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	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
5,701	nurse	39	female	tertiary	urban	1	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
5,702	nurse	36	female	tertiary	remote	3	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
5,703	chw	41	female	clinic	urban	4	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,704	other	41	male	community	remote	1	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,705	nurse	40	female	district	remote	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,706	clinical_officer	30	female	health_centre	rural	31	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,707	chw	25	male	district	urban	7	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,708	clinical_officer	44	female	health_centre	remote	16	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,709	doctor	20	female	clinic	peri_urban	4	1	0	0	0	1	maternal_health	interactive	custom	1	11.3	2	1	0	1	1	1	1	0	0	5	2,020
5,710	nurse	28	female	health_centre	peri_urban	19	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,711	midwife	50	female	health_centre	remote	0	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
5,712	lab_tech	31	female	clinic	remote	3	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,019
5,713	nurse	39	male	district	remote	6	0	0	0	0	1	maternal_health	text_module	custom	1	11.7	5	0	0	0	1	1	1	1	0	2	2,022
5,714	nurse	23	female	district	remote	0	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,715	clinical_officer	29	female	district	rural	13	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,716	clinical_officer	44	female	district	remote	11	0	1	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,717	chw	35	female	clinic	peri_urban	7	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,718	chw	36	male	district	urban	6	1	0	0	1	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	0	2,023
5,719	nurse	33	female	community	peri_urban	5	0	0	0	0	1	emergency_care	interactive	whatsapp	0	0	0	0	0	0	1	1	1	1	0	0	2,020
5,720	lab_tech	52	female	district	peri_urban	0	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,721	clinical_officer	41	male	district	peri_urban	25	0	0	0	0	1	clinical_skills	blended	whatsapp	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,722	nurse	29	female	health_centre	urban	4	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,723	nurse	40	male	health_centre	rural	13	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
5,724	lab_tech	32	male	clinic	remote	50	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
5,725	nurse	39	male	tertiary	remote	4	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
5,726	other	35	female	district	rural	0	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,727	doctor	20	female	clinic	peri_urban	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,020
5,728	midwife	27	female	district	peri_urban	1	0	0	0	0	1	leadership	text_module	whatsapp	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,729	midwife	49	male	district	peri_urban	11	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
5,730	other	58	female	district	urban	1	1	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,021
5,731	chw	43	male	district	urban	0	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,732	other	37	male	district	peri_urban	4	0	1	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,733	clinical_officer	21	female	tertiary	peri_urban	18	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,020
5,734	midwife	31	female	health_centre	urban	16	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,735	clinical_officer	22	male	health_centre	remote	2	1	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
5,736	midwife	21	male	district	urban	19	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,737	midwife	41	female	health_centre	remote	3	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
5,738	clinical_officer	27	female	clinic	remote	21	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
5,739	doctor	27	female	community	rural	7	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,740	clinical_officer	45	female	health_centre	remote	2	0	0	0	0	0	hiv_management	video	none	0	0	0	0	1	0	1	1	1	0	0	0	2,020
5,741	chw	26	male	clinic	remote	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
5,742	chw	44	male	community	peri_urban	1	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,743	pharmacist	31	female	clinic	peri_urban	3	0	0	0	0	1	hiv_management	blended	moodle	1	0.6	2	0	0	0	1	1	0	0	0	4	2,022
5,744	clinical_officer	33	male	community	remote	6	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
5,745	other	42	female	tertiary	rural	14	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
5,746	midwife	47	female	health_centre	urban	3	0	0	1	0	1	data_management	interactive	custom	1	2.5	1	0	0	1	0	1	1	0	1	3	2,022
5,747	chw	29	male	clinic	rural	4	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,748	other	37	female	district	peri_urban	15	0	1	1	0	1	emergency_care	video	youtube	1	2.5	5	0	0	0	0	1	0	0	1	5	2,022
5,749	clinical_officer	31	female	tertiary	urban	7	1	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,750	lab_tech	21	female	district	urban	6	0	1	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
5,751	nurse	29	female	community	remote	14	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
5,752	chw	61	female	health_centre	rural	0	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	1	1	1	1	0	1	0	0	2,022
5,753	chw	24	female	district	remote	0	0	1	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,754	nurse	28	female	health_centre	rural	11	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,022
5,755	nurse	52	female	community	urban	25	0	0	1	0	0	emergency_care	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
5,756	clinical_officer	32	female	clinic	peri_urban	1	0	0	0	0	1	infection_prevention	mobile_app	youtube	0	0	0	0	0	0	1	1	0	0	1	0	2,020
5,757	nurse	29	female	district	remote	3	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
5,758	doctor	48	male	tertiary	urban	1	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,759	nurse	37	female	community	peri_urban	4	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,760	clinical_officer	31	female	community	rural	8	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	1	0	1	1	1	0	1	0	2,022
5,761	midwife	20	male	tertiary	rural	5	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
5,762	midwife	35	female	clinic	remote	10	0	1	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,763	chw	40	male	district	peri_urban	5	0	0	0	0	1	hiv_management	mobile_app	moodle	0	0	0	0	1	0	1	1	0	0	0	0	2,021
5,764	other	43	male	clinic	urban	15	1	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,765	other	44	male	district	urban	1	1	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,020
5,766	doctor	31	male	clinic	remote	5	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,767	clinical_officer	37	female	clinic	remote	19	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
5,768	pharmacist	20	female	clinic	peri_urban	22	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,023
5,769	nurse	34	female	clinic	remote	6	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
5,770	doctor	42	male	community	remote	39	1	0	0	1	0	clinical_skills	blended	none	0	0	0	0	0	0	1	0	0	0	0	0	2,020
5,771	nurse	45	male	health_centre	urban	6	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
5,772	chw	48	female	community	peri_urban	6	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
5,773	nurse	31	male	community	urban	2	1	0	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
5,774	doctor	38	male	health_centre	rural	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
5,775	nurse	44	female	clinic	rural	21	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
5,776	pharmacist	41	female	community	urban	10	1	0	1	0	1	maternal_health	interactive	youtube	0	0	0	0	0	0	0	1	1	0	0	0	2,020
5,777	chw	35	male	community	urban	31	0	1	0	0	0	data_management	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,021
5,778	pharmacist	39	female	health_centre	urban	9	1	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,779	lab_tech	24	male	district	remote	9	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	0	1	0	1	0	0	2,022
5,780	nurse	23	male	community	remote	39	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
5,781	clinical_officer	45	male	clinic	urban	3	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
5,782	doctor	50	male	district	remote	15	0	0	0	0	1	data_management	blended	other	1	2.2	8	0	0	0	1	1	0	0	0	4	2,022
5,783	chw	30	male	health_centre	remote	2	1	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	1	0	1	0	2,023
5,784	other	46	male	clinic	urban	9	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
5,785	chw	43	male	district	peri_urban	4	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,786	other	23	male	community	urban	3	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
5,787	doctor	51	female	tertiary	remote	12	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,788	nurse	30	female	health_centre	urban	8	0	0	0	0	1	other	text_module	youtube	1	2.6	6	0	1	1	1	1	1	0	0	6	2,023
5,789	pharmacist	20	female	district	peri_urban	8	1	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
5,790	chw	29	female	health_centre	rural	29	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,791	chw	37	female	district	peri_urban	4	0	0	1	0	1	maternal_health	text_module	custom	0	0	0	0	0	1	0	1	0	0	0	0	2,023
5,792	chw	27	male	community	remote	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
5,793	lab_tech	27	female	health_centre	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
5,794	doctor	31	female	health_centre	rural	4	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
5,795	nurse	30	female	tertiary	urban	2	0	0	1	0	1	leadership	interactive	custom	0	0	0	0	1	0	0	1	0	0	0	0	2,023
5,796	clinical_officer	42	female	clinic	peri_urban	8	0	0	0	0	0	infection_prevention	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
5,797	chw	33	male	community	peri_urban	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
5,798	nurse	38	male	health_centre	rural	5	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
5,799	other	35	female	health_centre	urban	14	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
5,800	chw	20	female	health_centre	urban	16	0	0	0	0	1	other	whatsapp_group	youtube	1	5.7	2	1	0	1	1	1	0	0	0	3	2,021

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