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
1,501	nurse	58	male	community	peri_urban	8	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
1,502	chw	26	male	district	urban	0	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,503	midwife	53	female	health_centre	peri_urban	2	1	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
1,504	other	49	male	district	remote	0	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
1,505	chw	31	female	health_centre	peri_urban	23	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,506	nurse	50	male	district	rural	5	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,507	pharmacist	42	male	health_centre	peri_urban	11	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,508	midwife	21	female	tertiary	rural	1	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,509	midwife	34	female	tertiary	urban	2	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,510	chw	53	male	tertiary	urban	2	1	1	1	1	0	data_management	interactive	none	0	0	0	0	1	0	0	0	0	1	0	0	2,021
1,511	clinical_officer	45	female	tertiary	urban	7	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,512	chw	27	male	health_centre	remote	12	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,513	chw	20	female	community	urban	3	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,514	midwife	33	female	health_centre	rural	14	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
1,515	chw	45	female	community	peri_urban	1	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,516	chw	30	male	health_centre	rural	7	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,517	chw	25	female	district	urban	2	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,518	doctor	39	female	health_centre	remote	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,519	lab_tech	33	male	community	rural	0	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
1,520	other	37	male	district	urban	15	1	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,521	doctor	62	female	health_centre	remote	0	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,522	clinical_officer	32	female	district	rural	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,523	chw	37	female	tertiary	peri_urban	11	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	1	0	0	1	0	0	0	0	2,023
1,524	chw	32	male	district	urban	22	0	0	0	0	1	maternal_health	mobile_app	other	1	4.8	2	0	1	0	1	1	0	1	0	5	2,021
1,525	chw	39	male	clinic	rural	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,526	midwife	44	female	district	rural	4	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,527	other	23	male	community	rural	3	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
1,528	nurse	28	male	clinic	peri_urban	53	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,529	pharmacist	30	female	clinic	peri_urban	4	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
1,530	midwife	42	female	clinic	remote	17	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,531	doctor	33	female	district	urban	5	0	1	0	0	1	data_management	mobile_app	custom	1	11.6	6	1	0	0	1	1	0	0	0	3	2,021
1,532	chw	20	female	health_centre	remote	0	0	1	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,533	nurse	53	male	clinic	remote	5	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,534	nurse	31	male	clinic	rural	11	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,535	pharmacist	22	male	health_centre	urban	15	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
1,536	other	26	female	community	rural	8	0	1	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,537	midwife	29	female	community	urban	7	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,538	midwife	32	male	clinic	urban	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,539	other	47	male	community	remote	12	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,540	nurse	44	male	clinic	urban	11	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
1,541	nurse	20	male	health_centre	remote	19	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,542	doctor	44	female	tertiary	urban	31	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,543	clinical_officer	41	female	district	rural	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,544	pharmacist	38	male	clinic	remote	6	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,545	pharmacist	50	female	health_centre	urban	3	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,546	clinical_officer	41	female	health_centre	remote	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,547	midwife	41	male	tertiary	remote	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,019
1,548	lab_tech	55	male	tertiary	remote	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,549	nurse	23	male	clinic	rural	12	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
1,550	clinical_officer	27	male	clinic	remote	14	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,551	clinical_officer	40	male	health_centre	urban	23	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	1	1	1	1	0	1	0	2,023
1,552	clinical_officer	20	female	health_centre	peri_urban	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,553	nurse	38	male	clinic	rural	17	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
1,554	nurse	33	male	health_centre	rural	1	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,555	nurse	45	male	district	remote	25	1	1	0	1	0	leadership	text_module	none	0	0	0	0	0	1	1	0	1	0	1	0	2,021
1,556	chw	47	female	community	peri_urban	12	1	0	0	0	1	data_management	blended	whatsapp	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,557	clinical_officer	20	female	health_centre	peri_urban	8	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,558	other	37	male	community	remote	4	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	1	0	1	1	0	0	0	2,023
1,559	doctor	31	male	health_centre	remote	1	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,560	doctor	35	male	district	peri_urban	32	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,561	doctor	35	female	clinic	remote	20	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	0	1	1	1	1	1	0	2,021
1,562	other	20	male	clinic	remote	14	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,563	nurse	44	male	community	urban	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,564	chw	39	female	community	rural	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,565	nurse	33	male	community	urban	23	0	0	1	0	1	other	interactive	moodle	1	6.2	3	0	0	1	0	1	1	1	0	6	2,022
1,566	chw	22	male	health_centre	rural	5	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	1	0	0	1	1	1	0	0	2,022
1,567	nurse	23	male	community	remote	1	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,568	nurse	37	male	clinic	peri_urban	7	0	0	0	0	1	hiv_management	interactive	openwho	1	5.4	4	0	0	0	1	1	1	0	0	1	2,022
1,569	clinical_officer	29	female	tertiary	rural	2	0	0	0	0	1	infection_prevention	mobile_app	other	1	2.2	9	1	0	0	1	1	0	1	0	4	2,021
1,570	lab_tech	30	male	tertiary	urban	1	1	0	0	1	0	lab_techniques	video	none	0	0	0	0	0	1	1	0	0	0	0	0	2,019
1,571	nurse	35	male	health_centre	rural	15	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,572	nurse	45	female	clinic	remote	7	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,573	lab_tech	44	male	district	remote	2	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,574	other	25	female	community	remote	19	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
1,575	pharmacist	49	female	tertiary	rural	2	0	1	1	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
1,576	clinical_officer	35	male	health_centre	peri_urban	9	0	0	0	0	1	maternal_health	blended	other	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,577	lab_tech	53	male	clinic	rural	6	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,578	clinical_officer	37	male	health_centre	rural	10	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,579	other	20	female	community	rural	6	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,580	chw	29	female	community	urban	2	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,581	pharmacist	43	female	district	rural	10	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	1	1	1	1	1	1	0	0	2,020
1,582	doctor	30	female	clinic	peri_urban	2	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,583	nurse	20	male	clinic	rural	19	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
1,584	clinical_officer	40	female	health_centre	urban	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,585	midwife	39	female	health_centre	peri_urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	1	0	1	1	0	1	1	0	2,021
1,586	chw	34	female	health_centre	rural	19	0	0	1	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
1,587	pharmacist	36	female	community	remote	10	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	2,020
1,588	chw	29	female	health_centre	rural	20	1	1	0	0	0	leadership	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
1,589	nurse	20	female	community	remote	3	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,590	nurse	20	female	health_centre	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,591	nurse	35	female	district	urban	15	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,592	nurse	29	female	health_centre	urban	25	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,593	chw	35	female	health_centre	rural	3	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,594	chw	28	male	community	remote	3	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,595	pharmacist	20	male	community	remote	6	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,596	chw	32	female	community	rural	2	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,597	clinical_officer	23	male	community	remote	39	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,598	clinical_officer	35	female	community	urban	15	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
1,599	other	48	female	community	urban	26	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,600	nurse	41	male	tertiary	urban	17	0	0	0	0	1	lab_techniques	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,022

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