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
1,701	midwife	25	male	community	peri_urban	0	0	0	1	0	1	mental_health	text_module	other	1	7	3	0	0	1	0	1	0	1	1	4	2,022
1,702	chw	35	female	clinic	urban	3	0	0	1	0	1	maternal_health	interactive	whatsapp	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,703	clinical_officer	48	female	tertiary	peri_urban	18	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,704	midwife	44	female	district	remote	3	0	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,705	nurse	38	male	community	remote	0	1	0	1	0	0	emergency_care	blended	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
1,706	clinical_officer	25	female	clinic	urban	12	0	1	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
1,707	nurse	43	female	district	rural	4	0	1	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,708	chw	34	male	health_centre	rural	2	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	0	0	2,022
1,709	clinical_officer	37	female	health_centre	remote	4	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,710	doctor	23	female	clinic	peri_urban	20	0	1	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,021
1,711	lab_tech	29	female	district	remote	6	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	1	0	1	1	0	1	0	0	2,023
1,712	nurse	42	male	clinic	rural	1	0	0	0	0	0	other	interactive	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
1,713	clinical_officer	29	female	district	urban	1	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,714	nurse	31	female	district	rural	1	0	0	1	0	0	hiv_management	text_module	none	0	0	0	0	1	0	0	1	1	0	0	0	2,022
1,715	clinical_officer	34	female	clinic	rural	6	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,716	chw	27	female	district	remote	2	1	1	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,717	pharmacist	44	female	district	rural	49	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
1,718	lab_tech	35	female	health_centre	rural	2	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	1	0	1	1	1	0	0	0	2,020
1,719	nurse	25	female	district	urban	8	0	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,720	lab_tech	46	female	district	remote	8	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
1,721	nurse	32	female	community	urban	2	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,722	nurse	44	female	community	rural	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,723	nurse	39	female	health_centre	urban	5	1	0	0	1	1	clinical_skills	mobile_app	openwho	1	6.5	5	1	0	0	1	0	0	0	0	5	2,020
1,724	other	40	male	clinic	peri_urban	9	1	0	1	0	0	mental_health	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,725	midwife	20	female	tertiary	peri_urban	7	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	1	0	1	1	0	0	1	0	2,022
1,726	pharmacist	50	male	health_centre	peri_urban	6	1	0	1	0	1	data_management	text_module	whatsapp	1	9.4	0	0	0	0	0	1	0	1	0	4	2,023
1,727	nurse	36	female	tertiary	rural	1	0	1	1	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,020
1,728	chw	34	female	health_centre	peri_urban	7	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
1,729	doctor	51	female	district	peri_urban	4	0	1	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
1,730	chw	32	female	health_centre	rural	3	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,731	nurse	32	female	health_centre	peri_urban	1	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
1,732	chw	51	male	health_centre	rural	6	1	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,733	nurse	34	male	health_centre	rural	19	1	0	1	0	0	lab_techniques	text_module	none	0	0	0	0	1	1	0	1	0	1	0	0	2,022
1,734	nurse	48	male	community	rural	5	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	1	1	1	0	2,023
1,735	clinical_officer	38	female	clinic	peri_urban	3	0	0	0	0	0	data_management	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,736	pharmacist	29	male	district	remote	27	0	0	0	0	1	lab_techniques	whatsapp_group	custom	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,737	other	20	female	health_centre	peri_urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
1,738	clinical_officer	24	male	community	peri_urban	0	1	0	0	0	0	data_management	interactive	none	0	0	0	0	1	0	1	1	0	1	0	0	2,021
1,739	nurse	32	female	district	rural	3	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,740	midwife	28	male	clinic	remote	9	0	0	0	0	0	data_management	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,741	clinical_officer	20	male	district	peri_urban	7	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,742	pharmacist	40	male	clinic	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	1	0	1	1	0	0	0	0	2,023
1,743	clinical_officer	30	male	health_centre	urban	0	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,744	clinical_officer	28	male	health_centre	urban	12	1	0	0	0	0	other	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,745	nurse	23	female	district	urban	2	0	0	0	0	1	leadership	whatsapp_group	moodle	0	0	0	0	0	0	1	1	1	0	0	0	2,023
1,746	clinical_officer	30	female	health_centre	rural	37	0	0	0	0	0	mental_health	video	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,747	midwife	31	female	community	urban	28	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,748	doctor	29	male	district	rural	0	0	1	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,749	lab_tech	26	female	health_centre	rural	0	0	0	0	0	0	leadership	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,750	nurse	44	female	district	urban	1	0	0	1	0	1	leadership	blended	custom	1	18.6	8	1	0	0	0	1	0	0	0	6	2,022
1,751	nurse	50	male	clinic	urban	7	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	1	0	1	1	0	1	0	0	2,021
1,752	other	30	female	district	urban	7	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,753	lab_tech	46	female	clinic	rural	0	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,754	clinical_officer	20	male	health_centre	peri_urban	0	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
1,755	doctor	34	female	clinic	remote	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,756	chw	44	female	community	rural	4	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,023
1,757	midwife	29	female	clinic	urban	3	1	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
1,758	other	36	male	health_centre	urban	2	1	0	0	0	0	lab_techniques	video	none	0	0	0	0	1	0	1	1	1	0	0	0	2,022
1,759	chw	34	male	community	urban	5	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	1	1	1	1	0	0	0	2,023
1,760	chw	28	female	health_centre	remote	7	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,761	midwife	40	male	health_centre	urban	4	0	0	0	0	0	other	whatsapp_group	none	0	0	0	0	0	0	1	1	0	1	0	0	2,020
1,762	chw	50	female	health_centre	remote	1	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	1	1	0	2,021
1,763	other	32	female	community	peri_urban	2	1	0	0	0	0	data_management	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,764	lab_tech	39	male	clinic	urban	2	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,021
1,765	doctor	28	male	health_centre	rural	0	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
1,766	clinical_officer	40	female	health_centre	urban	5	0	0	1	0	1	emergency_care	blended	other	1	11.4	9	0	0	0	0	1	1	0	0	7	2,020
1,767	doctor	25	male	district	urban	3	0	0	1	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,768	nurse	40	female	district	peri_urban	2	1	0	1	0	1	other	interactive	moodle	1	1.8	3	1	0	0	0	1	0	1	1	7	2,022
1,769	chw	45	female	health_centre	remote	12	0	0	1	0	1	emergency_care	blended	other	0	0	0	0	0	1	0	1	0	1	0	0	2,020
1,770	doctor	27	male	tertiary	rural	7	0	0	0	0	0	maternal_health	simulation	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,771	clinical_officer	24	female	clinic	rural	13	0	0	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	1	0	2,023
1,772	chw	27	female	health_centre	peri_urban	10	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
1,773	chw	34	female	health_centre	rural	0	0	0	0	0	0	mental_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,774	chw	38	female	clinic	rural	4	0	1	0	0	0	mental_health	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,775	midwife	20	female	district	peri_urban	22	0	0	1	0	0	data_management	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
1,776	midwife	47	female	health_centre	urban	0	1	0	1	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	0	1	1	1	0	0	2,021
1,777	other	35	male	tertiary	peri_urban	1	0	0	0	0	1	emergency_care	interactive	moodle	0	0	0	0	0	0	1	1	0	1	1	0	2,022
1,778	nurse	33	female	clinic	urban	1	1	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	1	0	2,021
1,779	chw	34	female	health_centre	rural	16	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	1	1	1	0	1	1	0	2,019
1,780	midwife	36	female	health_centre	urban	6	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	1	1	1	0	2,023
1,781	nurse	20	female	tertiary	urban	6	1	0	0	0	0	other	text_module	none	0	0	0	0	0	1	1	1	1	0	0	0	2,020
1,782	nurse	36	female	health_centre	rural	23	0	0	1	0	0	maternal_health	text_module	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
1,783	nurse	44	female	clinic	remote	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
1,784	chw	41	female	community	peri_urban	7	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
1,785	clinical_officer	45	female	community	rural	6	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
1,786	nurse	22	male	district	rural	0	0	0	0	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
1,787	chw	20	male	district	remote	2	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
1,788	clinical_officer	33	female	health_centre	urban	4	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	0	1	0	0	2,022
1,789	midwife	42	male	district	urban	5	1	0	1	1	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	0	0	0	1	0	0	2,022
1,790	chw	28	female	health_centre	remote	2	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
1,791	midwife	33	female	health_centre	urban	15	1	0	1	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,023
1,792	nurse	50	female	district	rural	5	0	0	0	0	1	other	mobile_app	custom	1	6.2	5	0	0	0	1	1	0	0	0	6	2,023
1,793	other	44	female	district	peri_urban	9	0	0	1	0	0	hiv_management	blended	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
1,794	other	22	male	community	remote	5	0	0	0	0	0	maternal_health	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
1,795	nurse	21	female	health_centre	rural	1	1	0	1	0	0	infection_prevention	interactive	none	0	0	0	0	0	1	0	1	1	0	0	0	2,022
1,796	doctor	47	female	community	remote	14	1	0	0	1	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	0	1	0	0	0	0	0	2,020
1,797	nurse	26	female	community	remote	12	0	0	0	0	0	hiv_management	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
1,798	chw	22	female	clinic	peri_urban	14	0	0	1	0	0	emergency_care	text_module	none	0	0	0	0	0	0	0	1	1	0	0	0	2,022
1,799	lab_tech	34	female	district	peri_urban	9	1	0	1	1	0	clinical_skills	video	none	0	0	0	0	0	0	0	0	0	0	0	0	2,022
1,800	nurse	40	female	community	rural	3	1	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023

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