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	knowledge_improved int64	confidence_improved int64	peer_sharing 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
5,401	nurse	24	female	health_centre	rural	5	1	0	0	1	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,021
5,402	lab_tech	24	male	health_centre	peri_urban	2	0	1	0	0	1	clinical_skills	video	other	1	0	1.4	5	0	1	0	0	1	1	1	0	0	0	3	2,023
5,403	other	25	male	clinic	rural	4	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	2,021
5,404	nurse	41	male	tertiary	remote	3	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,405	lab_tech	48	female	health_centre	rural	8	0	0	0	0	1	lab_techniques	text_module	openwho	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,406	chw	50	male	health_centre	urban	14	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
5,407	midwife	29	male	district	urban	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,408	doctor	38	female	clinic	remote	9	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
5,409	chw	43	female	clinic	urban	1	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,020
5,410	nurse	38	female	health_centre	rural	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
5,411	midwife	38	female	health_centre	peri_urban	3	0	0	0	0	1	infection_prevention	interactive	custom	1	0	21.4	3	0	1	0	0	0	1	1	1	1	0	6	2,020
5,412	nurse	34	female	clinic	rural	3	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
5,413	nurse	44	female	clinic	rural	11	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,414	chw	30	female	community	peri_urban	7	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
5,415	midwife	30	male	district	rural	4	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,416	pharmacist	31	male	clinic	remote	21	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
5,417	chw	47	female	tertiary	urban	2	1	0	0	0	1	maternal_health	blended	other	1	0	1.5	3	0	0	0	0	1	1	1	0	1	0	9	2,021
5,418	doctor	33	male	health_centre	rural	3	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,419	chw	47	female	community	rural	8	0	0	0	0	1	infection_prevention	blended	moodle	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,420	nurse	37	male	clinic	urban	4	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,421	clinical_officer	36	female	health_centre	peri_urban	0	0	1	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,021
5,422	chw	40	female	clinic	urban	2	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,423	chw	25	female	health_centre	urban	5	0	0	0	0	0	emergency_care	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,424	midwife	37	female	district	urban	11	0	0	1	0	0	leadership	simulation	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
5,425	chw	35	male	tertiary	peri_urban	22	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,426	lab_tech	55	female	district	urban	4	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,427	pharmacist	25	female	community	peri_urban	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	1	1	1	1	0	2,021
5,428	other	20	male	community	remote	28	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,429	chw	35	female	health_centre	peri_urban	1	0	0	1	0	1	maternal_health	text_module	custom	1	0	11.9	3	0	0	0	0	1	0	1	0	0	0	4	2,019
5,430	lab_tech	29	female	clinic	remote	7	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,431	midwife	50	female	community	remote	5	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	2,022
5,432	lab_tech	45	female	clinic	urban	5	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,019
5,433	lab_tech	20	female	tertiary	urban	32	0	0	0	0	1	infection_prevention	text_module	youtube	1	0	1.2	2	0	1	0	0	1	1	1	1	1	0	7	2,019
5,434	nurse	20	female	district	rural	3	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	2,023
5,435	other	20	male	clinic	remote	6	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
5,436	midwife	28	male	clinic	rural	9	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,437	chw	28	male	district	rural	0	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,438	nurse	20	male	clinic	urban	9	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
5,439	midwife	29	male	tertiary	rural	5	1	0	0	1	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	2,023
5,440	midwife	37	male	community	peri_urban	4	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,441	other	43	female	clinic	rural	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	2,021
5,442	doctor	48	male	health_centre	peri_urban	3	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,443	doctor	23	female	health_centre	rural	5	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,019
5,444	clinical_officer	43	male	district	peri_urban	30	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
5,445	nurse	32	male	health_centre	remote	4	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	2,022
5,446	lab_tech	24	female	health_centre	remote	3	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
5,447	other	35	male	district	urban	21	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
5,448	chw	40	male	community	urban	0	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,449	pharmacist	32	male	clinic	remote	9	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	2,022
5,450	doctor	54	female	health_centre	peri_urban	3	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,451	pharmacist	39	male	tertiary	urban	4	0	1	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
5,452	midwife	37	female	district	urban	9	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
5,453	chw	40	female	clinic	peri_urban	13	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
5,454	doctor	34	female	health_centre	peri_urban	5	1	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,455	lab_tech	28	female	community	urban	1	1	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0	2,022
5,456	lab_tech	41	male	health_centre	urban	6	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,457	chw	37	male	clinic	urban	9	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,021
5,458	midwife	22	male	district	remote	0	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,459	midwife	28	female	health_centre	peri_urban	4	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
5,460	chw	20	female	health_centre	urban	1	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,461	other	24	female	health_centre	peri_urban	1	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,462	nurse	36	male	clinic	urban	7	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,463	chw	29	male	district	peri_urban	6	0	0	0	0	1	emergency_care	whatsapp_group	moodle	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,021
5,464	midwife	55	female	community	remote	2	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,465	pharmacist	48	female	district	peri_urban	2	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,466	pharmacist	42	female	clinic	urban	10	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
5,467	chw	43	female	clinic	rural	18	1	0	0	1	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,020
5,468	pharmacist	20	male	health_centre	rural	2	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
5,469	nurse	41	male	community	remote	5	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
5,470	chw	37	male	community	urban	3	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,471	nurse	36	female	clinic	urban	7	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
5,472	nurse	31	female	health_centre	peri_urban	6	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,473	nurse	20	male	tertiary	peri_urban	14	0	0	0	0	1	hiv_management	blended	youtube	1	0	2.8	4	0	0	0	0	0	1	1	0	1	0	3	2,022
5,474	other	37	male	district	rural	3	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
5,475	doctor	49	female	community	remote	16	1	0	0	1	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	2,023
5,476	chw	44	female	health_centre	remote	1	1	0	0	1	0	other	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,020
5,477	midwife	37	female	health_centre	remote	31	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
5,478	chw	49	female	district	remote	3	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,479	midwife	28	female	health_centre	remote	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,480	lab_tech	27	female	community	remote	4	1	0	0	1	0	leadership	simulation	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,022
5,481	nurse	35	female	community	peri_urban	8	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
5,482	chw	28	female	tertiary	rural	9	0	0	0	0	1	lab_techniques	mobile_app	openwho	1	0	5.4	1	0	1	0	0	1	1	1	0	1	0	4	2,022
5,483	nurse	46	male	community	remote	12	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
5,484	nurse	38	male	clinic	remote	4	0	0	0	0	1	lab_techniques	blended	custom	1	1	2.6	2	1	0	1	0	0	1	1	0	0	0	5	2,023
5,485	nurse	32	female	clinic	rural	9	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,486	other	35	female	clinic	peri_urban	14	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,487	doctor	31	female	clinic	urban	5	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
5,488	chw	33	male	community	rural	5	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,489	doctor	47	female	clinic	urban	3	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
5,490	chw	41	female	district	remote	15	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
5,491	clinical_officer	30	male	health_centre	remote	9	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,492	pharmacist	29	female	health_centre	remote	5	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,493	doctor	30	female	health_centre	urban	9	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,494	other	35	female	health_centre	peri_urban	3	1	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	2,021
5,495	pharmacist	38	female	clinic	urban	1	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,496	other	29	male	clinic	rural	16	0	1	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,497	nurse	38	male	tertiary	rural	6	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,498	nurse	20	male	health_centre	urban	7	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,499	chw	27	female	health_centre	remote	15	0	1	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,500	nurse	38	female	health_centre	peri_urban	9	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022

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