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
2,701	chw	41	female	community	urban	1	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,702	doctor	26	male	tertiary	peri_urban	9	1	0	1	0	0	other	mobile_app	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
2,703	midwife	37	female	health_centre	remote	12	0	0	0	0	1	infection_prevention	text_module	other	1	16.8	2	0	0	0	1	1	1	1	0	7	2,019
2,704	doctor	42	female	community	urban	0	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
2,705	midwife	64	female	health_centre	remote	12	0	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,022
2,706	chw	35	male	health_centre	urban	5	0	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,021
2,707	midwife	27	male	tertiary	rural	10	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
2,708	clinical_officer	32	female	clinic	urban	17	0	1	1	0	0	clinical_skills	blended	none	0	0	0	0	0	1	0	1	1	0	1	0	2,022
2,709	other	60	female	community	remote	1	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,019
2,710	lab_tech	37	female	district	urban	0	0	0	0	0	1	clinical_skills	text_module	moodle	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,711	clinical_officer	26	male	clinic	remote	1	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	1	0	2,020
2,712	other	36	female	clinic	remote	17	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,713	nurse	39	female	clinic	urban	10	1	0	0	1	1	emergency_care	text_module	custom	0	0	0	0	0	0	1	0	0	1	0	0	2,023
2,714	nurse	34	female	clinic	remote	7	1	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
2,715	chw	28	female	health_centre	remote	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,716	lab_tech	38	female	community	remote	18	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	0	1	1	1	0	0	2,022
2,717	nurse	62	male	health_centre	remote	11	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
2,718	nurse	20	female	health_centre	rural	11	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,719	nurse	20	female	clinic	rural	11	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
2,720	nurse	20	female	tertiary	peri_urban	1	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
2,721	other	20	male	district	rural	0	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,722	lab_tech	34	female	tertiary	remote	2	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,723	nurse	34	male	clinic	urban	1	1	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,724	midwife	20	male	health_centre	rural	4	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,725	chw	23	female	community	remote	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,726	lab_tech	51	female	community	remote	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,727	nurse	29	female	health_centre	remote	3	0	0	0	0	0	hiv_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,728	lab_tech	28	female	community	urban	6	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,729	nurse	42	female	health_centre	peri_urban	6	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,730	chw	20	male	district	urban	2	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,731	lab_tech	40	female	health_centre	rural	5	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,732	lab_tech	43	female	clinic	urban	2	0	0	1	0	0	data_management	video	none	0	0	0	0	0	1	0	1	1	1	0	0	2,021
2,733	lab_tech	39	male	health_centre	rural	4	0	0	1	0	1	clinical_skills	mobile_app	other	0	0	0	0	0	0	0	1	0	1	1	0	2,020
2,734	doctor	39	male	clinic	peri_urban	2	0	0	1	0	0	mental_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
2,735	lab_tech	33	female	health_centre	peri_urban	19	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	1	0	0	1	0	1	1	0	2,019
2,736	pharmacist	48	female	tertiary	remote	4	0	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	0	1	0	0	2,023
2,737	midwife	31	male	health_centre	remote	9	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,738	other	22	male	clinic	rural	4	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,739	pharmacist	20	male	community	peri_urban	11	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,740	nurse	37	female	community	rural	36	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
2,741	nurse	29	female	health_centre	urban	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
2,742	chw	48	female	district	urban	2	0	1	0	0	0	hiv_management	video	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
2,743	doctor	28	male	tertiary	peri_urban	5	1	0	0	1	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	0	2,021
2,744	doctor	31	female	clinic	peri_urban	15	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,745	chw	35	female	clinic	rural	7	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
2,746	midwife	54	female	health_centre	remote	1	0	0	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	1	0	0	2,020
2,747	nurse	50	female	district	urban	11	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
2,748	nurse	40	female	community	rural	0	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,749	clinical_officer	47	female	district	remote	2	1	0	1	1	1	maternal_health	blended	custom	0	0	0	0	0	1	0	0	0	0	0	0	2,021
2,750	nurse	27	male	community	peri_urban	3	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
2,751	nurse	37	female	health_centre	rural	4	1	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
2,752	chw	24	female	tertiary	rural	2	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,753	nurse	20	male	community	peri_urban	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
2,754	clinical_officer	21	female	clinic	rural	2	1	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
2,755	lab_tech	26	female	health_centre	rural	1	1	0	1	0	0	other	blended	none	0	0	0	0	0	0	0	1	1	1	1	0	2,022
2,756	doctor	29	male	district	rural	9	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
2,757	clinical_officer	20	female	community	remote	9	0	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,022
2,758	chw	39	female	tertiary	rural	5	0	0	0	0	1	maternal_health	video	moodle	1	3.1	2	0	1	0	1	1	0	0	1	2	2,021
2,759	nurse	42	female	tertiary	urban	30	0	0	0	0	1	lab_techniques	whatsapp_group	youtube	1	0.9	4	1	0	0	1	1	0	0	1	4	2,022
2,760	clinical_officer	37	female	district	remote	10	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	1	0	2,021
2,761	lab_tech	25	female	health_centre	rural	9	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,762	clinical_officer	61	female	district	peri_urban	1	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
2,763	other	34	female	community	peri_urban	2	1	0	1	0	0	data_management	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
2,764	clinical_officer	38	female	community	peri_urban	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
2,765	nurse	39	female	health_centre	rural	2	0	0	0	0	0	other	video	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
2,766	nurse	32	male	health_centre	remote	5	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
2,767	chw	32	female	community	remote	5	0	1	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,768	nurse	20	female	clinic	rural	17	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
2,769	nurse	26	female	health_centre	remote	0	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	1	0	1	0	0	0	0	2,023
2,770	midwife	35	female	community	rural	11	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
2,771	lab_tech	52	female	health_centre	remote	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,772	nurse	34	male	health_centre	rural	4	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,773	chw	40	male	clinic	rural	0	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,774	midwife	20	male	district	remote	6	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
2,775	other	31	female	clinic	peri_urban	4	1	0	0	1	0	data_management	interactive	none	0	0	0	0	0	1	1	0	0	1	0	0	2,023
2,776	nurse	47	male	clinic	peri_urban	4	1	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	1	0	1	1	0	1	1	0	2,023
2,777	nurse	20	female	clinic	urban	5	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
2,778	clinical_officer	32	male	tertiary	rural	6	1	0	1	0	0	lab_techniques	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
2,779	midwife	32	male	community	urban	3	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
2,780	chw	52	male	clinic	rural	2	0	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
2,781	nurse	33	male	health_centre	peri_urban	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
2,782	chw	53	female	community	remote	0	1	0	0	0	1	maternal_health	video	moodle	1	4.3	2	0	1	0	1	1	0	0	0	1	2,020
2,783	chw	46	female	clinic	remote	1	0	1	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,021
2,784	doctor	54	female	health_centre	urban	11	0	0	0	0	0	maternal_health	interactive	none	0	0	0	0	1	0	1	1	0	1	1	0	2,022
2,785	other	40	male	clinic	remote	3	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
2,786	lab_tech	39	female	health_centre	rural	1	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
2,787	doctor	20	female	health_centre	peri_urban	2	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
2,788	midwife	33	female	health_centre	remote	2	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
2,789	chw	50	female	district	remote	10	1	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
2,790	midwife	39	male	health_centre	rural	13	1	0	1	0	0	data_management	interactive	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
2,791	other	35	female	district	urban	8	0	1	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
2,792	other	35	female	district	urban	11	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	1	1	1	0	0	1	0	2,021
2,793	chw	20	female	clinic	peri_urban	3	1	0	1	0	0	other	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	2,020
2,794	pharmacist	32	male	clinic	remote	1	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	1	0	1	1	0	0	1	0	2,019
2,795	nurse	39	female	district	urban	3	1	0	0	1	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	0	1	0	0	0	2,022
2,796	nurse	43	female	district	peri_urban	5	0	1	1	0	0	infection_prevention	blended	none	0	0	0	0	0	1	0	1	0	0	0	0	2,020
2,797	chw	28	female	clinic	peri_urban	11	1	0	0	0	1	clinical_skills	video	other	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,798	chw	26	female	tertiary	rural	4	0	1	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
2,799	nurse	32	female	health_centre	peri_urban	10	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
2,800	lab_tech	45	male	district	urban	5	1	0	0	1	0	data_management	mobile_app	none	0	0	0	0	0	0	1	0	1	1	0	0	2,022

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