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	certification_earned 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
6,701	midwife	60	female	district	remote	0	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,702	nurse	25	male	community	peri_urban	2	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	1	0	2,019
6,703	clinical_officer	49	male	clinic	remote	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,704	midwife	23	female	community	rural	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,705	lab_tech	31	male	district	peri_urban	9	1	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2,023
6,706	clinical_officer	29	male	health_centre	rural	8	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,707	pharmacist	32	female	district	rural	3	1	0	1	0	0	emergency_care	video	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
6,708	nurse	23	male	clinic	peri_urban	0	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,709	midwife	39	male	district	peri_urban	0	1	1	1	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,710	nurse	42	male	community	peri_urban	28	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,711	clinical_officer	42	male	community	urban	7	0	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	2,022
6,712	nurse	27	female	district	rural	7	0	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,713	other	25	male	tertiary	rural	15	0	0	0	0	1	leadership	interactive	openwho	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,714	midwife	47	male	health_centre	remote	4	1	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	2,020
6,715	chw	27	male	community	peri_urban	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,019
6,716	doctor	34	female	district	peri_urban	5	0	0	0	0	1	clinical_skills	text_module	openwho	1	1	3.9	5	1	1	1	1	0	0	1	1	0	1	0	9	2,023
6,717	lab_tech	20	female	community	remote	0	1	0	0	1	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	0	2,022
6,718	midwife	32	female	district	urban	9	1	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	2,020
6,719	chw	47	female	health_centre	peri_urban	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,720	lab_tech	27	male	health_centre	rural	4	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,721	nurse	35	male	community	urban	29	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	2,019
6,722	nurse	32	female	community	urban	2	1	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,723	midwife	43	female	clinic	remote	7	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,724	doctor	46	male	community	peri_urban	5	1	0	1	0	1	clinical_skills	video	whatsapp	1	0	7.1	1	0	0	0	0	0	1	0	1	0	1	1	3	2,020
6,725	chw	38	female	community	remote	12	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,023
6,726	nurse	45	female	health_centre	rural	0	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,727	nurse	39	female	community	remote	13	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,019
6,728	nurse	50	female	district	urban	32	1	0	0	0	1	mental_health	interactive	custom	1	0	2.7	8	0	0	0	0	0	1	1	1	0	0	0	2	2,022
6,729	clinical_officer	35	male	clinic	peri_urban	2	1	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,730	chw	31	female	health_centre	remote	22	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,731	nurse	26	male	health_centre	rural	10	0	0	0	0	1	lab_techniques	blended	youtube	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,732	chw	39	male	health_centre	urban	1	1	0	0	0	1	infection_prevention	blended	custom	1	0	4.7	2	0	0	0	0	0	0	1	1	0	1	0	4	2,021
6,733	clinical_officer	26	male	district	rural	2	0	0	0	0	1	leadership	whatsapp_group	openwho	1	0	3.9	3	0	0	1	0	1	0	1	1	0	0	0	2	2,022
6,734	nurse	46	male	clinic	rural	3	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,735	doctor	53	male	health_centre	rural	0	0	1	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,023
6,736	midwife	22	male	health_centre	peri_urban	20	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	0	1	0	2,022
6,737	chw	49	male	community	peri_urban	3	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	2,022
6,738	nurse	28	female	health_centre	urban	13	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,021
6,739	chw	31	female	community	urban	6	1	0	1	0	1	emergency_care	blended	moodle	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	2,019
6,740	nurse	20	female	community	rural	1	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	2,021
6,741	chw	40	female	clinic	rural	1	0	1	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
6,742	midwife	31	female	district	urban	7	1	0	1	0	1	infection_prevention	blended	whatsapp	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,021
6,743	pharmacist	47	male	community	remote	11	1	1	0	0	1	lab_techniques	interactive	custom	1	0	1.2	3	0	0	0	0	0	0	1	1	0	0	0	3	2,023
6,744	lab_tech	27	female	clinic	rural	6	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	2,019
6,745	chw	41	female	tertiary	urban	5	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,020
6,746	nurse	50	male	community	peri_urban	2	1	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,020
6,747	chw	33	male	district	urban	8	1	0	1	0	1	clinical_skills	mobile_app	moodle	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	2,019
6,748	lab_tech	38	female	community	remote	4	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,022
6,749	doctor	22	male	clinic	urban	4	1	1	0	1	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2,023
6,750	nurse	20	female	clinic	remote	23	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,751	lab_tech	34	female	community	remote	32	1	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,752	chw	50	female	clinic	peri_urban	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,753	nurse	24	female	clinic	remote	5	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,019
6,754	midwife	40	female	clinic	peri_urban	1	0	0	1	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	2,019
6,755	nurse	23	female	clinic	rural	0	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,756	midwife	20	female	district	rural	14	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	1	1	0	0	2,023
6,757	midwife	55	female	community	rural	4	0	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,022
6,758	other	50	female	health_centre	peri_urban	13	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,020
6,759	clinical_officer	41	male	health_centre	peri_urban	4	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,760	chw	30	male	community	urban	6	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,761	doctor	29	female	tertiary	urban	7	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0	2,021
6,762	doctor	32	female	health_centre	remote	18	0	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
6,763	clinical_officer	27	female	district	remote	13	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,764	lab_tech	43	male	clinic	rural	0	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,023
6,765	midwife	22	female	district	peri_urban	9	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,766	chw	32	female	health_centre	rural	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,020
6,767	nurse	34	male	district	peri_urban	10	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,022
6,768	chw	23	female	community	peri_urban	3	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,769	chw	41	male	community	rural	2	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	2,021
6,770	pharmacist	30	male	health_centre	rural	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,022
6,771	lab_tech	49	female	clinic	urban	8	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,019
6,772	lab_tech	39	male	district	remote	2	1	1	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2,020
6,773	clinical_officer	20	male	district	remote	6	0	0	0	0	0	mental_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,774	nurse	52	female	district	remote	7	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,775	nurse	26	female	district	urban	1	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,022
6,776	midwife	52	male	tertiary	peri_urban	2	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,777	nurse	29	female	community	urban	24	0	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	2,023
6,778	lab_tech	35	male	health_centre	rural	0	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,779	other	47	female	district	peri_urban	16	1	0	1	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2,023
6,780	nurse	24	female	clinic	urban	27	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,023
6,781	midwife	37	female	community	rural	10	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,021
6,782	doctor	42	female	clinic	urban	1	0	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	0	2,023
6,783	chw	32	female	clinic	urban	30	1	0	0	0	1	leadership	mobile_app	other	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,784	other	35	male	clinic	peri_urban	12	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	1	0	2,020
6,785	chw	33	female	health_centre	remote	16	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,021
6,786	nurse	43	female	clinic	urban	2	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,023
6,787	lab_tech	30	male	tertiary	rural	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	2,020
6,788	nurse	60	female	clinic	remote	1	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,022
6,789	nurse	52	female	community	rural	1	0	1	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	2,022
6,790	nurse	47	male	district	remote	4	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	2,021
6,791	lab_tech	39	male	health_centre	rural	1	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	2,021
6,792	clinical_officer	37	male	clinic	peri_urban	8	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2,023
6,793	nurse	43	female	clinic	rural	4	0	0	0	0	1	infection_prevention	text_module	whatsapp	1	0	7.3	7	0	0	0	0	0	1	1	1	0	0	0	1	2,020
6,794	pharmacist	47	female	community	remote	4	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,023
6,795	doctor	39	male	district	rural	3	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	2,023
6,796	nurse	47	male	community	remote	19	0	0	0	0	0	other	video	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2,022
6,797	nurse	37	female	tertiary	rural	3	0	1	0	0	1	lab_techniques	blended	custom	1	0	2.9	5	0	0	0	0	0	0	1	1	1	0	0	3	2,020
6,798	nurse	34	female	health_centre	remote	6	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,799	chw	45	female	community	remote	7	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	2,023
6,800	other	39	male	district	peri_urban	10	1	1	0	0	0	other	mobile_app	none	0	0	0	0	0	0	0	0	0	0	1	1	1	1	0	0	2,021

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