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	peer_sharing 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
4,601	nurse	30	male	clinic	remote	9	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,602	clinical_officer	26	female	health_centre	remote	0	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
4,603	doctor	27	male	community	remote	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,604	midwife	21	female	district	urban	3	1	1	0	0	1	hiv_management	whatsapp_group	other	1	0	1.1	2	0	1	0	0	0	1	1	1	0	0	5	2,019
4,605	doctor	40	male	community	remote	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,606	chw	41	male	district	remote	4	0	0	0	0	1	leadership	video	other	1	0	7.1	4	0	0	0	0	0	1	1	0	1	1	3	2,022
4,607	pharmacist	20	female	community	urban	0	1	1	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,019
4,608	lab_tech	38	male	health_centre	remote	2	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	2,021
4,609	pharmacist	44	female	health_centre	rural	2	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	2,021
4,610	lab_tech	38	male	district	remote	26	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,611	midwife	27	female	community	urban	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,612	nurse	20	male	clinic	rural	10	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,613	midwife	49	female	clinic	remote	5	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
4,614	midwife	28	female	clinic	urban	1	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,615	midwife	32	female	clinic	peri_urban	5	0	0	1	0	1	maternal_health	mobile_app	youtube	1	0	12.9	7	0	0	0	1	1	0	1	0	1	0	7	2,022
4,616	nurse	36	female	tertiary	peri_urban	0	0	0	0	0	1	clinical_skills	blended	moodle	1	0	5.8	5	0	0	0	0	0	1	1	0	0	1	6	2,020
4,617	other	24	male	clinic	remote	3	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
4,618	doctor	29	male	community	rural	2	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,019
4,619	nurse	20	female	clinic	urban	0	1	0	0	1	1	hiv_management	video	openwho	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,020
4,620	nurse	31	male	district	peri_urban	1	1	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
4,621	lab_tech	44	male	health_centre	urban	5	1	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0	2,023
4,622	lab_tech	21	female	district	rural	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,623	clinical_officer	39	male	health_centre	peri_urban	5	0	0	0	0	1	other	text_module	other	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
4,624	clinical_officer	42	female	district	urban	2	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,625	doctor	34	male	clinic	rural	7	1	0	0	1	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
4,626	other	42	female	clinic	remote	3	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
4,627	chw	48	female	health_centre	rural	4	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,023
4,628	midwife	47	female	tertiary	urban	7	1	0	1	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
4,629	lab_tech	38	female	health_centre	peri_urban	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,630	doctor	32	female	tertiary	remote	4	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,631	nurse	48	male	clinic	remote	0	0	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
4,632	lab_tech	24	female	district	urban	3	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
4,633	other	31	male	health_centre	urban	0	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	2,022
4,634	nurse	33	male	health_centre	peri_urban	9	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,635	midwife	32	male	district	urban	0	1	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,020
4,636	chw	35	male	community	peri_urban	9	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,020
4,637	midwife	28	male	clinic	rural	13	1	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
4,638	midwife	30	male	district	urban	25	1	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
4,639	chw	33	female	community	rural	4	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
4,640	doctor	27	male	tertiary	urban	2	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,641	midwife	30	male	tertiary	rural	12	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
4,642	midwife	35	female	clinic	urban	4	1	0	0	1	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	1	1	0	2,019
4,643	other	39	female	district	peri_urban	3	1	0	1	0	1	other	whatsapp_group	moodle	1	0	3.7	6	0	1	0	0	0	0	1	0	1	0	1	2,022
4,644	nurse	20	male	clinic	urban	17	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,645	lab_tech	34	female	health_centre	rural	32	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
4,646	midwife	34	female	clinic	peri_urban	0	1	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,647	clinical_officer	38	female	district	remote	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,648	midwife	27	female	clinic	rural	19	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,649	chw	39	male	clinic	remote	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,650	nurse	21	female	health_centre	remote	9	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,651	midwife	46	male	district	urban	15	1	1	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,652	nurse	44	male	clinic	rural	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
4,653	doctor	38	female	tertiary	peri_urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
4,654	doctor	35	male	community	remote	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	1	1	1	1	0	2,021
4,655	nurse	24	female	health_centre	peri_urban	11	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
4,656	chw	25	female	district	peri_urban	6	0	1	1	0	1	maternal_health	video	whatsapp	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
4,657	lab_tech	40	male	community	remote	6	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
4,658	chw	40	female	health_centre	urban	11	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
4,659	midwife	55	male	health_centre	rural	1	1	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
4,660	nurse	43	female	district	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,661	nurse	20	male	health_centre	rural	8	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,662	nurse	21	male	community	peri_urban	2	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
4,663	midwife	27	female	health_centre	peri_urban	9	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
4,664	chw	30	female	district	peri_urban	28	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
4,665	lab_tech	40	male	clinic	rural	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
4,666	nurse	39	female	health_centre	peri_urban	19	1	0	0	1	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,022
4,667	midwife	34	male	community	peri_urban	1	1	0	0	0	1	clinical_skills	blended	custom	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,668	chw	45	female	clinic	urban	10	0	1	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
4,669	clinical_officer	30	female	district	remote	2	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
4,670	chw	33	male	health_centre	peri_urban	7	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
4,671	nurse	32	female	health_centre	remote	13	0	1	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
4,672	other	52	female	clinic	rural	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,673	other	32	female	health_centre	rural	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
4,674	other	44	male	health_centre	remote	4	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,675	nurse	31	female	clinic	rural	9	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
4,676	doctor	38	female	district	peri_urban	5	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
4,677	midwife	46	female	health_centre	urban	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
4,678	chw	25	female	health_centre	urban	4	1	0	1	1	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	2,023
4,679	doctor	36	female	health_centre	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
4,680	midwife	39	female	community	urban	1	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,020
4,681	nurse	40	male	health_centre	remote	3	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
4,682	chw	44	female	health_centre	urban	24	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,683	clinical_officer	33	female	health_centre	peri_urban	17	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
4,684	chw	35	female	tertiary	peri_urban	9	0	0	1	0	1	lab_techniques	text_module	youtube	1	0	6.2	3	0	1	0	0	0	0	1	1	0	0	10	2,021
4,685	clinical_officer	36	female	district	remote	3	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	2,021
4,686	chw	22	male	tertiary	urban	1	0	0	1	0	1	emergency_care	text_module	youtube	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
4,687	nurse	26	female	community	remote	0	0	1	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,023
4,688	doctor	31	male	health_centre	peri_urban	7	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,689	midwife	27	male	clinic	rural	10	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,690	lab_tech	23	male	tertiary	urban	1	0	1	0	0	1	lab_techniques	text_module	custom	1	0	4.6	7	0	0	0	0	0	1	1	1	1	0	4	2,022
4,691	midwife	30	female	clinic	urban	17	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,692	nurse	31	male	health_centre	remote	16	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,693	nurse	23	female	health_centre	urban	15	0	0	0	0	1	maternal_health	mobile_app	other	1	1	4	1	1	0	0	0	0	1	1	1	0	0	4	2,022
4,694	clinical_officer	46	female	community	rural	4	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
4,695	other	47	female	district	urban	23	0	0	1	0	1	mental_health	text_module	openwho	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
4,696	nurse	23	female	community	remote	4	1	0	0	0	0	other	simulation	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,022
4,697	doctor	64	female	health_centre	peri_urban	21	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,021
4,698	pharmacist	50	female	community	peri_urban	6	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
4,699	pharmacist	40	female	district	urban	39	0	1	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,700	nurse	24	female	district	urban	9	1	0	0	0	1	other	blended	other	1	1	9.4	3	1	0	1	0	0	1	1	1	0	0	6	2,022

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