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
8,701	midwife	20	female	district	remote	5	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
8,702	midwife	32	female	health_centre	peri_urban	1	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
8,703	clinical_officer	27	female	health_centre	urban	4	0	0	0	0	1	clinical_skills	text_module	youtube	0	0	0	0	0	1	1	1	0	1	0	0	2,022
8,704	midwife	29	male	district	remote	7	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,705	midwife	33	male	clinic	peri_urban	22	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
8,706	lab_tech	26	male	clinic	rural	21	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
8,707	pharmacist	34	female	health_centre	remote	1	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,708	nurse	34	female	clinic	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
8,709	chw	32	female	community	remote	5	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
8,710	nurse	42	female	clinic	remote	8	0	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	1	0	0	2,019
8,711	nurse	28	female	district	rural	18	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,712	lab_tech	40	female	tertiary	remote	4	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,713	lab_tech	37	female	clinic	urban	19	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,714	chw	48	female	health_centre	peri_urban	3	0	0	0	0	1	other	blended	youtube	1	1.5	4	1	0	0	1	1	0	0	0	7	2,022
8,715	clinical_officer	25	female	health_centre	urban	1	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,716	nurse	38	female	clinic	urban	3	0	0	1	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
8,717	clinical_officer	30	female	health_centre	peri_urban	2	1	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
8,718	lab_tech	24	male	community	urban	6	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,719	midwife	33	female	community	peri_urban	6	0	0	1	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
8,720	lab_tech	40	male	district	urban	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,721	doctor	42	female	community	remote	8	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
8,722	nurse	31	female	clinic	urban	0	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,019
8,723	other	28	female	tertiary	peri_urban	6	1	0	0	0	1	maternal_health	text_module	moodle	0	0	0	0	0	0	1	1	1	1	0	0	2,021
8,724	other	37	male	community	rural	20	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
8,725	nurse	42	male	clinic	rural	10	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,726	nurse	40	male	district	remote	24	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,727	nurse	29	female	district	rural	22	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
8,728	doctor	39	female	health_centre	peri_urban	5	1	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
8,729	doctor	44	male	district	urban	2	1	0	0	0	1	mental_health	blended	custom	0	0	0	0	1	1	1	1	1	1	0	0	2,022
8,730	clinical_officer	26	female	district	rural	0	0	0	0	0	1	lab_techniques	text_module	moodle	1	7.3	6	0	0	0	1	1	0	0	0	1	2,021
8,731	clinical_officer	28	female	clinic	peri_urban	37	0	1	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
8,732	midwife	42	female	district	remote	5	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,733	pharmacist	45	female	district	rural	9	1	0	0	1	0	other	blended	none	0	0	0	0	0	0	1	0	0	1	1	0	2,022
8,734	chw	30	female	health_centre	peri_urban	3	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
8,735	nurse	41	male	health_centre	rural	4	0	0	0	0	0	leadership	simulation	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
8,736	chw	26	male	health_centre	rural	7	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
8,737	nurse	41	female	tertiary	urban	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
8,738	nurse	26	female	district	rural	0	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
8,739	lab_tech	45	female	district	remote	10	0	1	0	0	1	leadership	interactive	custom	0	0	0	0	0	0	1	1	0	0	0	0	2,020
8,740	lab_tech	40	female	health_centre	urban	3	0	0	0	0	1	infection_prevention	text_module	youtube	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,741	clinical_officer	36	male	community	rural	0	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
8,742	clinical_officer	52	female	clinic	rural	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
8,743	nurse	44	male	health_centre	remote	6	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
8,744	midwife	24	male	health_centre	rural	11	0	0	0	0	1	data_management	mobile_app	youtube	0	0	0	0	1	1	1	1	1	0	1	0	2,023
8,745	other	33	female	health_centre	rural	22	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,746	nurse	54	female	community	urban	2	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
8,747	nurse	36	female	clinic	peri_urban	10	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
8,748	chw	33	female	district	peri_urban	14	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
8,749	doctor	45	male	health_centre	urban	8	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
8,750	lab_tech	34	female	tertiary	remote	23	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
8,751	chw	40	female	health_centre	urban	0	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,019
8,752	nurse	28	female	health_centre	urban	0	1	0	0	1	1	other	text_module	whatsapp	1	1.1	3	1	0	0	1	0	1	0	0	5	2,021
8,753	nurse	26	female	tertiary	remote	7	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
8,754	midwife	31	male	health_centre	remote	3	1	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,755	clinical_officer	20	female	district	urban	0	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
8,756	chw	23	male	district	remote	22	0	0	0	0	0	hiv_management	simulation	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
8,757	lab_tech	36	female	tertiary	peri_urban	1	0	1	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	0	1	1	0	1	0	2,019
8,758	chw	35	male	health_centre	peri_urban	3	0	1	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
8,759	doctor	60	male	health_centre	urban	17	0	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
8,760	chw	38	female	district	peri_urban	9	1	0	1	1	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	1	0	0	0	2,021
8,761	nurse	38	female	clinic	rural	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
8,762	nurse	32	male	health_centre	peri_urban	2	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
8,763	chw	27	female	clinic	urban	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
8,764	chw	21	female	district	rural	4	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,765	chw	22	male	district	peri_urban	3	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,766	pharmacist	34	male	community	urban	5	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
8,767	chw	58	male	health_centre	remote	9	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
8,768	lab_tech	38	male	health_centre	remote	7	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
8,769	nurse	41	female	clinic	rural	18	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,770	midwife	38	female	district	remote	5	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
8,771	other	33	male	district	urban	6	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
8,772	chw	23	female	clinic	remote	4	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
8,773	nurse	27	female	health_centre	rural	38	0	0	0	0	0	other	video	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
8,774	clinical_officer	46	female	community	urban	1	0	0	0	0	1	clinical_skills	blended	custom	0	0	0	0	0	1	1	1	1	1	0	0	2,022
8,775	nurse	27	female	community	remote	24	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,776	midwife	40	female	community	rural	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,777	pharmacist	47	male	health_centre	rural	19	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
8,778	chw	42	female	community	remote	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
8,779	clinical_officer	35	male	district	peri_urban	3	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
8,780	nurse	43	female	clinic	rural	7	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
8,781	lab_tech	57	female	district	urban	9	1	0	0	1	0	other	text_module	none	0	0	0	0	0	1	1	0	0	0	0	0	2,023
8,782	doctor	32	male	health_centre	urban	7	0	1	0	0	1	hiv_management	interactive	whatsapp	1	3.4	6	0	0	0	1	1	0	0	0	4	2,019
8,783	chw	46	male	tertiary	urban	2	0	0	1	0	1	emergency_care	text_module	custom	1	4.5	6	1	0	0	0	1	1	1	1	6	2,019
8,784	other	40	male	district	rural	6	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
8,785	doctor	36	female	community	urban	0	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
8,786	other	49	male	health_centre	remote	14	0	0	0	0	1	infection_prevention	text_module	other	1	3.2	4	0	0	0	1	1	1	0	1	6	2,023
8,787	chw	43	female	tertiary	rural	4	0	0	0	0	1	hiv_management	text_module	whatsapp	1	4	1	1	0	0	1	1	1	1	0	4	2,023
8,788	nurse	29	male	clinic	remote	8	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
8,789	nurse	42	female	district	urban	28	1	1	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
8,790	pharmacist	34	male	health_centre	rural	0	1	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
8,791	nurse	40	male	community	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
8,792	nurse	41	male	tertiary	rural	5	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	1	0	1	0	0	1	0	2,021
8,793	doctor	34	female	district	urban	6	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
8,794	clinical_officer	30	female	clinic	urban	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
8,795	clinical_officer	40	male	community	remote	5	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
8,796	other	20	male	clinic	remote	10	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
8,797	nurse	20	male	district	remote	17	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
8,798	pharmacist	30	male	health_centre	peri_urban	2	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023
8,799	other	27	male	district	rural	9	0	0	0	0	1	hiv_management	whatsapp_group	youtube	0	0	0	0	0	0	1	1	1	0	0	0	2,022
8,800	chw	37	female	district	remote	0	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023

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