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	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
6,401	chw	20	female	health_centre	remote	1	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
6,402	pharmacist	27	female	community	remote	10	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,403	clinical_officer	26	female	health_centre	urban	29	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
6,404	nurse	24	male	clinic	remote	6	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,405	clinical_officer	36	female	clinic	rural	0	1	0	0	1	1	data_management	text_module	whatsapp	1	0	3.8	1	0	0	0	0	1	0	0	0	0	4	2,021
6,406	other	32	female	health_centre	rural	24	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,407	midwife	45	female	tertiary	urban	9	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,408	lab_tech	28	male	health_centre	remote	27	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,409	doctor	31	male	clinic	remote	2	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,410	nurse	37	male	community	urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,411	doctor	62	female	community	peri_urban	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,412	chw	39	female	district	remote	3	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,413	nurse	41	male	district	remote	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,414	lab_tech	50	male	tertiary	remote	0	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,415	clinical_officer	36	female	health_centre	peri_urban	4	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
6,416	midwife	37	female	clinic	remote	17	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,417	nurse	26	male	clinic	peri_urban	1	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,418	other	46	female	health_centre	remote	2	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,020
6,419	midwife	45	female	clinic	urban	9	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,420	nurse	54	female	clinic	rural	11	1	0	0	0	0	other	simulation	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,421	other	23	female	clinic	remote	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,422	chw	20	male	community	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,423	nurse	48	female	clinic	urban	8	1	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
6,424	pharmacist	33	male	district	rural	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,425	nurse	27	male	tertiary	urban	2	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,426	midwife	45	male	health_centre	urban	2	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
6,427	nurse	23	female	health_centre	peri_urban	11	1	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	0	0	1	1	1	0	0	2,023
6,428	doctor	39	male	health_centre	urban	9	1	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
6,429	nurse	29	female	clinic	remote	13	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	2,020
6,430	clinical_officer	33	male	community	remote	29	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,431	nurse	39	female	clinic	peri_urban	8	0	0	0	0	1	infection_prevention	blended	openwho	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,432	nurse	20	male	health_centre	peri_urban	0	0	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,433	clinical_officer	24	female	health_centre	remote	15	0	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
6,434	other	26	female	clinic	peri_urban	3	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
6,435	chw	49	female	tertiary	rural	2	0	0	1	0	1	other	mobile_app	custom	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,436	lab_tech	26	female	district	urban	3	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
6,437	chw	33	female	health_centre	peri_urban	19	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,438	other	49	female	clinic	urban	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
6,439	nurse	35	male	community	urban	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	1	0	2,021
6,440	lab_tech	40	female	health_centre	rural	1	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,441	doctor	41	female	district	urban	9	1	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
6,442	doctor	39	male	community	urban	0	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,443	clinical_officer	37	female	health_centre	rural	4	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
6,444	lab_tech	28	female	community	peri_urban	6	1	0	0	0	1	maternal_health	whatsapp_group	youtube	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,445	doctor	41	female	tertiary	peri_urban	6	0	0	1	0	1	clinical_skills	whatsapp_group	youtube	1	0	3.4	5	0	1	0	0	0	1	0	0	0	7	2,019
6,446	nurse	47	male	health_centre	urban	3	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,447	nurse	20	male	health_centre	urban	0	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
6,448	clinical_officer	42	male	health_centre	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,449	nurse	52	male	tertiary	remote	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,450	chw	22	male	community	urban	2	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,451	clinical_officer	43	female	health_centre	urban	2	0	0	0	0	1	clinical_skills	interactive	whatsapp	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,452	nurse	21	female	community	urban	8	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
6,453	doctor	36	male	health_centre	rural	4	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
6,454	chw	32	female	tertiary	rural	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
6,455	doctor	41	female	health_centre	rural	12	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
6,456	lab_tech	42	male	clinic	peri_urban	15	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,457	clinical_officer	40	female	district	urban	18	0	1	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
6,458	nurse	20	female	health_centre	urban	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,459	nurse	20	female	clinic	rural	40	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,460	midwife	45	female	clinic	peri_urban	15	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,461	midwife	20	female	clinic	rural	9	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
6,462	nurse	33	male	tertiary	peri_urban	4	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,021
6,463	midwife	44	female	health_centre	rural	0	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
6,464	chw	38	female	community	rural	23	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,023
6,465	lab_tech	26	male	health_centre	urban	3	1	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
6,466	doctor	34	female	district	rural	25	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,467	chw	37	female	clinic	rural	3	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,468	chw	42	female	clinic	urban	4	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,469	lab_tech	39	female	health_centre	rural	11	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,470	chw	24	male	community	rural	20	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,471	nurse	42	male	clinic	peri_urban	1	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
6,472	midwife	35	female	district	rural	6	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,473	nurse	35	male	clinic	peri_urban	4	0	0	0	0	1	mental_health	text_module	custom	1	0	5	7	0	0	0	0	1	1	1	1	0	5	2,023
6,474	chw	36	male	clinic	peri_urban	11	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,475	other	29	female	health_centre	peri_urban	12	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,476	lab_tech	35	female	tertiary	peri_urban	11	1	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,477	midwife	49	male	health_centre	peri_urban	2	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,478	nurse	36	male	health_centre	rural	15	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,479	chw	46	male	health_centre	remote	11	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,480	clinical_officer	28	male	district	urban	2	1	0	0	1	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	0	0	2,022
6,481	doctor	40	female	district	peri_urban	2	1	0	0	0	1	data_management	blended	whatsapp	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,482	chw	23	female	health_centre	peri_urban	2	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,483	nurse	58	female	community	urban	0	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	0	0	1	1	0	0	0	2,023
6,484	nurse	38	male	clinic	rural	10	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,485	midwife	32	male	health_centre	remote	11	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,486	clinical_officer	40	female	district	urban	5	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,487	chw	34	female	tertiary	peri_urban	5	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,488	nurse	38	female	health_centre	rural	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
6,489	chw	43	female	clinic	rural	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,490	nurse	32	male	community	remote	13	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,491	nurse	38	male	community	peri_urban	8	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
6,492	doctor	33	female	health_centre	peri_urban	12	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
6,493	chw	28	male	community	rural	9	0	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,494	chw	34	female	clinic	rural	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,495	lab_tech	37	female	tertiary	peri_urban	13	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,496	chw	37	female	clinic	remote	5	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,497	chw	49	male	tertiary	remote	7	0	1	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
6,498	chw	37	female	district	rural	1	1	0	1	1	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	2,023
6,499	doctor	36	female	community	peri_urban	1	0	0	0	0	1	infection_prevention	interactive	moodle	1	1	1.8	4	1	0	0	0	1	1	1	0	0	8	2,022
6,500	clinical_officer	43	female	clinic	peri_urban	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023

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