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
7,501	clinical_officer	34	male	community	remote	7	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,502	nurse	42	male	district	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,503	nurse	38	male	district	peri_urban	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,504	nurse	45	female	clinic	remote	7	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
7,505	lab_tech	44	male	district	urban	0	0	0	0	0	0	other	interactive	none	0	0	0	0	1	1	1	1	0	0	0	0	2,022
7,506	chw	25	female	community	urban	0	1	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,507	chw	39	male	district	rural	25	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,508	midwife	20	female	health_centre	peri_urban	6	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	1	0	1	0	1	1	0	2,022
7,509	pharmacist	27	female	health_centre	urban	4	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
7,510	nurse	36	female	community	rural	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,511	lab_tech	32	female	health_centre	rural	20	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
7,512	nurse	48	male	district	peri_urban	5	0	1	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,513	lab_tech	39	female	clinic	rural	2	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,514	nurse	20	female	clinic	remote	27	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,019
7,515	midwife	50	male	health_centre	remote	4	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,516	nurse	29	female	district	remote	10	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,517	clinical_officer	42	female	clinic	peri_urban	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,518	lab_tech	51	female	clinic	remote	2	0	0	0	0	1	leadership	whatsapp_group	youtube	1	1.8	6	0	0	0	1	1	0	1	0	6	2,020
7,519	clinical_officer	31	female	clinic	peri_urban	20	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,520	nurse	46	female	health_centre	rural	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,521	clinical_officer	35	female	health_centre	urban	25	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
7,522	other	39	female	health_centre	rural	19	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
7,523	chw	31	female	community	remote	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,524	chw	24	female	community	rural	13	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,525	chw	40	male	health_centre	urban	3	1	0	0	1	1	leadership	whatsapp_group	custom	1	8.3	3	0	0	0	1	0	1	1	0	8	2,023
7,526	nurse	43	female	community	urban	1	1	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,527	midwife	37	female	district	peri_urban	5	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,528	nurse	49	female	tertiary	rural	3	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,529	other	34	female	health_centre	urban	1	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,530	other	30	male	health_centre	remote	10	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,531	lab_tech	26	male	community	rural	5	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,532	nurse	53	female	clinic	peri_urban	10	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,533	lab_tech	51	female	clinic	urban	27	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,534	lab_tech	39	male	clinic	peri_urban	0	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,535	nurse	39	female	health_centre	urban	23	1	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	0	1	0	0	0	2,020
7,536	pharmacist	32	female	community	urban	17	0	0	0	0	1	emergency_care	mobile_app	other	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,537	nurse	35	male	clinic	rural	5	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,538	nurse	31	female	community	remote	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,539	lab_tech	46	male	health_centre	urban	5	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,540	chw	25	female	district	remote	19	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,541	lab_tech	33	female	district	urban	8	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,542	lab_tech	53	female	health_centre	urban	6	1	1	0	1	1	maternal_health	text_module	other	0	0	0	0	0	0	1	0	0	0	0	0	2,023
7,543	chw	24	male	district	rural	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,544	nurse	28	female	clinic	rural	0	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,545	lab_tech	25	female	health_centre	urban	6	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,546	midwife	23	female	district	rural	4	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,021
7,547	pharmacist	30	male	community	rural	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	1	1	1	1	0	0	0	0	2,022
7,548	nurse	34	female	community	peri_urban	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,549	nurse	43	female	health_centre	remote	11	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
7,550	midwife	33	male	clinic	rural	12	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	1	0	1	0	2,019
7,551	midwife	31	male	clinic	peri_urban	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,552	midwife	20	female	health_centre	urban	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
7,553	midwife	42	female	district	urban	6	1	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
7,554	lab_tech	39	male	health_centre	peri_urban	17	1	0	0	1	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	0	0	1	0	0	2,023
7,555	clinical_officer	30	female	district	remote	0	0	0	1	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
7,556	lab_tech	27	female	district	urban	13	0	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
7,557	chw	32	male	clinic	rural	6	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,558	doctor	40	female	clinic	urban	24	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
7,559	nurse	32	female	clinic	remote	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	1	1	1	0	2,020
7,560	chw	24	male	health_centre	urban	10	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
7,561	nurse	34	female	community	remote	1	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,562	chw	23	male	tertiary	remote	0	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,563	nurse	36	male	health_centre	peri_urban	3	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,564	midwife	36	female	clinic	rural	6	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,565	clinical_officer	39	male	tertiary	rural	6	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
7,566	clinical_officer	33	male	clinic	rural	21	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,567	nurse	45	female	health_centre	urban	7	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,568	chw	20	female	community	rural	6	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,569	chw	64	female	health_centre	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,570	clinical_officer	32	male	health_centre	urban	14	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
7,571	chw	22	female	tertiary	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,572	chw	29	male	health_centre	peri_urban	8	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,573	other	20	female	community	urban	6	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	1	1	1	0	2,020
7,574	nurse	35	male	district	remote	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,575	lab_tech	23	female	district	remote	5	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,576	chw	45	male	health_centre	urban	1	0	1	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,020
7,577	nurse	32	female	health_centre	remote	21	0	0	0	0	1	hiv_management	text_module	openwho	1	4.4	5	1	0	0	1	1	0	0	0	6	2,022
7,578	nurse	46	female	district	urban	3	0	1	1	0	0	other	whatsapp_group	none	0	0	0	0	1	1	0	1	0	0	1	0	2,021
7,579	nurse	20	female	health_centre	urban	3	0	0	0	0	1	maternal_health	whatsapp_group	other	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,580	clinical_officer	29	male	health_centre	urban	7	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,581	midwife	20	female	district	peri_urban	0	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	0	0	0	0	0	2,023
7,582	chw	20	female	district	remote	36	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,583	nurse	40	female	district	peri_urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,584	chw	31	female	community	remote	2	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
7,585	doctor	38	female	health_centre	rural	2	1	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	0	1	0	0	0	0	2,020
7,586	nurse	37	female	health_centre	peri_urban	10	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,587	midwife	32	female	district	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
7,588	other	37	female	district	urban	10	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,589	nurse	30	female	community	remote	10	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,590	clinical_officer	20	female	clinic	remote	21	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,591	other	42	male	community	urban	2	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,592	chw	38	female	district	remote	1	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
7,593	chw	44	male	community	remote	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
7,594	doctor	34	male	tertiary	urban	15	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	1	0	1	1	1	0	0	2,023
7,595	clinical_officer	42	female	clinic	rural	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,596	chw	20	male	district	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
7,597	chw	33	female	community	peri_urban	7	1	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
7,598	clinical_officer	29	male	clinic	peri_urban	10	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
7,599	lab_tech	31	female	health_centre	rural	3	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
7,600	chw	44	female	tertiary	urban	4	0	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021

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