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
5,501	other	34	male	health_centre	rural	0	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	0	1	0	2,022
5,502	clinical_officer	28	female	clinic	remote	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,503	chw	38	female	tertiary	rural	0	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,504	chw	33	female	health_centre	remote	1	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,505	nurse	30	male	clinic	urban	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
5,506	doctor	33	female	health_centre	urban	13	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
5,507	chw	38	female	district	remote	8	0	1	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
5,508	lab_tech	34	male	health_centre	rural	14	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
5,509	chw	29	female	clinic	urban	19	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,510	chw	34	male	district	rural	2	0	0	0	0	1	other	interactive	openwho	1	6.1	2	0	0	0	1	1	0	1	0	4	2,022
5,511	chw	51	male	district	rural	2	0	1	1	0	0	lab_techniques	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,020
5,512	nurse	55	male	community	rural	12	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	0	1	1	0	0	0	2,021
5,513	lab_tech	34	male	health_centre	rural	6	1	0	0	1	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	2,023
5,514	doctor	27	male	district	urban	6	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	1	1	1	1	0	0	0	0	2,020
5,515	other	32	female	district	remote	4	0	0	0	0	1	hiv_management	mobile_app	openwho	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,516	doctor	31	female	community	remote	1	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,517	midwife	51	male	community	urban	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,518	doctor	24	male	health_centre	peri_urban	0	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,519	lab_tech	20	male	health_centre	urban	16	1	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,520	nurse	23	female	health_centre	peri_urban	7	0	0	0	0	1	leadership	interactive	youtube	1	2.9	2	0	0	0	1	1	0	0	0	2	2,022
5,521	other	43	female	district	rural	7	0	0	0	0	0	mental_health	simulation	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,522	lab_tech	55	female	district	urban	7	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	1	0	1	1	0	0	1	0	2,020
5,523	doctor	30	female	community	remote	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,524	nurse	36	male	clinic	peri_urban	3	1	0	0	0	1	hiv_management	interactive	custom	1	6.6	10	1	0	0	1	1	0	0	0	3	2,021
5,525	clinical_officer	28	female	health_centre	remote	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,526	nurse	30	male	district	rural	0	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
5,527	nurse	28	female	clinic	peri_urban	1	1	0	1	0	0	maternal_health	simulation	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,528	doctor	35	female	clinic	urban	3	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,529	chw	49	male	district	urban	9	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
5,530	chw	43	male	clinic	rural	9	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
5,531	midwife	43	female	health_centre	rural	3	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,532	doctor	33	male	district	peri_urban	5	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
5,533	nurse	26	female	health_centre	remote	7	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,534	pharmacist	37	male	clinic	peri_urban	4	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,535	midwife	32	female	health_centre	remote	12	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
5,536	lab_tech	38	female	tertiary	urban	1	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
5,537	midwife	49	male	clinic	rural	3	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
5,538	clinical_officer	38	female	health_centre	rural	24	1	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
5,539	midwife	35	female	community	peri_urban	5	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,540	nurse	20	female	health_centre	urban	17	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
5,541	nurse	25	female	community	remote	10	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
5,542	doctor	28	female	district	urban	1	0	0	0	0	1	clinical_skills	mobile_app	custom	1	8.7	5	0	0	0	1	1	0	0	0	3	2,020
5,543	midwife	45	male	community	remote	5	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,544	midwife	42	female	tertiary	rural	16	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,545	nurse	22	female	health_centre	remote	15	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,546	midwife	38	female	district	rural	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,547	lab_tech	43	female	clinic	peri_urban	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,548	chw	20	male	district	remote	7	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,549	nurse	21	male	community	urban	5	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,550	midwife	33	female	clinic	remote	4	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,020
5,551	chw	30	female	community	rural	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,552	pharmacist	28	male	health_centre	peri_urban	24	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
5,553	chw	28	female	health_centre	remote	1	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
5,554	doctor	54	male	clinic	peri_urban	16	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,555	midwife	32	female	clinic	peri_urban	3	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,020
5,556	doctor	20	male	health_centre	rural	13	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
5,557	pharmacist	39	male	district	remote	36	1	1	0	0	0	emergency_care	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,020
5,558	nurse	37	female	district	peri_urban	13	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,559	clinical_officer	37	male	district	urban	6	1	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
5,560	nurse	49	male	tertiary	rural	1	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,020
5,561	doctor	30	male	community	rural	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,562	other	31	female	clinic	urban	17	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	1	1	0	2,023
5,563	nurse	49	male	community	peri_urban	7	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,564	lab_tech	36	female	health_centre	remote	5	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,565	midwife	36	female	district	rural	21	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
5,566	nurse	40	male	community	urban	17	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,567	pharmacist	28	female	health_centre	remote	29	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,568	nurse	38	female	tertiary	rural	7	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,569	lab_tech	32	male	clinic	rural	0	0	1	0	0	1	clinical_skills	text_module	moodle	0	0	0	0	0	1	1	1	0	1	0	0	2,020
5,570	pharmacist	20	female	district	urban	5	0	0	1	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
5,571	chw	20	male	clinic	remote	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,572	other	41	female	tertiary	rural	1	0	1	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,573	other	32	female	clinic	urban	0	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
5,574	clinical_officer	44	female	tertiary	remote	3	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
5,575	pharmacist	55	female	clinic	urban	2	1	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
5,576	clinical_officer	62	female	tertiary	peri_urban	4	0	1	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,577	chw	45	female	district	rural	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
5,578	chw	36	male	health_centre	rural	14	0	0	0	0	1	mental_health	mobile_app	youtube	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,579	doctor	30	female	tertiary	peri_urban	1	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,580	lab_tech	32	male	health_centre	rural	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,581	clinical_officer	20	female	health_centre	remote	17	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,582	lab_tech	49	female	community	urban	7	0	0	0	0	0	leadership	simulation	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
5,583	clinical_officer	36	male	clinic	urban	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,584	doctor	41	male	health_centre	peri_urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,585	chw	37	female	district	rural	5	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,586	chw	27	female	district	remote	11	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,587	other	32	male	clinic	peri_urban	22	0	0	1	0	1	data_management	whatsapp_group	whatsapp	1	6.3	3	1	0	0	0	1	1	0	0	6	2,019
5,588	lab_tech	23	female	community	peri_urban	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,589	clinical_officer	28	male	district	rural	8	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,590	nurse	38	female	district	peri_urban	11	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
5,591	chw	54	female	community	remote	6	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,592	nurse	39	female	clinic	peri_urban	0	1	0	0	1	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	0	0	1	0	0	2,019
5,593	chw	30	male	health_centre	peri_urban	9	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,594	lab_tech	37	female	clinic	urban	15	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,595	midwife	26	male	community	remote	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,596	clinical_officer	42	female	clinic	rural	22	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,597	chw	20	male	health_centre	remote	1	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	1	0	0	1	0	2,021
5,598	nurse	28	female	health_centre	rural	10	0	0	1	0	0	other	interactive	none	0	0	0	0	1	0	0	1	0	1	0	0	2,022
5,599	doctor	28	female	community	rural	21	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,600	midwife	55	male	health_centre	remote	15	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023

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