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	knowledge_improved 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
2,501	nurse	47	male	health_centre	urban	0	1	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,502	nurse	30	female	health_centre	urban	11	1	0	1	1	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	2,022
2,503	midwife	49	male	tertiary	urban	20	0	1	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,504	other	28	female	community	rural	15	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	1	0	2,020
2,505	other	22	female	district	peri_urban	2	0	0	0	0	1	emergency_care	whatsapp_group	youtube	1	1	5.2	2	1	1	1	0	0	1	1	0	0	1	6	2,022
2,506	nurse	26	male	district	urban	2	1	0	1	0	1	other	interactive	whatsapp	1	0	1.5	4	0	0	0	1	0	0	1	0	0	1	3	2,022
2,507	nurse	41	female	health_centre	urban	10	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,508	chw	36	male	clinic	peri_urban	27	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,509	midwife	60	male	health_centre	peri_urban	6	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,510	chw	27	male	district	urban	31	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,511	nurse	20	female	health_centre	peri_urban	9	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
2,512	chw	20	female	district	peri_urban	11	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,019
2,513	pharmacist	23	male	clinic	urban	14	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,514	nurse	22	male	community	remote	10	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,515	doctor	36	male	tertiary	urban	0	1	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,516	chw	30	male	clinic	rural	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,517	midwife	20	male	health_centre	urban	0	0	0	0	0	1	maternal_health	text_module	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,518	midwife	30	female	health_centre	remote	6	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,519	midwife	39	male	community	urban	12	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,520	lab_tech	22	female	district	peri_urban	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,521	chw	47	female	clinic	peri_urban	9	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,522	clinical_officer	26	male	health_centre	rural	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
2,523	clinical_officer	51	male	tertiary	remote	1	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,524	doctor	34	female	clinic	peri_urban	6	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
2,525	midwife	40	male	community	urban	7	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,526	chw	32	female	health_centre	rural	8	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,527	chw	35	female	tertiary	peri_urban	6	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
2,528	chw	24	female	health_centre	peri_urban	19	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,529	nurse	20	male	clinic	urban	6	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
2,530	other	40	female	clinic	urban	8	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,531	clinical_officer	56	female	district	rural	7	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
2,532	chw	49	female	health_centre	urban	6	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
2,533	other	26	female	health_centre	remote	0	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
2,534	doctor	39	female	community	remote	1	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,535	chw	28	female	health_centre	remote	3	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,536	pharmacist	29	female	clinic	peri_urban	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,537	chw	39	female	community	peri_urban	0	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,538	lab_tech	32	female	health_centre	remote	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,539	chw	27	female	clinic	peri_urban	21	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
2,540	other	33	male	clinic	urban	33	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	2,021
2,541	clinical_officer	50	male	health_centre	rural	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
2,542	nurse	32	female	clinic	rural	6	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,543	chw	30	male	health_centre	urban	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,544	nurse	42	female	health_centre	rural	2	0	0	0	0	1	hiv_management	blended	openwho	1	0	1.4	3	0	0	0	0	0	1	1	0	0	1	5	2,023
2,545	clinical_officer	37	female	community	rural	2	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
2,546	chw	34	male	district	rural	13	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,547	chw	20	male	health_centre	remote	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,548	midwife	30	female	health_centre	rural	11	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
2,549	clinical_officer	44	male	clinic	rural	3	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,550	nurse	29	male	district	peri_urban	8	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,551	nurse	20	male	health_centre	rural	1	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,552	clinical_officer	52	female	clinic	urban	11	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
2,553	nurse	49	female	tertiary	peri_urban	8	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,554	nurse	30	male	tertiary	remote	5	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,555	nurse	31	male	community	peri_urban	16	1	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,020
2,556	lab_tech	48	male	health_centre	rural	13	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,023
2,557	lab_tech	33	female	district	remote	0	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,558	other	36	male	health_centre	remote	45	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,559	nurse	31	male	clinic	peri_urban	3	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
2,560	lab_tech	34	male	health_centre	rural	0	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
2,561	lab_tech	32	female	district	urban	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
2,562	lab_tech	49	female	tertiary	urban	1	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,563	lab_tech	39	female	clinic	remote	4	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
2,564	clinical_officer	37	female	clinic	urban	17	1	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,565	nurse	25	male	health_centre	urban	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,566	chw	21	female	district	urban	7	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
2,567	doctor	39	male	health_centre	rural	13	1	1	0	1	1	infection_prevention	whatsapp_group	other	1	0	9.1	4	0	0	1	0	0	1	0	1	0	0	4	2,022
2,568	clinical_officer	27	female	clinic	urban	0	0	0	1	0	1	emergency_care	blended	youtube	1	0	4.8	3	0	0	1	0	1	0	1	1	1	0	4	2,023
2,569	nurse	29	female	tertiary	remote	0	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,570	midwife	24	female	tertiary	urban	0	1	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,020
2,571	pharmacist	25	female	community	urban	11	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	1	1	0	2,021
2,572	chw	33	male	tertiary	rural	0	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,573	chw	23	female	district	urban	2	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,574	midwife	35	female	community	remote	7	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,575	doctor	36	male	clinic	remote	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,576	chw	49	female	community	rural	9	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
2,577	clinical_officer	20	male	clinic	remote	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,578	nurse	34	female	health_centre	peri_urban	0	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,579	doctor	33	male	community	urban	3	0	0	1	0	1	hiv_management	text_module	moodle	1	0	7.7	4	0	0	0	0	0	0	1	1	0	0	3	2,021
2,580	nurse	24	male	health_centre	rural	10	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
2,581	nurse	42	female	district	peri_urban	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,019
2,582	clinical_officer	26	female	district	urban	1	0	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,583	other	40	female	community	rural	6	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,584	nurse	35	female	health_centre	urban	4	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,585	midwife	20	female	district	peri_urban	2	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,586	midwife	40	female	community	rural	23	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,587	pharmacist	36	male	community	peri_urban	6	1	0	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
2,588	chw	42	female	district	peri_urban	6	1	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
2,589	nurse	39	female	health_centre	rural	2	1	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
2,590	clinical_officer	27	female	tertiary	peri_urban	14	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,591	pharmacist	20	female	district	peri_urban	10	0	1	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,592	doctor	33	female	health_centre	peri_urban	12	1	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,593	midwife	40	male	district	urban	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,594	other	28	female	health_centre	remote	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
2,595	other	49	male	health_centre	peri_urban	24	0	0	0	0	1	data_management	whatsapp_group	openwho	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,596	nurse	22	female	tertiary	remote	16	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
2,597	lab_tech	31	female	health_centre	urban	5	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,598	chw	39	female	district	rural	12	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,599	nurse	38	female	clinic	urban	3	0	0	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
2,600	chw	41	female	health_centre	remote	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022

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