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
7,701	chw	41	male	health_centre	rural	15	0	0	1	0	0	data_management	mobile_app	none	0	0	0	0	0	0	0	1	0	1	1	0	2,019
7,702	lab_tech	45	male	community	remote	4	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
7,703	chw	31	female	district	peri_urban	11	0	1	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
7,704	other	42	male	clinic	remote	17	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
7,705	chw	20	female	clinic	urban	32	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
7,706	midwife	30	male	community	rural	7	0	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,707	lab_tech	30	male	community	urban	21	1	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,021
7,708	chw	36	male	health_centre	rural	3	0	0	1	0	0	lab_techniques	video	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
7,709	clinical_officer	26	male	clinic	peri_urban	13	0	0	0	0	0	clinical_skills	video	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
7,710	midwife	28	female	district	remote	33	0	0	0	0	1	lab_techniques	text_module	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,711	nurse	33	female	community	rural	3	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
7,712	nurse	33	female	clinic	peri_urban	28	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,020
7,713	nurse	32	female	district	peri_urban	18	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,714	nurse	42	male	district	urban	18	1	1	0	0	0	emergency_care	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,020
7,715	nurse	25	male	health_centre	peri_urban	8	1	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,716	nurse	26	female	community	urban	21	1	1	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,717	lab_tech	30	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	2,022
7,718	pharmacist	26	female	health_centre	remote	5	0	0	1	0	0	leadership	blended	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
7,719	nurse	41	female	clinic	rural	1	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,720	midwife	27	male	community	rural	10	0	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,020
7,721	chw	41	male	district	rural	9	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,722	lab_tech	24	female	clinic	peri_urban	9	0	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
7,723	other	45	male	district	rural	4	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,724	chw	31	female	health_centre	peri_urban	9	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,725	nurse	52	male	health_centre	remote	6	0	1	0	0	0	leadership	simulation	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,726	pharmacist	40	female	district	urban	8	0	0	1	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
7,727	lab_tech	56	female	health_centre	urban	1	1	0	0	1	0	data_management	video	none	0	0	0	0	0	1	1	0	1	1	0	0	2,021
7,728	nurse	41	male	community	remote	6	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,729	nurse	35	female	health_centre	rural	9	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	1	0	1	0	2,022
7,730	doctor	32	male	district	urban	31	0	0	0	0	1	other	blended	custom	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,731	doctor	33	female	clinic	rural	8	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,020
7,732	nurse	44	male	clinic	remote	17	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,733	midwife	38	female	clinic	remote	0	0	1	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,734	midwife	50	female	health_centre	urban	1	0	0	0	0	1	clinical_skills	mobile_app	other	0	0	0	0	0	1	1	1	1	0	0	0	2,021
7,735	nurse	21	male	health_centre	remote	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,736	clinical_officer	43	female	district	peri_urban	6	0	0	1	0	0	data_management	whatsapp_group	none	0	0	0	0	1	0	0	1	1	0	0	0	2,019
7,737	doctor	29	male	health_centre	rural	0	0	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
7,738	midwife	41	female	health_centre	urban	4	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,739	doctor	20	female	clinic	rural	4	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	1	1	0	1	1	1	0	0	2,020
7,740	other	37	female	clinic	peri_urban	1	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,741	nurse	28	female	community	peri_urban	6	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
7,742	chw	50	female	health_centre	rural	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
7,743	nurse	20	female	health_centre	urban	8	0	0	1	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	1	0	2,023
7,744	other	51	female	health_centre	urban	4	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,745	chw	49	female	district	remote	2	1	1	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
7,746	nurse	25	female	clinic	peri_urban	1	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	2,021
7,747	nurse	29	male	community	rural	0	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
7,748	midwife	20	female	health_centre	remote	7	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,749	nurse	25	male	clinic	rural	17	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,750	lab_tech	49	male	health_centre	remote	42	0	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
7,751	nurse	44	male	health_centre	remote	31	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,752	doctor	25	male	community	rural	1	1	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
7,753	other	47	female	health_centre	rural	0	0	0	1	0	0	clinical_skills	video	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
7,754	midwife	24	female	health_centre	rural	6	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
7,755	nurse	20	male	district	rural	0	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	1	0	2,022
7,756	nurse	52	male	health_centre	urban	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,757	pharmacist	52	female	health_centre	remote	9	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,758	lab_tech	20	male	community	peri_urban	5	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
7,759	doctor	22	female	tertiary	urban	0	0	0	0	0	0	other	blended	none	0	0	0	0	1	0	1	1	1	0	0	0	2,021
7,760	other	43	female	district	remote	3	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	1	0	2,023
7,761	chw	50	female	clinic	peri_urban	3	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,762	lab_tech	21	female	district	peri_urban	1	1	0	0	0	1	data_management	blended	other	0	0	0	0	1	0	1	1	0	1	1	0	2,023
7,763	clinical_officer	30	female	district	peri_urban	36	0	1	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
7,764	chw	30	female	clinic	remote	10	0	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	1	0	2,021
7,765	midwife	48	female	district	peri_urban	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
7,766	nurse	32	male	clinic	peri_urban	5	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
7,767	midwife	39	female	health_centre	peri_urban	2	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,768	clinical_officer	35	male	district	rural	2	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,019
7,769	lab_tech	34	female	clinic	rural	6	0	0	0	0	0	leadership	video	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
7,770	lab_tech	35	male	health_centre	rural	8	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
7,771	nurse	44	male	health_centre	urban	3	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
7,772	lab_tech	22	female	health_centre	rural	5	1	1	0	1	0	data_management	blended	none	0	0	0	0	0	0	1	0	1	0	1	0	2,023
7,773	chw	44	male	community	rural	7	0	0	0	0	1	clinical_skills	blended	custom	0	0	0	0	0	0	1	1	0	0	1	0	2,020
7,774	clinical_officer	30	female	tertiary	rural	15	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,775	nurse	54	male	clinic	rural	22	0	0	0	0	0	mental_health	interactive	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
7,776	nurse	54	male	clinic	peri_urban	0	1	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,777	pharmacist	45	male	district	rural	6	0	0	1	0	1	maternal_health	mobile_app	youtube	1	2	2	1	1	1	0	1	1	1	0	5	2,023
7,778	chw	35	male	health_centre	urban	0	1	0	0	0	0	maternal_health	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,779	doctor	23	female	community	remote	1	0	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
7,780	other	20	female	health_centre	remote	3	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,781	midwife	49	female	health_centre	remote	9	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
7,782	midwife	37	female	clinic	remote	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,021
7,783	other	42	male	health_centre	peri_urban	7	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
7,784	midwife	30	female	tertiary	peri_urban	0	0	0	0	0	0	emergency_care	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,023
7,785	other	36	female	health_centre	rural	1	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
7,786	chw	24	female	district	urban	6	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
7,787	chw	33	male	community	remote	19	0	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
7,788	nurse	32	female	community	urban	2	1	0	0	0	1	other	video	openwho	1	8.5	4	0	0	0	1	1	1	1	0	4	2,023
7,789	midwife	43	female	clinic	remote	4	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,790	pharmacist	32	male	clinic	rural	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
7,791	nurse	38	female	district	urban	2	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,792	midwife	47	male	health_centre	urban	1	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
7,793	chw	48	female	clinic	peri_urban	8	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	1	0	1	1	0	1	0	0	2,021
7,794	other	27	male	community	rural	1	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
7,795	midwife	33	female	community	rural	7	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
7,796	nurse	27	male	health_centre	urban	3	1	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
7,797	nurse	38	female	community	remote	0	1	0	0	0	0	infection_prevention	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
7,798	nurse	48	male	district	peri_urban	4	1	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
7,799	nurse	37	female	tertiary	remote	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
7,800	nurse	29	female	district	urban	34	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022

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