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	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
7,401	chw	38	female	district	rural	3	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
7,402	lab_tech	22	male	health_centre	urban	4	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,403	midwife	42	male	community	remote	15	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
7,404	lab_tech	31	male	community	peri_urban	12	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
7,405	lab_tech	27	male	district	remote	14	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,406	chw	29	male	clinic	rural	1	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
7,407	nurse	33	female	district	urban	16	0	0	0	0	1	hiv_management	text_module	whatsapp	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
7,408	midwife	44	female	health_centre	rural	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,409	chw	43	male	clinic	urban	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,410	nurse	37	male	community	rural	0	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,411	chw	28	male	health_centre	rural	11	0	0	0	0	1	hiv_management	mobile_app	whatsapp	1	0	2.4	2	1	0	0	1	1	0	1	0	1	2,020
7,412	clinical_officer	26	male	clinic	rural	8	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,413	chw	55	female	tertiary	rural	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,414	nurse	25	female	health_centre	rural	19	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,415	chw	29	female	community	rural	10	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
7,416	doctor	51	female	clinic	peri_urban	21	1	0	0	1	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	1	0	2,023
7,417	nurse	31	female	district	urban	11	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,418	clinical_officer	20	female	clinic	remote	1	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	0	1	1	1	1	0	0	2,020
7,419	pharmacist	45	female	tertiary	rural	25	1	0	1	1	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	2,021
7,420	pharmacist	30	male	health_centre	rural	0	0	1	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
7,421	clinical_officer	46	female	community	remote	11	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,422	chw	24	male	tertiary	urban	0	0	1	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,423	midwife	52	female	health_centre	urban	1	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	0	2,021
7,424	doctor	41	male	health_centre	remote	9	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
7,425	nurse	31	female	district	rural	12	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	0	1	1	0	0	0	2,019
7,426	other	37	female	health_centre	urban	0	1	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,427	doctor	30	female	tertiary	peri_urban	2	0	0	0	0	1	hiv_management	blended	other	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,428	nurse	34	female	community	urban	6	0	0	1	0	1	clinical_skills	whatsapp_group	custom	0	0	0	0	0	1	1	0	1	1	0	1	0	2,022
7,429	midwife	50	female	community	peri_urban	3	1	0	1	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
7,430	pharmacist	20	male	health_centre	rural	0	0	0	1	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
7,431	chw	25	female	district	rural	11	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
7,432	clinical_officer	27	male	district	urban	6	0	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
7,433	chw	31	female	health_centre	urban	1	1	0	1	0	1	clinical_skills	text_module	openwho	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
7,434	nurse	26	female	district	urban	19	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
7,435	lab_tech	27	female	clinic	urban	24	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,436	nurse	40	female	district	rural	17	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,437	nurse	29	male	district	remote	10	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
7,438	doctor	46	male	health_centre	rural	2	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,439	doctor	33	male	community	remote	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,440	chw	40	male	clinic	rural	18	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,441	nurse	40	female	district	remote	24	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
7,442	doctor	31	female	community	remote	6	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,443	midwife	47	male	health_centre	rural	14	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	0	2,020
7,444	pharmacist	20	female	district	urban	19	1	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
7,445	other	32	male	community	remote	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,446	chw	34	male	health_centre	urban	22	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,447	other	43	male	community	rural	1	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
7,448	clinical_officer	29	male	clinic	urban	2	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	0	1	1	1	1	0	2,022
7,449	chw	41	male	clinic	remote	10	1	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	0	2,023
7,450	nurse	24	male	tertiary	peri_urban	4	0	0	1	0	1	maternal_health	interactive	other	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
7,451	nurse	37	female	district	peri_urban	17	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
7,452	nurse	36	male	district	remote	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,453	nurse	30	female	district	rural	6	0	0	0	0	1	clinical_skills	whatsapp_group	other	1	1	2.4	2	1	1	1	1	1	0	0	0	5	2,023
7,454	chw	35	male	district	urban	14	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
7,455	chw	33	female	district	peri_urban	10	0	1	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
7,456	chw	20	female	clinic	rural	11	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,457	chw	32	female	community	urban	24	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,458	doctor	40	female	health_centre	rural	4	0	1	0	0	0	mental_health	video	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,459	chw	38	male	district	remote	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	0	1	1	0	0	1	0	2,020
7,460	other	20	female	health_centre	peri_urban	0	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
7,461	lab_tech	26	male	community	rural	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,462	doctor	28	female	district	remote	5	0	0	1	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
7,463	chw	24	male	health_centre	rural	0	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	1	0	1	1	1	0	0	0	2,019
7,464	lab_tech	26	male	district	rural	2	0	0	0	0	1	infection_prevention	text_module	whatsapp	1	0	15.1	3	0	0	0	1	1	0	0	0	1	2,021
7,465	nurse	45	female	health_centre	peri_urban	39	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,466	other	45	female	clinic	remote	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,467	clinical_officer	24	female	health_centre	rural	2	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
7,468	midwife	34	female	clinic	peri_urban	4	1	0	0	0	0	other	video	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,469	lab_tech	30	male	community	peri_urban	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,470	midwife	43	female	clinic	peri_urban	5	0	0	0	0	1	hiv_management	video	custom	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,471	midwife	24	male	clinic	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
7,472	nurse	29	male	district	remote	5	0	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
7,473	chw	24	female	clinic	remote	8	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,474	chw	60	female	community	remote	4	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
7,475	other	43	female	community	rural	4	0	0	0	0	1	maternal_health	text_module	other	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
7,476	other	25	male	community	remote	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,477	lab_tech	39	female	community	remote	5	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,478	other	20	male	clinic	rural	19	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
7,479	lab_tech	44	female	tertiary	remote	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,480	clinical_officer	38	female	clinic	urban	11	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	1	0	2,020
7,481	midwife	35	male	district	urban	12	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
7,482	lab_tech	31	female	health_centre	rural	6	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
7,483	lab_tech	30	female	clinic	urban	12	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,484	other	25	female	community	peri_urban	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
7,485	midwife	23	male	clinic	urban	1	1	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,486	chw	50	male	health_centre	remote	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	0	1	1	0	0	0	0	2,021
7,487	other	61	female	tertiary	rural	8	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,488	chw	22	male	community	remote	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,489	chw	20	female	community	rural	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	1	1	0	2,020
7,490	nurse	36	female	health_centre	urban	0	0	0	1	0	1	leadership	blended	whatsapp	1	0	4.9	4	1	1	0	0	1	0	0	0	3	2,019
7,491	lab_tech	20	female	district	peri_urban	29	1	0	0	0	0	data_management	video	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,492	lab_tech	45	male	community	urban	5	0	0	0	0	1	hiv_management	interactive	custom	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
7,493	nurse	23	male	health_centre	peri_urban	5	1	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
7,494	doctor	27	male	community	peri_urban	8	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,495	midwife	26	male	health_centre	remote	7	0	0	0	0	1	infection_prevention	mobile_app	moodle	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,496	chw	25	male	health_centre	remote	14	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
7,497	clinical_officer	28	male	community	remote	5	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,498	clinical_officer	38	male	community	rural	12	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,499	nurse	32	male	health_centre	peri_urban	11	1	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,500	clinical_officer	35	female	tertiary	peri_urban	2	1	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021

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