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
2,401	midwife	52	female	tertiary	peri_urban	7	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,402	midwife	36	male	health_centre	rural	12	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
2,403	nurse	53	female	clinic	peri_urban	3	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,404	clinical_officer	47	female	tertiary	rural	4	0	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
2,405	nurse	40	male	community	urban	9	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,406	midwife	47	male	district	remote	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,020
2,407	other	24	female	clinic	urban	5	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
2,408	midwife	43	male	clinic	rural	3	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
2,409	pharmacist	45	female	health_centre	rural	22	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,410	doctor	31	female	clinic	peri_urban	5	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,411	midwife	37	female	district	remote	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
2,412	chw	20	female	clinic	remote	11	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,413	lab_tech	33	male	tertiary	peri_urban	4	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
2,414	doctor	44	female	community	remote	7	0	0	0	0	1	emergency_care	text_module	youtube	1	0	4.3	6	0	0	0	0	1	1	1	0	1	0	4	2,021
2,415	other	24	male	clinic	urban	17	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,416	nurse	50	female	community	urban	22	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,417	doctor	26	female	health_centre	urban	11	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,418	clinical_officer	41	female	community	rural	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,419	doctor	28	female	district	rural	30	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,420	nurse	20	female	clinic	remote	12	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,421	doctor	43	female	health_centre	urban	1	0	0	0	0	1	emergency_care	blended	custom	1	0	7.1	4	0	0	0	0	0	1	1	0	1	0	3	2,021
2,422	nurse	29	female	community	rural	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,423	clinical_officer	36	male	district	peri_urban	4	0	1	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
2,424	clinical_officer	25	male	health_centre	peri_urban	9	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,022
2,425	chw	44	female	district	peri_urban	14	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,426	chw	35	female	community	rural	11	0	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
2,427	pharmacist	28	female	clinic	rural	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
2,428	chw	44	female	district	peri_urban	9	1	1	1	1	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2,020
2,429	nurse	35	female	community	peri_urban	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
2,430	nurse	42	male	health_centre	peri_urban	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,431	midwife	41	male	clinic	rural	15	0	0	0	0	1	leadership	interactive	openwho	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,432	nurse	27	female	health_centre	rural	6	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,433	doctor	50	male	community	remote	24	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,434	nurse	33	female	district	remote	21	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	2,022
2,435	midwife	37	female	community	remote	9	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,436	chw	50	female	district	rural	5	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
2,437	clinical_officer	39	male	community	rural	24	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
2,438	lab_tech	41	female	clinic	peri_urban	6	1	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
2,439	midwife	36	female	health_centre	rural	10	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,440	lab_tech	21	male	clinic	rural	12	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
2,441	nurse	49	female	health_centre	urban	7	1	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,023
2,442	chw	24	female	health_centre	rural	14	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,443	pharmacist	29	female	district	rural	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,444	nurse	40	female	clinic	rural	24	0	1	0	0	1	clinical_skills	blended	other	1	0	5.5	4	0	0	1	0	1	1	1	1	0	0	5	2,022
2,445	clinical_officer	32	female	clinic	rural	11	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,446	chw	41	female	clinic	rural	5	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	2,023
2,447	chw	38	male	community	peri_urban	0	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,019
2,448	nurse	30	female	community	urban	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
2,449	chw	36	male	clinic	urban	0	1	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,450	midwife	32	female	health_centre	remote	6	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,451	nurse	42	male	district	peri_urban	1	0	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
2,452	other	45	male	clinic	remote	25	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,453	chw	32	male	district	urban	25	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
2,454	other	43	female	clinic	remote	3	0	1	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,455	clinical_officer	20	male	community	urban	0	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,456	chw	37	female	community	urban	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
2,457	pharmacist	41	female	community	rural	4	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,458	midwife	32	male	district	remote	11	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,459	nurse	34	female	health_centre	urban	6	0	0	0	0	1	clinical_skills	video	other	1	0	11.6	2	0	0	1	0	0	1	1	0	0	0	3	2,021
2,460	nurse	56	male	tertiary	remote	4	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,461	midwife	65	female	health_centre	urban	3	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
2,462	midwife	22	male	health_centre	remote	7	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,463	clinical_officer	35	female	district	rural	1	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,464	doctor	26	male	tertiary	peri_urban	5	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
2,465	lab_tech	32	male	tertiary	urban	12	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
2,466	nurse	37	female	district	rural	0	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	2,019
2,467	nurse	38	male	clinic	peri_urban	4	0	0	0	0	1	leadership	whatsapp_group	openwho	1	0	4.7	5	0	0	0	0	1	1	1	1	0	0	2	2,021
2,468	midwife	46	female	health_centre	peri_urban	29	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
2,469	chw	30	female	health_centre	remote	11	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
2,470	doctor	41	male	health_centre	urban	6	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
2,471	chw	45	female	health_centre	peri_urban	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,472	lab_tech	48	female	district	rural	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,473	lab_tech	28	male	district	urban	6	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,474	nurse	39	female	community	peri_urban	3	1	0	1	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	2,022
2,475	midwife	45	female	health_centre	rural	8	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,476	doctor	44	female	health_centre	urban	15	1	0	0	0	1	other	interactive	other	1	0	5.5	4	0	0	0	0	0	1	1	0	1	0	3	2,020
2,477	other	49	male	health_centre	rural	25	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,478	nurse	35	female	health_centre	urban	16	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,023
2,479	midwife	20	female	health_centre	rural	22	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,480	lab_tech	47	female	health_centre	rural	7	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
2,481	chw	20	male	tertiary	remote	9	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,482	midwife	20	male	district	urban	20	0	0	0	0	1	hiv_management	mobile_app	other	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,483	pharmacist	20	female	health_centre	urban	3	1	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,021
2,484	chw	33	male	health_centre	rural	11	0	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
2,485	nurse	30	male	district	peri_urban	0	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,019
2,486	doctor	36	male	community	remote	0	1	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,487	chw	42	male	health_centre	urban	2	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
2,488	lab_tech	40	male	health_centre	rural	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
2,489	pharmacist	35	male	district	rural	4	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,490	chw	43	male	district	rural	2	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
2,491	lab_tech	27	male	health_centre	urban	44	0	1	0	0	1	lab_techniques	whatsapp_group	custom	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,492	chw	50	male	health_centre	urban	8	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
2,493	doctor	45	female	health_centre	remote	9	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
2,494	midwife	43	female	district	rural	0	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,022
2,495	clinical_officer	33	female	health_centre	urban	2	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
2,496	doctor	37	female	district	urban	8	0	1	0	0	1	clinical_skills	whatsapp_group	whatsapp	1	1	8.2	2	1	1	0	0	1	1	1	0	0	0	3	2,022
2,497	nurse	29	male	community	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
2,498	clinical_officer	33	female	district	remote	7	1	0	0	0	1	clinical_skills	interactive	other	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,022
2,499	chw	31	male	health_centre	rural	1	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,500	chw	34	female	district	remote	2	0	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021

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