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	assessment_passed int64	knowledge_improved 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
1,301	chw	29	female	health_centre	rural	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
1,302	doctor	45	male	health_centre	rural	12	0	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	2,019
1,303	chw	36	male	community	rural	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,304	nurse	24	female	community	urban	1	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,305	clinical_officer	44	female	tertiary	remote	12	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
1,306	clinical_officer	35	female	community	rural	3	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	1	0	1	1	0	0	0	2,020
1,307	chw	24	female	community	peri_urban	13	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,308	nurse	23	female	community	rural	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
1,309	chw	56	female	district	urban	0	0	0	0	0	1	other	mobile_app	custom	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,019
1,310	other	39	female	tertiary	urban	8	0	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,020
1,311	clinical_officer	48	female	health_centre	urban	12	0	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
1,312	doctor	31	male	clinic	remote	2	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,313	clinical_officer	37	male	health_centre	rural	6	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,314	clinical_officer	38	female	district	remote	5	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,315	midwife	25	female	community	peri_urban	5	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,020
1,316	pharmacist	42	female	clinic	peri_urban	0	1	0	0	0	1	lab_techniques	interactive	moodle	1	0	9.4	1	0	0	1	0	0	1	1	1	0	0	5	2,020
1,317	doctor	37	female	community	rural	8	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
1,318	clinical_officer	48	female	health_centre	peri_urban	0	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,319	pharmacist	31	female	health_centre	rural	7	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,320	lab_tech	31	male	community	remote	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,321	midwife	32	female	clinic	rural	8	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,322	nurse	42	female	clinic	rural	8	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
1,323	chw	26	male	district	remote	15	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
1,324	doctor	30	female	clinic	urban	14	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,325	other	31	male	clinic	urban	0	1	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,023
1,326	nurse	20	female	district	rural	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,327	nurse	47	male	community	rural	3	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,328	nurse	50	female	health_centre	peri_urban	2	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,329	midwife	41	female	clinic	remote	4	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
1,330	doctor	43	male	district	peri_urban	6	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	2,022
1,331	lab_tech	33	male	health_centre	urban	0	0	0	1	0	0	data_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
1,332	doctor	38	female	clinic	urban	24	0	0	1	0	0	other	video	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,019
1,333	nurse	29	male	district	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	0	2,023
1,334	other	43	female	community	peri_urban	0	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,335	nurse	42	male	clinic	rural	19	1	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,022
1,336	nurse	42	female	district	remote	0	0	1	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,021
1,337	chw	40	female	district	urban	2	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,338	midwife	27	female	clinic	remote	36	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
1,339	midwife	26	male	clinic	remote	2	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,340	clinical_officer	26	female	community	remote	5	0	0	0	0	1	leadership	text_module	openwho	1	1	6	2	1	1	0	0	0	1	1	1	0	0	2	2,020
1,341	clinical_officer	20	female	clinic	peri_urban	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,020
1,342	lab_tech	27	female	community	rural	13	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,343	nurse	40	male	clinic	peri_urban	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,344	chw	35	female	clinic	urban	16	1	0	0	1	1	emergency_care	blended	other	1	0	1.9	4	0	0	0	0	0	1	0	0	0	0	7	2,021
1,345	clinical_officer	38	female	health_centre	remote	2	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,023
1,346	lab_tech	39	male	health_centre	urban	1	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	2,021
1,347	lab_tech	39	female	health_centre	remote	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,348	nurse	41	female	community	urban	27	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	2,023
1,349	chw	35	female	health_centre	peri_urban	14	0	0	0	0	1	clinical_skills	interactive	whatsapp	1	0	5.8	4	0	0	0	0	0	1	1	1	1	0	4	2,022
1,350	other	48	male	district	rural	24	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,351	other	39	male	health_centre	remote	34	0	1	0	0	1	emergency_care	blended	moodle	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,352	midwife	56	female	district	peri_urban	11	0	0	0	0	1	lab_techniques	blended	whatsapp	1	1	42	4	0	0	1	0	0	1	1	0	1	0	2	2,022
1,353	chw	20	female	health_centre	rural	12	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,354	nurse	48	female	clinic	remote	2	1	0	1	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	2,022
1,355	lab_tech	54	female	clinic	peri_urban	3	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,356	chw	26	male	district	peri_urban	6	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,357	nurse	20	female	health_centre	remote	11	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,358	midwife	35	female	tertiary	rural	1	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,359	lab_tech	40	female	community	rural	3	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,020
1,360	nurse	31	female	health_centre	rural	15	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	2,022
1,361	doctor	27	female	health_centre	peri_urban	5	0	1	0	0	1	data_management	video	other	1	0	1.7	3	0	0	1	0	0	1	1	0	0	0	5	2,022
1,362	lab_tech	26	male	health_centre	peri_urban	0	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,363	nurse	35	female	community	peri_urban	15	1	1	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,364	other	34	male	health_centre	remote	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	1	1	0	2,021
1,365	nurse	43	female	clinic	rural	5	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
1,366	chw	49	male	health_centre	remote	9	0	0	0	0	1	infection_prevention	text_module	youtube	1	0	2.8	10	0	0	0	0	0	1	1	0	0	1	7	2,021
1,367	nurse	35	female	district	peri_urban	16	0	0	0	0	1	data_management	text_module	other	1	0	2.4	3	0	0	0	0	0	1	1	0	0	0	3	2,020
1,368	lab_tech	38	female	district	peri_urban	3	0	0	0	0	1	maternal_health	video	whatsapp	1	0	11.7	2	0	0	1	0	0	1	1	1	0	0	4	2,021
1,369	chw	26	female	clinic	rural	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,370	doctor	21	female	health_centre	rural	5	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,371	other	32	male	clinic	urban	5	1	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	1	1	0	2,021
1,372	pharmacist	45	female	health_centre	urban	0	0	1	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,373	nurse	33	female	clinic	remote	2	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,374	pharmacist	31	female	community	peri_urban	7	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
1,375	doctor	46	male	district	remote	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,376	clinical_officer	38	male	health_centre	urban	4	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,377	pharmacist	48	female	health_centre	remote	16	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,378	clinical_officer	53	female	health_centre	rural	4	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,020
1,379	other	37	male	health_centre	rural	5	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
1,380	doctor	48	female	community	urban	4	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,381	nurse	32	female	health_centre	urban	3	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,382	lab_tech	37	female	health_centre	remote	5	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
1,383	pharmacist	27	female	health_centre	remote	1	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,384	other	31	female	district	remote	8	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,385	midwife	32	female	tertiary	remote	7	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,386	clinical_officer	35	female	health_centre	urban	6	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,023
1,387	nurse	46	male	district	urban	2	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
1,388	chw	33	male	community	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,389	doctor	32	male	clinic	rural	7	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,390	pharmacist	40	male	district	urban	4	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,391	lab_tech	27	female	community	rural	5	0	0	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
1,392	pharmacist	39	male	health_centre	rural	12	0	1	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
1,393	chw	37	female	community	peri_urban	3	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,394	other	23	female	health_centre	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,395	lab_tech	26	male	community	urban	14	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
1,396	chw	35	female	clinic	rural	14	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,019
1,397	nurse	27	female	clinic	peri_urban	1	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,398	chw	32	female	health_centre	peri_urban	2	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,399	chw	28	female	district	rural	13	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,019
1,400	lab_tech	41	male	health_centre	peri_urban	6	0	0	0	0	1	clinical_skills	whatsapp_group	openwho	1	1	2.4	5	1	0	1	0	0	1	1	1	1	0	5	2,021

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