	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
8,613	other	44	male	health_centre	remote	11	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
8,614	other	22	female	health_centre	urban	13	1	0	1	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	2,022
8,615	nurse	35	male	clinic	rural	17	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,616	nurse	47	male	health_centre	remote	30	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
8,617	pharmacist	57	female	community	rural	11	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
8,618	doctor	28	male	health_centre	rural	22	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,619	nurse	55	female	health_centre	rural	0	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,023
8,620	nurse	27	female	community	peri_urban	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,621	midwife	20	female	district	urban	2	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,022
8,622	doctor	47	female	health_centre	remote	9	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
8,623	nurse	35	male	health_centre	peri_urban	16	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,624	clinical_officer	40	male	health_centre	urban	25	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,625	other	33	female	health_centre	urban	4	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
8,626	lab_tech	31	male	health_centre	remote	18	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,627	nurse	48	female	health_centre	peri_urban	6	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,020
8,628	clinical_officer	37	female	tertiary	peri_urban	6	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,629	other	27	female	district	remote	5	0	1	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,630	chw	31	male	health_centre	peri_urban	25	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,631	other	29	female	health_centre	remote	2	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,022
8,632	other	20	male	community	remote	5	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
8,633	chw	20	female	health_centre	peri_urban	3	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,634	pharmacist	46	female	health_centre	rural	1	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
8,635	other	38	female	community	peri_urban	9	1	0	0	1	1	hiv_management	interactive	moodle	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,021
8,636	pharmacist	29	female	clinic	urban	19	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,637	other	20	female	district	urban	0	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,023
8,638	lab_tech	20	male	tertiary	rural	4	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
8,639	chw	31	female	health_centre	rural	3	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,640	chw	29	male	clinic	urban	19	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
8,641	nurse	49	female	clinic	rural	0	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,020
8,642	midwife	36	female	district	remote	23	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,643	doctor	24	female	district	remote	10	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
8,644	nurse	46	female	health_centre	remote	5	1	0	0	0	1	clinical_skills	text_module	custom	1	0	4.9	7	0	1	0	0	1	1	0	0	0	6	2,021
8,645	clinical_officer	28	female	community	peri_urban	3	0	0	0	0	1	data_management	mobile_app	moodle	1	0	8.8	4	0	0	0	1	1	1	0	0	0	1	2,019
8,646	nurse	31	male	tertiary	remote	6	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,647	chw	52	female	health_centre	remote	2	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,019
8,648	nurse	36	female	health_centre	rural	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,649	midwife	36	female	health_centre	rural	30	1	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,650	chw	20	female	community	urban	3	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
8,651	clinical_officer	20	female	clinic	urban	7	0	0	0	0	1	other	mobile_app	whatsapp	1	0	2	4	0	0	0	0	1	1	0	0	0	2	2,023
8,652	chw	46	male	clinic	peri_urban	4	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
8,653	nurse	44	male	clinic	remote	19	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
8,654	nurse	42	male	health_centre	rural	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,655	chw	43	female	clinic	rural	8	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
8,656	clinical_officer	58	female	health_centre	peri_urban	6	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
8,657	nurse	30	female	district	remote	6	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
8,658	doctor	38	female	tertiary	urban	14	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
8,659	other	29	female	clinic	remote	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
8,660	clinical_officer	43	female	community	peri_urban	2	0	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,661	clinical_officer	21	female	district	peri_urban	19	0	0	0	0	1	lab_techniques	video	moodle	1	0	8.9	8	0	1	0	0	1	1	1	0	0	1	2,023
8,662	clinical_officer	20	female	health_centre	remote	11	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,663	nurse	24	male	community	remote	3	0	1	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,664	midwife	35	male	health_centre	rural	1	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
8,665	pharmacist	36	male	tertiary	remote	13	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
8,666	other	34	male	district	remote	3	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
8,667	pharmacist	45	male	district	urban	6	0	1	0	0	1	other	video	youtube	1	0	12.9	7	0	0	0	0	1	1	1	0	0	5	2,020
8,668	chw	35	male	clinic	peri_urban	39	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
8,669	doctor	30	female	clinic	remote	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,022
8,670	other	33	male	community	urban	11	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,671	nurse	42	female	community	remote	11	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,672	chw	36	female	clinic	peri_urban	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
8,673	chw	24	female	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
8,674	nurse	27	female	health_centre	peri_urban	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,675	midwife	31	female	community	remote	6	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
8,676	midwife	29	male	clinic	urban	10	1	0	0	0	1	maternal_health	simulation	moodle	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,677	nurse	28	female	district	urban	2	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
8,678	nurse	39	female	community	urban	11	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,679	lab_tech	47	female	community	rural	19	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,019
8,680	nurse	30	male	health_centre	rural	5	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,022
8,681	midwife	53	male	clinic	urban	15	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
8,682	lab_tech	33	female	health_centre	rural	7	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
8,683	lab_tech	38	female	district	rural	13	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,684	other	49	female	clinic	peri_urban	5	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,685	lab_tech	31	female	tertiary	remote	15	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,021
8,686	chw	24	female	district	rural	2	0	1	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
8,687	doctor	20	male	district	urban	7	1	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
8,688	pharmacist	31	female	health_centre	peri_urban	2	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,023
8,689	clinical_officer	37	male	health_centre	rural	1	1	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
8,690	doctor	20	male	community	remote	10	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
8,691	nurse	33	male	clinic	rural	9	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
8,692	nurse	49	female	health_centre	peri_urban	7	0	1	0	0	1	clinical_skills	mobile_app	moodle	1	1	11	6	1	0	0	0	1	1	0	1	0	7	2,023
8,693	pharmacist	24	female	tertiary	peri_urban	7	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
8,694	nurse	20	female	health_centre	rural	14	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,695	other	40	male	community	remote	1	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,696	chw	41	male	clinic	urban	5	1	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
8,697	midwife	48	male	health_centre	remote	2	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
8,698	doctor	20	male	clinic	peri_urban	29	1	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
8,699	chw	42	female	health_centre	remote	2	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,700	other	51	female	clinic	remote	0	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022

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