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	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
9,701	midwife	37	female	health_centre	rural	5	0	1	1	0	data_management	text_module	none	0	0	0	0	1	0	0	1	0	0	0	0	2,022
9,702	clinical_officer	32	male	health_centre	remote	0	0	0	1	0	data_management	text_module	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
9,703	midwife	32	male	health_centre	peri_urban	2	1	0	0	1	emergency_care	mobile_app	other	0	0	0	0	1	1	1	1	1	0	0	0	2,023
9,704	doctor	38	female	health_centre	urban	11	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,705	chw	32	female	clinic	rural	34	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,019
9,706	midwife	31	female	health_centre	urban	2	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
9,707	doctor	39	female	district	remote	1	1	0	1	0	data_management	text_module	none	0	0	0	0	0	1	0	1	1	1	1	0	2,022
9,708	chw	33	female	district	rural	26	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,709	clinical_officer	32	female	community	remote	2	0	1	0	0	other	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
9,710	nurse	33	female	health_centre	peri_urban	10	0	0	0	1	maternal_health	blended	whatsapp	1	11.4	4	0	0	0	1	1	0	0	0	7	2,023
9,711	midwife	48	female	health_centre	urban	2	0	0	1	1	emergency_care	text_module	whatsapp	1	8.7	5	0	0	0	0	1	0	0	0	1	2,021
9,712	lab_tech	34	female	district	rural	3	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,713	nurse	31	male	community	urban	3	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,714	doctor	32	female	community	remote	4	0	0	0	0	hiv_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,715	chw	46	female	tertiary	rural	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
9,716	chw	45	female	district	rural	9	0	0	1	1	maternal_health	text_module	whatsapp	1	2.5	1	1	0	0	0	1	0	1	0	3	2,020
9,717	clinical_officer	20	female	health_centre	remote	2	0	0	0	0	clinical_skills	simulation	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,718	doctor	38	male	clinic	remote	14	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,719	nurse	26	female	district	urban	3	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
9,720	nurse	45	male	community	rural	20	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,721	chw	27	female	health_centre	peri_urban	9	1	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
9,722	clinical_officer	30	female	community	remote	7	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
9,723	chw	47	female	clinic	peri_urban	11	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,724	chw	52	female	community	rural	5	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
9,725	chw	37	female	health_centre	urban	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,019
9,726	nurse	20	female	health_centre	rural	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,727	other	47	female	health_centre	peri_urban	1	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
9,728	nurse	32	male	district	remote	14	0	0	1	1	leadership	text_module	other	1	3.8	4	1	0	0	0	1	1	0	0	8	2,021
9,729	lab_tech	46	male	community	urban	9	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
9,730	chw	31	female	health_centre	rural	6	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,731	nurse	42	female	clinic	peri_urban	0	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
9,732	chw	39	female	clinic	remote	12	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
9,733	chw	26	female	health_centre	remote	12	0	1	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,734	lab_tech	20	female	community	rural	0	1	0	0	0	hiv_management	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,735	chw	36	female	community	urban	9	1	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,736	chw	47	male	district	rural	12	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
9,737	pharmacist	31	male	health_centre	rural	5	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,738	nurse	28	male	clinic	remote	38	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
9,739	other	29	female	community	peri_urban	4	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,740	lab_tech	33	female	health_centre	urban	2	0	0	1	0	maternal_health	text_module	none	0	0	0	0	1	1	0	1	1	1	0	0	2,022
9,741	lab_tech	23	female	clinic	urban	5	0	0	1	0	data_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
9,742	nurse	42	female	community	rural	7	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
9,743	midwife	35	male	district	urban	6	0	0	1	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
9,744	nurse	49	male	clinic	urban	0	1	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
9,745	pharmacist	44	female	clinic	rural	4	0	0	1	0	other	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,746	lab_tech	30	female	community	remote	3	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,747	clinical_officer	46	male	district	rural	8	0	1	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
9,748	nurse	34	female	district	rural	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,749	nurse	47	female	health_centre	urban	8	0	1	1	0	maternal_health	text_module	none	0	0	0	0	1	1	0	1	1	0	0	0	2,021
9,750	doctor	34	female	clinic	peri_urban	2	1	0	1	0	leadership	video	none	0	0	0	0	0	0	0	1	1	0	1	0	2,022
9,751	clinical_officer	28	female	community	urban	3	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
9,752	nurse	30	female	tertiary	remote	2	0	0	0	1	infection_prevention	interactive	other	0	0	0	0	0	0	1	1	1	0	0	0	2,021
9,753	doctor	29	female	community	rural	3	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
9,754	doctor	42	female	clinic	rural	2	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,755	pharmacist	20	male	district	rural	12	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
9,756	clinical_officer	43	male	health_centre	remote	0	0	0	1	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	1	0	1	0	2,021
9,757	lab_tech	37	female	health_centre	remote	6	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,758	clinical_officer	38	male	clinic	remote	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,759	midwife	21	male	district	rural	6	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,760	chw	36	male	district	rural	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
9,761	midwife	33	female	district	peri_urban	27	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,762	midwife	43	male	health_centre	rural	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
9,763	lab_tech	32	female	clinic	rural	5	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
9,764	lab_tech	30	female	community	rural	13	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
9,765	pharmacist	35	male	health_centre	peri_urban	0	1	0	1	0	other	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,021
9,766	nurse	27	male	district	remote	3	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
9,767	chw	41	male	district	peri_urban	5	0	0	0	1	maternal_health	whatsapp_group	other	1	4	4	0	0	0	1	1	0	1	0	4	2,022
9,768	nurse	23	female	clinic	urban	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,769	chw	56	female	clinic	remote	0	1	0	0	0	lab_techniques	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
9,770	other	31	male	clinic	urban	5	0	1	1	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	0	1	1	1	1	0	2,023
9,771	chw	36	female	community	urban	0	0	0	0	1	maternal_health	video	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,772	other	33	male	health_centre	peri_urban	12	0	0	1	0	other	blended	none	0	0	0	0	0	1	0	1	1	0	1	0	2,023
9,773	nurse	57	male	health_centre	rural	6	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	1	1	0	2,022
9,774	chw	31	male	clinic	remote	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
9,775	nurse	24	female	health_centre	rural	9	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
9,776	nurse	26	female	health_centre	remote	16	0	0	1	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
9,777	lab_tech	20	female	district	remote	9	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,778	lab_tech	40	female	district	rural	7	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
9,779	other	44	female	health_centre	rural	4	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
9,780	doctor	33	female	clinic	remote	5	0	1	1	0	mental_health	video	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
9,781	other	33	male	health_centre	urban	3	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
9,782	pharmacist	27	female	district	remote	18	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
9,783	midwife	21	male	district	remote	3	1	1	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
9,784	nurse	22	male	tertiary	rural	2	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
9,785	chw	27	female	district	remote	4	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
9,786	chw	29	female	community	urban	20	0	1	0	1	infection_prevention	text_module	other	1	7.3	2	1	0	0	1	1	0	0	0	3	2,021
9,787	midwife	38	male	clinic	urban	2	0	0	0	0	clinical_skills	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,023
9,788	chw	32	male	community	peri_urban	4	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
9,789	chw	33	male	health_centre	urban	1	0	0	0	1	mental_health	text_module	moodle	1	2.9	4	0	0	0	1	1	0	1	1	5	2,023
9,790	nurse	40	male	health_centre	remote	23	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
9,791	other	40	female	district	remote	23	1	0	1	1	clinical_skills	blended	youtube	1	3.3	5	1	1	0	0	1	0	0	0	5	2,022
9,792	chw	20	female	health_centre	urban	15	1	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
9,793	other	33	female	health_centre	rural	1	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
9,794	midwife	38	female	clinic	remote	1	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,795	midwife	35	male	community	remote	9	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
9,796	doctor	47	male	clinic	peri_urban	24	1	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,022
9,797	nurse	43	female	health_centre	rural	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
9,798	chw	29	male	health_centre	urban	14	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
9,799	nurse	34	female	health_centre	rural	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
9,800	clinical_officer	27	female	community	remote	4	1	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022

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