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	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
6,301	midwife	32	female	clinic	remote	10	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,302	chw	38	male	community	rural	2	0	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
6,303	nurse	35	male	community	rural	4	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	2,023
6,304	other	51	female	health_centre	peri_urban	10	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,305	lab_tech	31	male	district	rural	11	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,306	lab_tech	52	female	district	remote	2	0	1	0	0	1	clinical_skills	text_module	other	1	1	1.7	4	1	0	0	0	0	1	1	0	0	1	7	2,023
6,307	lab_tech	50	male	health_centre	remote	10	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,308	nurse	45	female	tertiary	urban	13	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
6,309	doctor	38	male	community	urban	11	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,310	nurse	25	male	community	urban	7	1	0	0	0	1	clinical_skills	text_module	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,311	clinical_officer	40	male	health_centre	peri_urban	8	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,312	chw	44	female	clinic	urban	21	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,313	nurse	22	female	health_centre	rural	8	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,314	chw	33	female	district	rural	0	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,315	clinical_officer	50	male	district	rural	2	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,316	midwife	23	female	district	peri_urban	0	0	0	0	0	1	clinical_skills	text_module	custom	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
6,317	doctor	52	female	community	rural	16	1	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,318	nurse	29	female	community	peri_urban	5	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,020
6,319	chw	38	female	district	urban	8	1	0	1	0	1	hiv_management	text_module	openwho	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,320	doctor	41	female	clinic	rural	16	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,321	chw	24	female	community	urban	6	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,322	other	49	female	district	rural	13	0	1	0	0	1	infection_prevention	interactive	youtube	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,021
6,323	lab_tech	44	female	community	urban	12	1	0	0	1	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	2,022
6,324	clinical_officer	28	female	tertiary	remote	1	1	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,325	other	50	female	district	urban	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,022
6,326	clinical_officer	41	male	district	rural	24	0	0	0	0	1	hiv_management	text_module	whatsapp	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,327	nurse	49	female	health_centre	remote	2	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
6,328	nurse	36	female	clinic	remote	22	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,329	pharmacist	42	female	district	peri_urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,022
6,330	nurse	42	female	community	urban	1	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,331	doctor	42	female	district	rural	8	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,332	midwife	28	female	district	urban	31	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
6,333	midwife	26	male	health_centre	remote	15	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
6,334	chw	49	female	district	peri_urban	3	1	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,023
6,335	nurse	28	male	district	rural	3	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	2,022
6,336	midwife	32	male	clinic	remote	24	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	2,023
6,337	pharmacist	44	female	tertiary	peri_urban	1	1	0	0	1	1	data_management	interactive	other	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	2,019
6,338	nurse	48	female	community	rural	6	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,339	pharmacist	34	male	clinic	rural	5	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
6,340	pharmacist	45	male	health_centre	rural	15	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,019
6,341	nurse	32	female	health_centre	urban	0	0	0	0	0	1	infection_prevention	video	moodle	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,342	doctor	20	male	health_centre	rural	5	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,343	chw	51	female	clinic	urban	0	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,019
6,344	midwife	31	female	clinic	rural	3	1	0	1	0	1	infection_prevention	text_module	whatsapp	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
6,345	nurse	44	female	health_centre	urban	10	1	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,346	nurse	42	male	district	rural	9	0	1	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
6,347	nurse	20	female	clinic	remote	1	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,348	clinical_officer	30	male	health_centre	rural	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,349	pharmacist	22	male	clinic	remote	1	0	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,350	nurse	27	male	community	urban	18	1	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,020
6,351	other	20	male	health_centre	urban	2	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,352	doctor	34	male	clinic	rural	4	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,353	lab_tech	23	female	community	remote	4	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,354	nurse	57	female	health_centre	urban	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,355	clinical_officer	43	female	health_centre	rural	23	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
6,356	nurse	34	female	community	urban	7	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,020
6,357	chw	20	female	district	rural	15	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,358	lab_tech	45	female	health_centre	urban	11	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,359	chw	20	female	health_centre	rural	27	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	2,019
6,360	chw	36	female	district	peri_urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,361	doctor	30	female	health_centre	rural	17	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
6,362	pharmacist	42	female	clinic	rural	1	0	0	0	0	1	emergency_care	text_module	custom	1	0	5.5	3	0	1	0	0	1	1	1	1	1	0	4	2,023
6,363	pharmacist	30	male	tertiary	urban	21	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,364	midwife	34	male	health_centre	peri_urban	12	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	2,022
6,365	other	20	female	health_centre	urban	6	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
6,366	chw	56	male	health_centre	remote	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,367	midwife	34	female	clinic	rural	1	1	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,368	lab_tech	28	female	health_centre	urban	2	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,023
6,369	lab_tech	34	male	clinic	rural	5	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,370	clinical_officer	21	female	community	rural	0	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
6,371	nurse	35	male	community	peri_urban	6	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,022
6,372	midwife	43	male	district	remote	1	0	0	0	0	1	other	text_module	moodle	1	0	3	1	0	1	0	0	0	1	1	0	1	1	4	2,023
6,373	chw	20	female	district	urban	2	0	1	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,022
6,374	pharmacist	22	male	district	remote	7	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,021
6,375	nurse	42	male	health_centre	peri_urban	3	1	0	0	0	0	data_management	simulation	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,376	clinical_officer	20	female	clinic	remote	10	0	1	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,023
6,377	doctor	45	female	clinic	urban	12	1	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	2,021
6,378	nurse	40	female	clinic	peri_urban	8	0	0	0	0	1	mental_health	video	openwho	1	0	5.1	3	0	0	0	0	0	1	1	1	1	0	6	2,021
6,379	chw	20	female	district	peri_urban	1	1	0	0	1	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	1	0	2,022
6,380	pharmacist	52	male	district	remote	8	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,381	doctor	36	female	health_centre	rural	11	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
6,382	nurse	21	female	health_centre	urban	23	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
6,383	chw	30	female	clinic	rural	36	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,384	lab_tech	29	female	community	remote	1	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,385	chw	20	female	district	peri_urban	0	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,386	other	51	male	health_centre	urban	15	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,387	other	26	female	community	rural	2	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,388	nurse	36	male	health_centre	remote	7	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,389	midwife	47	female	clinic	rural	0	1	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	2,023
6,390	nurse	40	female	health_centre	remote	3	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,391	chw	37	male	health_centre	peri_urban	13	0	0	0	0	1	maternal_health	whatsapp_group	youtube	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,392	lab_tech	49	female	health_centre	remote	9	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,019
6,393	chw	25	male	community	remote	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,022
6,394	nurse	34	male	district	urban	5	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	2,019
6,395	midwife	39	female	district	peri_urban	11	0	0	0	0	1	maternal_health	mobile_app	whatsapp	1	0	11.2	5	0	1	0	0	0	1	1	1	1	0	4	2,023
6,396	doctor	20	male	district	peri_urban	7	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,397	doctor	24	male	community	urban	1	0	0	0	0	1	maternal_health	blended	youtube	1	1	2.3	1	1	1	1	0	0	1	1	1	0	1	3	2,022
6,398	clinical_officer	36	male	community	rural	17	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	1	0	0	2,021
6,399	lab_tech	53	male	health_centre	remote	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,019
6,400	nurse	34	male	community	peri_urban	5	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022

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