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
4,401	doctor	28	male	health_centre	peri_urban	6	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
4,402	chw	51	female	clinic	rural	1	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,403	pharmacist	28	male	health_centre	peri_urban	2	1	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
4,404	clinical_officer	39	female	clinic	rural	10	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,020
4,405	chw	44	female	community	peri_urban	3	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
4,406	nurse	26	male	clinic	rural	12	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,407	doctor	32	male	community	rural	2	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,408	clinical_officer	27	male	district	rural	15	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,409	chw	27	female	clinic	rural	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,410	nurse	49	male	district	rural	18	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,411	nurse	30	female	clinic	rural	19	0	0	0	0	1	emergency_care	simulation	custom	1	6	2	0	1	0	1	1	0	0	0	4	2,022
4,412	nurse	29	female	health_centre	remote	3	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
4,413	chw	34	female	community	urban	2	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
4,414	nurse	29	female	district	urban	0	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,415	nurse	36	female	district	remote	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
4,416	chw	35	male	clinic	rural	5	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
4,417	lab_tech	29	female	district	rural	2	0	0	0	0	1	other	blended	moodle	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,418	nurse	34	female	district	peri_urban	10	0	0	0	0	1	infection_prevention	whatsapp_group	youtube	1	3.3	2	0	1	1	1	1	0	0	0	5	2,023
4,419	chw	27	female	district	remote	2	0	0	1	0	0	hiv_management	video	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
4,420	chw	51	male	clinic	remote	5	1	0	0	1	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	0	0	1	0	2,020
4,421	other	35	female	health_centre	urban	2	0	0	0	0	1	emergency_care	text_module	whatsapp	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,422	other	46	female	tertiary	remote	13	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
4,423	chw	32	female	tertiary	rural	7	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
4,424	doctor	44	female	district	peri_urban	0	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
4,425	chw	27	female	district	rural	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
4,426	doctor	33	female	district	remote	9	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
4,427	chw	29	male	district	urban	0	0	0	0	0	1	data_management	interactive	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,428	lab_tech	37	male	district	rural	0	0	1	0	0	1	maternal_health	video	moodle	1	5.2	2	1	0	0	1	1	0	1	0	7	2,022
4,429	chw	40	male	district	rural	9	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,430	other	32	female	clinic	urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,431	lab_tech	37	female	community	urban	27	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	0	1	1	0	1	1	0	2,022
4,432	other	42	female	health_centre	remote	18	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
4,433	chw	27	female	clinic	rural	0	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
4,434	clinical_officer	20	female	tertiary	remote	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4,435	midwife	47	male	community	remote	6	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,436	nurse	32	female	health_centre	rural	0	0	1	0	0	0	mental_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,437	chw	45	male	tertiary	remote	4	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,019
4,438	nurse	38	female	clinic	rural	4	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
4,439	lab_tech	36	female	health_centre	peri_urban	5	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
4,440	chw	22	female	tertiary	rural	7	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,441	midwife	43	male	community	rural	0	1	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,442	nurse	22	male	district	rural	13	0	0	0	0	1	leadership	blended	custom	1	4.8	6	1	0	1	1	1	0	0	0	2	2,023
4,443	chw	34	male	health_centre	urban	11	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,444	nurse	35	female	health_centre	rural	6	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,445	chw	40	female	district	urban	11	0	0	0	0	1	emergency_care	blended	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,446	doctor	32	female	community	rural	2	1	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
4,447	other	41	female	community	rural	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,448	other	33	male	clinic	peri_urban	15	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
4,449	lab_tech	28	male	health_centre	rural	1	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
4,450	other	34	male	clinic	rural	17	1	0	0	0	1	clinical_skills	blended	moodle	1	8.3	2	1	0	0	1	1	0	0	0	1	2,023
4,451	midwife	36	male	health_centre	remote	0	1	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
4,452	other	48	female	district	urban	1	1	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	2,021
4,453	lab_tech	23	male	community	urban	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,454	pharmacist	55	female	district	remote	3	0	0	0	0	1	emergency_care	text_module	moodle	0	0	0	0	0	1	1	1	0	0	0	0	2,021
4,455	clinical_officer	41	male	health_centre	remote	5	1	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,456	chw	43	male	health_centre	remote	21	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,457	midwife	34	male	health_centre	urban	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,458	nurse	20	female	district	rural	2	0	1	0	0	0	data_management	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	0	0	2,022
4,459	other	40	female	health_centre	urban	9	1	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
4,460	midwife	50	female	health_centre	rural	36	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,461	chw	26	female	clinic	remote	19	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,462	clinical_officer	43	female	health_centre	remote	6	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
4,463	midwife	35	male	district	peri_urban	1	1	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,464	midwife	50	female	district	urban	25	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
4,465	pharmacist	45	female	health_centre	urban	19	1	0	1	1	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	0	0	0	2,021
4,466	chw	27	female	clinic	urban	21	1	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,019
4,467	nurse	38	male	community	rural	4	0	1	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,468	chw	31	female	clinic	urban	2	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,469	midwife	23	male	community	urban	6	1	1	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
4,470	clinical_officer	32	male	clinic	remote	4	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
4,471	nurse	48	female	clinic	urban	5	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
4,472	other	20	female	health_centre	peri_urban	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,473	chw	45	male	health_centre	remote	17	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,474	chw	26	male	health_centre	urban	12	0	0	0	0	1	maternal_health	interactive	moodle	1	2.4	3	0	0	0	1	1	1	0	0	5	2,022
4,475	midwife	37	female	clinic	rural	21	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,019
4,476	nurse	34	female	district	peri_urban	21	1	1	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	1	0	2,021
4,477	nurse	54	male	health_centre	urban	8	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
4,478	doctor	28	female	community	peri_urban	5	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
4,479	midwife	32	female	community	rural	1	0	0	1	0	0	other	simulation	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
4,480	clinical_officer	36	male	clinic	urban	0	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
4,481	doctor	46	female	clinic	remote	24	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	1	0	2,023
4,482	other	25	female	health_centre	rural	6	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,483	nurse	31	female	tertiary	urban	2	0	0	0	0	1	leadership	text_module	youtube	1	18.4	7	1	0	0	1	1	0	0	0	4	2,021
4,484	lab_tech	34	female	tertiary	peri_urban	18	0	0	0	0	1	leadership	text_module	youtube	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,485	nurse	51	male	clinic	peri_urban	5	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	2,021
4,486	doctor	36	male	community	peri_urban	10	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,487	nurse	44	male	community	rural	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,488	other	59	female	clinic	remote	0	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,489	lab_tech	30	female	clinic	rural	3	1	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,490	chw	52	male	clinic	remote	5	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
4,491	midwife	32	male	clinic	rural	0	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
4,492	clinical_officer	38	female	community	urban	1	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
4,493	nurse	29	male	health_centre	urban	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,494	nurse	29	female	health_centre	remote	1	0	0	1	0	1	hiv_management	blended	other	1	3.2	4	0	0	1	0	1	0	0	0	7	2,020
4,495	chw	24	male	clinic	rural	9	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,496	chw	45	male	community	remote	8	0	0	0	0	1	clinical_skills	mobile_app	other	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,497	doctor	35	female	clinic	peri_urban	1	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
4,498	clinical_officer	37	female	health_centre	urban	7	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
4,499	midwife	32	female	community	remote	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
4,500	other	30	male	clinic	rural	1	1	0	0	1	0	emergency_care	blended	none	0	0	0	0	0	0	1	0	0	0	0	0	2,021

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