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	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
3,401	clinical_officer	38	female	clinic	peri_urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,023
3,402	doctor	50	female	health_centre	remote	22	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	1	1	1	0	0	0	0	2,023
3,403	nurse	22	female	clinic	peri_urban	6	1	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,404	nurse	27	male	health_centre	remote	7	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	0	0	0	0	2,020
3,405	pharmacist	57	female	clinic	urban	0	1	1	1	1	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	2,023
3,406	doctor	53	male	community	rural	29	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	1	1	1	1	0	0	0	2,022
3,407	other	44	female	clinic	urban	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	0	0	1	0	2,019
3,408	clinical_officer	49	female	district	rural	2	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	2,023
3,409	clinical_officer	39	female	clinic	remote	4	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	2,021
3,410	lab_tech	43	male	health_centre	peri_urban	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	1	1	1	1	0	0	0	2,023
3,411	lab_tech	36	female	health_centre	rural	16	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,020
3,412	chw	35	female	clinic	urban	8	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,413	other	32	male	health_centre	remote	17	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,023
3,414	lab_tech	32	female	health_centre	peri_urban	9	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	0	1	0	0	2,021
3,415	midwife	36	female	health_centre	peri_urban	6	1	0	1	0	1	maternal_health	mobile_app	other	0	0	0	0	0	0	1	0	0	0	0	2,019
3,416	midwife	31	male	district	rural	15	0	0	0	0	1	lab_techniques	text_module	youtube	0	0	0	0	0	1	1	1	0	0	0	2,022
3,417	clinical_officer	60	female	district	rural	13	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,418	chw	46	male	district	remote	13	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	0	1	0	0	2,023
3,419	lab_tech	36	female	health_centre	peri_urban	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	1	0	1	1	1	0	0	0	2,023
3,420	clinical_officer	38	male	health_centre	peri_urban	0	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	1	0	0	0	2,022
3,421	pharmacist	38	male	clinic	rural	2	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,019
3,422	other	45	female	health_centre	peri_urban	6	0	0	0	0	1	mental_health	blended	whatsapp	1	23.9	4	0	0	1	1	1	0	0	5	2,019
3,423	clinical_officer	32	female	community	peri_urban	12	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	0	0	0	0	2,019
3,424	chw	43	male	district	rural	7	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,021
3,425	chw	41	male	community	remote	1	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	1	0	0	0	0	2,021
3,426	nurse	31	female	health_centre	remote	20	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	1	1	1	0	0	0	2,021
3,427	pharmacist	31	male	health_centre	urban	0	1	0	0	1	0	mental_health	blended	none	0	0	0	0	0	1	0	0	1	0	0	2,022
3,428	midwife	36	female	district	urban	2	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	0	2,021
3,429	nurse	48	female	clinic	rural	9	0	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	1	0	0	2,023
3,430	lab_tech	30	male	district	remote	2	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,431	midwife	22	female	clinic	urban	12	1	0	1	1	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	0	2,022
3,432	midwife	44	female	health_centre	remote	9	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,020
3,433	nurse	38	male	tertiary	urban	0	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	2,022
3,434	other	42	female	district	peri_urban	16	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,021
3,435	nurse	34	female	community	remote	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,436	nurse	28	female	district	peri_urban	10	0	1	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,020
3,437	chw	24	male	community	peri_urban	0	1	1	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,438	midwife	36	male	health_centre	rural	5	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,439	chw	36	female	community	rural	1	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	0	1	0	0	2,022
3,440	nurse	37	female	clinic	peri_urban	16	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,441	lab_tech	20	female	health_centre	rural	11	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	2,020
3,442	midwife	51	female	health_centre	peri_urban	32	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	1	1	0	1	0	0	2,022
3,443	chw	20	female	district	peri_urban	9	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,444	lab_tech	29	female	health_centre	rural	1	0	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,021
3,445	nurse	37	female	tertiary	remote	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,446	clinical_officer	27	female	community	urban	7	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	0	1	0	0	2,022
3,447	nurse	21	female	health_centre	urban	19	0	0	0	0	0	other	blended	none	0	0	0	0	1	1	1	1	0	0	0	2,019
3,448	clinical_officer	57	male	health_centre	peri_urban	27	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,020
3,449	midwife	35	male	health_centre	rural	3	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	1	0	2,022
3,450	midwife	25	female	district	peri_urban	11	0	1	0	0	0	maternal_health	video	none	0	0	0	1	0	1	1	0	0	0	0	2,021
3,451	chw	44	female	clinic	rural	12	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,022
3,452	other	29	male	community	peri_urban	7	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	0	1	0	0	2,020
3,453	other	23	female	clinic	remote	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	1	1	1	1	1	0	2,022
3,454	chw	39	female	tertiary	rural	3	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,455	doctor	33	male	tertiary	urban	8	1	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,021
3,456	nurse	31	male	community	urban	9	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	0	1	1	0	2,022
3,457	clinical_officer	35	male	community	peri_urban	7	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	1	0	2,019
3,458	midwife	24	female	clinic	urban	0	1	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	1	0	0	2,020
3,459	clinical_officer	39	male	district	urban	8	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	0	1	0	0	2,019
3,460	nurse	22	male	community	urban	2	1	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	2,022
3,461	nurse	42	female	health_centre	remote	7	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,462	chw	21	female	community	urban	11	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	2,022
3,463	nurse	48	female	health_centre	urban	6	1	0	0	0	0	mental_health	video	none	0	0	0	0	0	1	1	0	1	0	0	2,019
3,464	other	35	male	community	remote	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	2,019
3,465	nurse	30	male	health_centre	urban	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	1	1	1	1	0	0	2,019
3,466	other	34	female	health_centre	remote	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	1	1	0	1	0	0	2,020
3,467	midwife	45	male	community	rural	8	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	0	0	1	0	2,023
3,468	other	20	male	health_centre	urban	23	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	1	0	1	0	1	0	0	2,021
3,469	nurse	45	female	tertiary	urban	6	0	0	0	0	0	emergency_care	video	none	0	0	0	1	1	1	1	0	1	0	0	2,019
3,470	pharmacist	47	female	community	remote	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	1	1	1	0	0	0	0	2,021
3,471	other	38	female	community	rural	48	0	0	0	0	0	leadership	text_module	none	0	0	0	0	1	1	1	0	0	0	0	2,023
3,472	chw	41	female	district	peri_urban	3	0	1	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	1	1	0	0	2,023
3,473	lab_tech	29	male	health_centre	urban	1	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	1	0	0	0	2,021
3,474	nurse	34	female	district	peri_urban	7	1	0	0	0	0	other	simulation	none	0	0	0	0	1	1	1	0	0	0	0	2,020
3,475	chw	42	male	district	urban	1	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	1	1	0	1	0	0	2,021
3,476	chw	26	male	community	urban	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	0	0	0	2,023
3,477	nurse	41	male	clinic	urban	2	0	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	0	0	0	0	2,021
3,478	nurse	31	female	health_centre	urban	0	0	1	0	0	0	maternal_health	whatsapp_group	none	0	0	0	1	0	1	1	0	0	1	0	2,022
3,479	nurse	37	male	clinic	remote	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	0	1	0	0	2,021
3,480	pharmacist	48	male	tertiary	rural	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	1	0	1	1	1	0	0	0	2,023
3,481	lab_tech	30	male	community	urban	4	0	0	1	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	0	1	0	0	2,022
3,482	lab_tech	20	male	tertiary	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	1	1	1	0	1	0	0	2,021
3,483	lab_tech	25	female	health_centre	peri_urban	10	1	1	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	2,022
3,484	nurse	32	female	clinic	peri_urban	8	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	2,023
3,485	chw	29	female	district	urban	2	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	1	0	0	0	0	2,023
3,486	doctor	20	male	clinic	rural	10	0	0	0	0	0	lab_techniques	blended	none	0	0	0	1	0	1	1	0	0	0	0	2,022
3,487	nurse	31	male	clinic	rural	9	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	0	1	0	0	2,022
3,488	lab_tech	40	female	health_centre	rural	12	0	0	0	0	0	other	video	none	0	0	0	0	1	1	1	1	1	0	0	2,021
3,489	midwife	20	female	health_centre	urban	3	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	1	1	1	1	0	0	0	2,023
3,490	midwife	20	male	community	rural	0	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	0	0	1	0	2,020
3,491	nurse	50	female	community	peri_urban	6	1	0	0	1	0	emergency_care	mobile_app	none	0	0	0	0	1	1	0	0	0	0	0	2,019
3,492	clinical_officer	37	male	health_centre	urban	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,023
3,493	nurse	35	male	tertiary	remote	0	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	0	1	0	0	2,022
3,494	other	56	female	district	rural	8	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	2,020
3,495	clinical_officer	48	female	clinic	rural	15	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	2,020
3,496	nurse	20	male	health_centre	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,021
3,497	nurse	33	female	community	rural	8	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	1	0	1	0	0	2,022
3,498	nurse	38	male	tertiary	peri_urban	10	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	0	0	0	0	2,023
3,499	clinical_officer	47	female	community	remote	22	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	0	0	0	0	2,022
3,500	nurse	42	male	health_centre	urban	3	0	1	0	0	0	maternal_health	text_module	none	0	0	0	1	1	1	1	0	0	0	0	2,022

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