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	certification_earned 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
1,601	doctor	24	female	community	urban	24	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,602	lab_tech	21	male	health_centre	urban	8	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,603	midwife	38	female	community	rural	3	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,604	nurse	32	male	community	remote	7	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	2,020
1,605	midwife	42	female	tertiary	urban	6	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,606	midwife	49	female	district	peri_urban	1	0	0	0	0	1	emergency_care	video	moodle	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,607	midwife	26	female	health_centre	rural	0	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,608	nurse	47	male	community	urban	3	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,609	nurse	27	female	clinic	remote	6	0	1	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,610	clinical_officer	37	female	community	remote	5	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,611	chw	22	male	clinic	peri_urban	15	1	0	0	1	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,023
1,612	doctor	34	male	community	urban	0	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,613	doctor	24	female	clinic	peri_urban	3	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,614	nurse	43	female	district	urban	6	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,020
1,615	nurse	48	male	health_centre	rural	6	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
1,616	lab_tech	38	male	community	remote	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	2,022
1,617	other	26	male	health_centre	rural	1	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,618	pharmacist	30	male	clinic	rural	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,619	chw	47	female	health_centre	rural	5	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	2,023
1,620	midwife	50	female	health_centre	urban	11	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,621	clinical_officer	44	female	tertiary	urban	4	1	1	0	0	1	hiv_management	blended	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,622	pharmacist	40	female	community	rural	0	1	0	0	1	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,023
1,623	chw	30	female	community	peri_urban	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,624	other	29	female	community	rural	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,625	midwife	38	female	health_centre	peri_urban	19	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,626	nurse	28	female	clinic	urban	1	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	2,023
1,627	doctor	37	female	health_centre	urban	23	1	0	1	1	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	2,019
1,628	nurse	40	male	health_centre	peri_urban	32	1	0	0	0	1	clinical_skills	mobile_app	custom	1	0	10.4	3	0	0	0	1	1	1	1	0	1	1	7	2,022
1,629	doctor	34	male	clinic	peri_urban	15	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
1,630	chw	49	female	health_centre	remote	10	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,631	nurse	58	male	community	rural	6	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,632	clinical_officer	36	male	district	remote	9	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	2,019
1,633	midwife	41	female	health_centre	peri_urban	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,634	midwife	29	male	health_centre	remote	4	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,635	doctor	33	female	clinic	peri_urban	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,636	chw	46	male	district	urban	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,637	nurse	40	male	health_centre	urban	4	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,638	chw	46	female	district	urban	2	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,639	chw	41	female	community	peri_urban	4	0	0	1	0	1	leadership	mobile_app	whatsapp	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
1,640	chw	33	male	district	remote	3	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,641	chw	24	female	health_centre	rural	4	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
1,642	nurse	43	male	clinic	urban	0	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,643	other	47	female	clinic	peri_urban	8	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,644	nurse	41	female	district	peri_urban	7	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,645	chw	47	female	community	peri_urban	11	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	1	1	0	0	0	2,022
1,646	chw	41	female	health_centre	remote	15	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,647	nurse	53	female	community	rural	30	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,648	midwife	54	female	clinic	rural	4	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,649	doctor	32	female	health_centre	urban	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,650	other	30	female	community	rural	4	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,651	clinical_officer	35	female	health_centre	urban	10	0	1	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
1,652	midwife	39	female	district	urban	10	1	0	0	0	1	other	text_module	moodle	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,653	midwife	46	female	health_centre	peri_urban	7	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
1,654	midwife	25	female	clinic	urban	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
1,655	nurse	22	female	clinic	remote	8	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,019
1,656	midwife	24	male	health_centre	remote	13	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,657	nurse	40	male	health_centre	rural	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
1,658	chw	26	male	health_centre	urban	19	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,022
1,659	chw	25	female	community	peri_urban	3	0	0	0	0	1	infection_prevention	interactive	other	1	0	4.9	5	0	0	0	0	0	1	1	0	0	0	4	2,022
1,660	midwife	28	male	district	rural	3	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,661	midwife	47	female	tertiary	urban	1	0	0	0	0	1	leadership	blended	other	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,662	nurse	29	male	clinic	peri_urban	3	0	0	0	0	1	infection_prevention	blended	youtube	1	0	2.1	2	0	0	0	0	0	1	1	0	1	0	5	2,023
1,663	chw	28	male	district	remote	9	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,023
1,664	chw	20	female	district	peri_urban	12	0	0	0	0	1	lab_techniques	blended	custom	1	0	5.5	3	0	0	0	0	1	1	1	1	1	0	4	2,023
1,665	nurse	34	male	health_centre	urban	4	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	0	2,023
1,666	chw	30	female	clinic	urban	12	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,667	clinical_officer	37	female	health_centre	rural	15	0	0	0	0	1	other	text_module	custom	1	0	9.9	7	0	0	1	0	0	1	1	0	1	0	4	2,021
1,668	other	38	female	tertiary	rural	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
1,669	clinical_officer	37	female	district	peri_urban	0	1	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,670	chw	24	female	district	rural	16	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,671	nurse	52	male	health_centre	rural	3	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
1,672	nurse	29	female	district	remote	8	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
1,673	lab_tech	31	female	health_centre	urban	0	0	0	0	0	1	hiv_management	text_module	openwho	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,674	lab_tech	43	female	community	rural	0	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	0	2,021
1,675	chw	35	female	district	rural	0	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
1,676	clinical_officer	24	male	community	urban	15	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,677	nurse	35	male	clinic	urban	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
1,678	nurse	33	female	community	remote	11	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,679	nurse	46	male	clinic	rural	4	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,680	chw	48	female	district	rural	2	1	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,681	midwife	43	male	health_centre	peri_urban	3	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,682	chw	44	male	community	remote	13	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,683	nurse	26	male	health_centre	remote	4	0	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,684	nurse	36	female	clinic	urban	3	1	0	0	1	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0	2,022
1,685	doctor	28	female	district	urban	17	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,686	lab_tech	46	female	district	peri_urban	6	1	1	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,687	clinical_officer	39	female	health_centre	peri_urban	1	1	0	1	0	1	clinical_skills	text_module	openwho	1	1	3.4	3	1	1	0	0	0	0	1	0	0	0	6	2,020
1,688	clinical_officer	46	female	district	urban	21	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,020
1,689	chw	41	female	clinic	remote	10	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
1,690	midwife	43	female	community	remote	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,691	doctor	43	male	health_centre	peri_urban	2	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,692	midwife	44	male	district	peri_urban	7	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,693	nurse	21	female	clinic	peri_urban	16	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,694	lab_tech	20	male	district	urban	7	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	2,023
1,695	lab_tech	32	male	tertiary	urban	1	1	0	1	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,696	lab_tech	29	male	health_centre	remote	7	0	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,697	nurse	35	male	clinic	remote	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,698	lab_tech	20	female	community	remote	26	0	0	0	0	0	other	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,699	nurse	31	female	community	rural	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,020
1,700	nurse	20	male	clinic	remote	11	0	0	0	0	1	infection_prevention	simulation	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020

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