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	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
4,701	clinical_officer	46	female	community	urban	4	0	0	1	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,021
4,702	chw	30	male	district	urban	4	1	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
4,703	nurse	26	female	community	rural	1	0	0	0	0	1	emergency_care	simulation	youtube	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,021
4,704	midwife	38	female	health_centre	urban	44	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,705	clinical_officer	47	female	community	urban	2	0	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
4,706	nurse	27	female	health_centre	peri_urban	0	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,022
4,707	midwife	33	female	clinic	remote	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,708	nurse	22	female	health_centre	peri_urban	15	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,709	nurse	27	female	health_centre	remote	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,710	chw	43	male	health_centre	rural	7	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,711	nurse	25	female	clinic	peri_urban	14	1	0	1	0	0	other	video	none	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,021
4,712	other	39	female	community	peri_urban	7	1	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,713	midwife	27	female	clinic	remote	10	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	1	0	0	1	0	2,022
4,714	clinical_officer	31	male	community	peri_urban	3	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,019
4,715	nurse	46	female	district	urban	21	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
4,716	lab_tech	37	female	clinic	remote	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	2,021
4,717	doctor	34	male	clinic	urban	1	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
4,718	midwife	52	male	clinic	remote	2	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,719	nurse	42	female	health_centre	urban	14	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,720	midwife	25	male	tertiary	rural	3	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
4,721	chw	31	female	district	peri_urban	1	1	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
4,722	chw	42	male	district	urban	27	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,723	pharmacist	20	female	health_centre	remote	8	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,724	clinical_officer	35	male	district	peri_urban	5	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,725	other	39	female	community	urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
4,726	chw	46	female	district	remote	6	1	0	1	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
4,727	midwife	31	female	health_centre	remote	1	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
4,728	lab_tech	24	female	health_centre	remote	7	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
4,729	other	37	female	district	urban	4	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,021
4,730	nurse	32	female	tertiary	rural	0	0	1	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,731	midwife	45	male	district	urban	20	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,023
4,732	other	33	female	health_centre	rural	39	0	0	0	0	1	maternal_health	blended	custom	1	0	0.9	2	0	0	0	0	1	1	1	1	0	2	2,021
4,733	nurse	55	female	clinic	rural	9	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,734	midwife	40	female	health_centre	remote	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,735	nurse	20	male	district	rural	1	0	0	0	0	1	clinical_skills	mobile_app	other	0	0	0	0	0	0	1	1	1	1	1	1	1	0	2,020
4,736	chw	53	male	district	rural	4	0	1	0	0	1	data_management	interactive	custom	1	0	23.6	4	0	1	0	1	1	1	0	1	0	6	2,023
4,737	midwife	40	female	health_centre	rural	2	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,738	midwife	31	female	community	rural	5	1	0	0	1	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	2,022
4,739	doctor	27	female	health_centre	remote	1	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
4,740	nurse	32	male	district	urban	18	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,741	midwife	39	male	community	rural	4	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,742	nurse	46	male	community	urban	0	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,021
4,743	chw	24	female	health_centre	rural	9	0	0	0	0	1	data_management	blended	other	1	1	8.2	5	1	1	0	0	1	1	0	0	1	3	2,022
4,744	nurse	31	male	health_centre	remote	11	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,745	clinical_officer	20	female	community	rural	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,746	pharmacist	35	male	tertiary	remote	4	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,747	pharmacist	27	male	community	rural	9	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,748	lab_tech	29	male	district	urban	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,749	pharmacist	27	male	health_centre	remote	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
4,750	chw	45	male	clinic	urban	4	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,019
4,751	midwife	23	female	district	peri_urban	4	0	0	0	0	1	infection_prevention	mobile_app	moodle	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,752	nurse	35	male	clinic	urban	12	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
4,753	other	26	female	district	rural	2	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021
4,754	nurse	34	female	community	urban	3	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,020
4,755	midwife	34	female	clinic	rural	9	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,022
4,756	nurse	37	male	community	remote	4	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,757	nurse	37	female	health_centre	urban	2	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,022
4,758	lab_tech	36	female	health_centre	urban	4	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,759	midwife	35	male	health_centre	urban	1	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
4,760	nurse	29	male	community	urban	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
4,761	clinical_officer	29	female	health_centre	rural	7	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
4,762	clinical_officer	31	female	health_centre	peri_urban	27	0	0	0	0	1	hiv_management	text_module	youtube	1	0	5.7	9	0	0	0	0	1	1	1	0	0	8	2,021
4,763	clinical_officer	24	male	health_centre	remote	0	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,764	clinical_officer	26	male	community	rural	16	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,765	clinical_officer	43	male	health_centre	rural	13	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,020
4,766	other	32	female	district	peri_urban	4	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
4,767	doctor	43	female	clinic	remote	1	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
4,768	nurse	45	female	district	urban	8	1	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,019
4,769	lab_tech	45	male	tertiary	remote	3	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,770	lab_tech	41	female	community	peri_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	2,019
4,771	nurse	20	female	community	urban	6	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	1	0	0	2,023
4,772	other	34	female	health_centre	rural	23	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
4,773	doctor	23	female	community	rural	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,774	nurse	33	female	health_centre	rural	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,020
4,775	clinical_officer	40	female	clinic	peri_urban	1	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
4,776	nurse	44	female	district	remote	0	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	1	0	2,020
4,777	chw	27	female	district	urban	38	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,022
4,778	midwife	34	female	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
4,779	pharmacist	45	male	health_centre	urban	6	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
4,780	pharmacist	25	female	district	remote	3	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,023
4,781	other	49	female	tertiary	remote	1	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,021
4,782	nurse	33	female	health_centre	rural	0	0	0	0	0	1	leadership	mobile_app	whatsapp	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,021
4,783	nurse	33	female	health_centre	rural	4	0	0	0	0	1	emergency_care	text_module	custom	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
4,784	other	44	female	community	peri_urban	4	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,021
4,785	chw	20	female	community	rural	0	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
4,786	lab_tech	21	male	community	urban	16	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,023
4,787	nurse	45	female	health_centre	peri_urban	16	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,788	doctor	25	female	health_centre	remote	2	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
4,789	other	37	male	health_centre	rural	16	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,022
4,790	lab_tech	31	female	clinic	rural	2	0	1	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,020
4,791	midwife	49	female	community	remote	0	1	0	0	0	1	other	blended	youtube	1	0	7.5	6	0	0	0	0	1	1	0	1	0	4	2,022
4,792	lab_tech	49	female	health_centre	rural	4	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4,793	nurse	30	male	clinic	rural	0	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,023
4,794	chw	39	male	district	peri_urban	17	0	0	1	0	1	other	blended	other	1	1	6.8	5	0	1	0	0	0	1	0	1	0	3	2,021
4,795	nurse	35	male	clinic	rural	53	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
4,796	midwife	45	female	health_centre	rural	4	0	1	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
4,797	nurse	26	male	district	urban	2	0	0	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,021
4,798	doctor	33	male	tertiary	peri_urban	17	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
4,799	clinical_officer	33	female	health_centre	rural	1	0	0	0	0	1	mental_health	whatsapp_group	openwho	1	0	13.6	6	0	0	0	0	1	1	0	0	0	5	2,022
4,800	midwife	36	female	clinic	remote	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020

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