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	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
4,501	midwife	41	female	clinic	rural	3	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	0	0	0	0	2,020
4,502	midwife	20	male	health_centre	remote	3	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	0	0	1	0	2,022
4,503	chw	35	male	district	peri_urban	20	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	2,021
4,504	lab_tech	32	female	district	remote	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,020
4,505	chw	32	male	community	remote	6	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	0	1	1	0	2,021
4,506	lab_tech	27	female	district	remote	8	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	0	1	1	0	2,023
4,507	chw	34	female	health_centre	rural	1	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	1	1	1	0	0	0	2,021
4,508	clinical_officer	23	female	district	urban	15	0	1	0	0	1	data_management	blended	whatsapp	0	0	0	0	0	1	1	0	0	1	0	2,021
4,509	chw	25	male	health_centre	peri_urban	17	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	2,021
4,510	lab_tech	31	male	clinic	remote	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	1	1	1	1	1	0	0	2,021
4,511	midwife	36	female	district	rural	0	0	0	0	0	1	emergency_care	video	other	0	0	0	0	0	1	1	0	0	1	0	2,023
4,512	midwife	31	male	community	urban	2	1	0	0	0	1	infection_prevention	interactive	whatsapp	0	0	0	0	0	1	1	1	1	0	0	2,023
4,513	other	26	male	clinic	remote	23	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	1	0	1	1	1	1	0	0	2,020
4,514	midwife	34	female	clinic	rural	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,021
4,515	nurse	37	male	community	urban	8	1	1	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	0	0	0	0	2,021
4,516	other	40	female	district	rural	14	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	1	1	0	2,019
4,517	lab_tech	33	female	tertiary	remote	1	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,021
4,518	doctor	41	male	clinic	rural	9	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,022
4,519	lab_tech	22	male	community	rural	0	1	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	1	1	0	1	0	0	2,022
4,520	other	40	male	clinic	peri_urban	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	1	1	1	0	0	1	0	2,022
4,521	midwife	21	female	community	urban	4	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	1	1	0	1	0	0	2,020
4,522	doctor	49	female	district	urban	5	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,021
4,523	midwife	47	male	community	remote	0	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	1	0	0	0	2,022
4,524	clinical_officer	20	female	health_centre	peri_urban	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	1	1	0	0	0	0	2,019
4,525	midwife	37	female	health_centre	peri_urban	21	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,021
4,526	midwife	33	male	health_centre	peri_urban	1	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	2,023
4,527	pharmacist	22	female	district	rural	12	0	0	0	0	0	leadership	text_module	none	0	0	0	1	0	1	1	0	0	1	0	2,022
4,528	other	35	male	health_centre	urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	1	0	1	1	0	0	0	0	2,019
4,529	chw	46	male	community	remote	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	0	1	0	0	2,022
4,530	nurse	20	female	district	remote	9	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	1	1	0	1	0	0	2,020
4,531	nurse	38	male	tertiary	peri_urban	10	0	0	0	0	0	leadership	video	none	0	0	0	1	0	1	1	0	0	0	0	2,019
4,532	nurse	30	female	health_centre	remote	22	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	0	1	0	0	2,021
4,533	midwife	41	female	district	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	1	1	1	1	1	0	2,022
4,534	nurse	23	male	community	urban	0	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	2,022
4,535	clinical_officer	43	male	community	remote	4	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,536	clinical_officer	36	female	clinic	remote	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	1	0	0	2,022
4,537	nurse	33	female	district	rural	6	0	1	0	0	1	data_management	interactive	custom	1	3.6	3	0	0	1	1	1	0	0	3	2,021
4,538	chw	20	female	health_centre	remote	10	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	1	0	1	0	0	0	0	2,022
4,539	nurse	27	male	clinic	peri_urban	4	1	1	0	1	0	lab_techniques	blended	none	0	0	0	0	0	1	0	1	0	0	0	2,021
4,540	chw	48	male	clinic	rural	0	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,021
4,541	midwife	33	male	health_centre	urban	17	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,021
4,542	nurse	49	male	clinic	remote	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,543	clinical_officer	43	female	district	urban	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	1	0	1	1	0	0	0	0	2,020
4,544	nurse	29	male	community	rural	20	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	0	1	1	0	2,021
4,545	chw	61	male	health_centre	remote	13	0	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	1	0	1	0	0	2,020
4,546	nurse	20	male	health_centre	peri_urban	19	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	2,021
4,547	midwife	38	male	clinic	urban	0	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,021
4,548	doctor	28	male	health_centre	urban	8	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,549	nurse	39	female	health_centre	urban	9	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,550	doctor	28	male	district	remote	4	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,020
4,551	clinical_officer	33	female	district	peri_urban	0	1	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,022
4,552	midwife	32	male	tertiary	urban	5	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	0	0	1	0	2,022
4,553	nurse	47	female	community	peri_urban	8	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,019
4,554	nurse	31	female	clinic	urban	11	1	0	1	0	0	leadership	text_module	none	0	0	0	0	1	0	1	0	1	0	0	2,021
4,555	nurse	27	male	health_centre	rural	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,020
4,556	lab_tech	32	female	health_centre	rural	1	0	1	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,557	other	20	female	clinic	remote	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	0	0	1	0	2,020
4,558	pharmacist	33	female	tertiary	rural	1	1	0	0	0	0	data_management	video	none	0	0	0	0	0	1	1	0	1	0	0	2,022
4,559	chw	31	male	clinic	remote	10	0	0	0	0	1	infection_prevention	interactive	youtube	0	0	0	0	0	1	1	1	1	0	0	2,021
4,560	doctor	47	male	tertiary	peri_urban	15	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	0	0	0	0	2,020
4,561	other	37	male	clinic	remote	14	1	0	0	0	0	other	mobile_app	none	0	0	0	1	0	1	1	1	0	0	0	2,022
4,562	clinical_officer	43	female	clinic	rural	26	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,022
4,563	midwife	21	female	clinic	remote	21	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,019
4,564	lab_tech	34	male	community	peri_urban	2	1	0	0	1	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	1	0	0	2,021
4,565	other	20	male	community	remote	44	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	2,022
4,566	nurse	29	male	district	peri_urban	0	1	0	0	1	0	hiv_management	mobile_app	none	0	0	0	0	0	1	0	1	1	1	0	2,023
4,567	nurse	35	male	clinic	urban	8	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,568	midwife	35	male	clinic	peri_urban	5	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,569	chw	33	male	community	peri_urban	0	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	0	0	1	0	2,022
4,570	doctor	20	female	district	remote	22	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,571	midwife	30	female	community	rural	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	2,023
4,572	nurse	53	female	health_centre	peri_urban	17	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,023
4,573	doctor	44	male	tertiary	remote	14	0	0	0	0	0	data_management	text_module	none	0	0	0	0	1	1	1	0	0	0	0	2,019
4,574	doctor	47	male	health_centre	peri_urban	0	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	2,021
4,575	clinical_officer	37	female	health_centre	peri_urban	0	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,020
4,576	clinical_officer	39	female	community	urban	4	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	1	0	1	1	1	0	0	0	2,022
4,577	nurse	20	female	clinic	remote	9	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	1	0	0	2,022
4,578	nurse	25	female	district	urban	20	0	0	0	0	0	data_management	simulation	none	0	0	0	0	0	1	1	0	0	0	0	2,021
4,579	other	20	male	community	peri_urban	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	1	0	1	1	0	1	0	0	2,023
4,580	nurse	31	male	clinic	peri_urban	10	1	1	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	0	1	1	0	2,022
4,581	nurse	20	male	clinic	remote	6	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,020
4,582	chw	41	male	tertiary	peri_urban	0	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	1	0	1	1	0	1	0	0	2,021
4,583	other	22	female	health_centre	urban	0	0	0	1	0	1	lab_techniques	video	moodle	0	0	0	0	0	0	1	0	1	0	0	2,023
4,584	nurse	34	male	health_centre	remote	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,021
4,585	pharmacist	34	female	clinic	urban	4	1	0	0	0	0	data_management	blended	none	0	0	0	1	0	1	1	1	0	0	0	2,022
4,586	pharmacist	20	male	clinic	remote	11	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	1	1	0	2,020
4,587	nurse	36	female	tertiary	urban	6	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	2,022
4,588	nurse	39	female	clinic	peri_urban	1	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,023
4,589	nurse	34	female	health_centre	remote	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,023
4,590	doctor	32	female	tertiary	remote	18	1	0	1	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	0	2,023
4,591	midwife	22	female	health_centre	urban	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	0	0	0	0	2,021
4,592	clinical_officer	39	male	district	rural	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,019
4,593	midwife	29	male	district	rural	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	0	0	2,023
4,594	clinical_officer	41	female	district	remote	0	0	1	1	0	0	leadership	text_module	none	0	0	0	0	0	0	1	0	1	0	0	2,023
4,595	clinical_officer	41	male	tertiary	urban	12	0	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	0	1	1	0	2,022
4,596	nurse	37	female	community	rural	8	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	2,022
4,597	nurse	38	male	community	urban	9	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	1	1	0	1	0	2,020
4,598	lab_tech	34	male	health_centre	remote	2	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	0	1	0	0	2,021
4,599	lab_tech	25	male	health_centre	urban	11	0	1	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,022
4,600	doctor	20	female	clinic	urban	19	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,021

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