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	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
1,401	pharmacist	49	male	district	peri_urban	14	0	0	0	1	other	text_module	custom	1	1	14.5	2	1	0	0	0	1	1	0	0	0	6	2,022
1,402	midwife	28	male	health_centre	rural	12	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,403	midwife	30	female	clinic	peri_urban	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
1,404	chw	30	male	community	remote	5	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,405	lab_tech	43	female	clinic	urban	12	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
1,406	nurse	20	female	clinic	remote	3	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
1,407	lab_tech	47	male	health_centre	rural	5	0	0	0	1	maternal_health	blended	whatsapp	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,408	chw	39	male	district	peri_urban	15	1	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,409	nurse	29	female	health_centre	peri_urban	0	1	1	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,410	lab_tech	47	female	health_centre	remote	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,411	nurse	21	male	district	rural	5	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,412	lab_tech	51	male	tertiary	urban	9	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,413	other	49	female	community	urban	17	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,019
1,414	chw	43	female	community	urban	8	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,415	nurse	41	female	community	remote	5	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,416	midwife	58	male	community	peri_urban	19	1	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
1,417	other	35	female	health_centre	remote	20	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,020
1,418	doctor	23	male	district	peri_urban	10	0	0	0	1	mental_health	video	moodle	1	1	4.3	2	1	1	0	0	1	1	1	0	1	2	2,022
1,419	nurse	35	female	health_centre	rural	29	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,420	midwife	28	female	community	peri_urban	5	0	0	0	1	lab_techniques	interactive	youtube	1	1	3.6	2	1	0	0	0	1	1	1	0	0	8	2,020
1,421	clinical_officer	42	male	clinic	urban	9	1	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,422	midwife	37	male	clinic	peri_urban	1	1	0	1	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
1,423	nurse	42	female	district	urban	5	0	0	0	1	maternal_health	text_module	openwho	1	0	2.7	3	0	0	0	0	1	1	0	1	0	5	2,019
1,424	nurse	40	female	tertiary	remote	7	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,425	nurse	58	female	health_centre	peri_urban	11	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,426	other	50	female	health_centre	remote	10	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,427	other	20	female	community	remote	8	0	0	1	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,428	pharmacist	22	female	community	urban	8	0	0	1	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,429	other	55	male	clinic	rural	2	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,430	midwife	32	male	district	rural	22	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,431	chw	45	female	health_centre	urban	14	0	0	0	1	mental_health	text_module	openwho	1	0	5.1	5	0	0	0	0	1	1	0	1	1	1	2,023
1,432	clinical_officer	25	male	health_centre	rural	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,433	nurse	37	female	clinic	urban	10	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,434	clinical_officer	40	female	community	rural	12	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,435	clinical_officer	25	male	health_centre	remote	20	0	0	1	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
1,436	midwife	48	female	district	rural	2	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,437	nurse	31	male	district	peri_urban	4	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,438	lab_tech	33	male	clinic	rural	8	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,439	other	37	female	community	peri_urban	16	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
1,440	nurse	25	male	clinic	urban	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,441	midwife	45	female	health_centre	remote	1	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,442	midwife	36	female	health_centre	rural	3	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,443	chw	53	male	community	rural	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,444	midwife	30	female	district	remote	3	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,445	clinical_officer	48	female	district	remote	13	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
1,446	nurse	29	female	community	peri_urban	21	1	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,447	nurse	45	female	health_centre	peri_urban	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,448	midwife	35	female	clinic	rural	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,449	lab_tech	26	female	district	rural	8	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,450	nurse	44	female	district	rural	3	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,451	doctor	34	male	health_centre	peri_urban	6	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
1,452	chw	42	male	community	rural	1	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,453	clinical_officer	40	female	health_centre	rural	7	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,454	chw	30	female	health_centre	rural	9	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,455	midwife	25	male	health_centre	rural	14	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,456	midwife	33	male	health_centre	rural	3	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
1,457	nurse	34	male	health_centre	rural	7	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,458	nurse	27	female	clinic	rural	23	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,020
1,459	other	23	male	district	urban	5	1	0	1	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,460	nurse	44	female	community	rural	44	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,461	nurse	45	female	clinic	peri_urban	3	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,462	doctor	33	female	community	rural	0	1	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,020
1,463	chw	43	female	clinic	urban	15	0	0	1	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,022
1,464	chw	20	male	health_centre	rural	1	0	0	1	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,465	clinical_officer	35	female	health_centre	rural	2	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,466	lab_tech	53	male	health_centre	peri_urban	3	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
1,467	chw	44	male	health_centre	urban	8	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
1,468	lab_tech	31	male	clinic	rural	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
1,469	doctor	32	female	health_centre	urban	4	0	0	0	1	maternal_health	whatsapp_group	openwho	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
1,470	chw	55	female	health_centre	urban	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
1,471	nurse	28	female	district	rural	2	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,022
1,472	clinical_officer	45	female	tertiary	peri_urban	13	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,473	midwife	33	female	district	rural	19	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,474	other	54	female	district	urban	3	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
1,475	other	20	male	district	urban	0	0	1	0	1	hiv_management	mobile_app	moodle	1	0	4.7	9	0	1	0	1	1	1	1	1	0	4	2,022
1,476	other	28	male	clinic	rural	17	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
1,477	chw	34	female	health_centre	rural	3	0	0	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,022
1,478	nurse	25	female	community	rural	3	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
1,479	chw	20	male	district	peri_urban	6	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
1,480	midwife	42	male	community	rural	18	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,481	midwife	23	female	clinic	rural	5	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,482	other	32	female	clinic	peri_urban	12	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,483	doctor	23	male	clinic	rural	14	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,484	other	44	female	community	urban	40	0	0	0	0	other	video	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
1,485	nurse	44	male	district	peri_urban	45	0	0	1	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
1,486	nurse	39	female	community	urban	16	0	0	1	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,487	chw	36	female	health_centre	peri_urban	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
1,488	chw	20	female	community	urban	9	1	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
1,489	nurse	36	male	health_centre	peri_urban	4	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,490	other	29	female	clinic	remote	11	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,491	clinical_officer	29	female	district	peri_urban	4	0	0	1	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,492	clinical_officer	21	female	health_centre	urban	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,493	midwife	37	female	health_centre	urban	23	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,494	other	51	male	tertiary	remote	2	0	0	0	1	hiv_management	video	custom	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,495	lab_tech	35	female	district	urban	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,496	nurse	35	female	tertiary	remote	16	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,497	nurse	38	female	community	rural	4	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
1,498	doctor	43	female	health_centre	urban	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,499	lab_tech	30	male	clinic	peri_urban	1	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,500	nurse	26	male	health_centre	remote	6	1	0	1	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,020

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