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
3,701	doctor	20	female	clinic	rural	4	0	0	0	0	0	emergency_care	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,702	midwife	24	male	district	rural	13	0	0	0	0	0	clinical_skills	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,703	other	30	female	clinic	urban	13	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	1	0	1	0	0	0	0	2,022
3,704	doctor	20	male	district	remote	1	0	1	1	0	0	clinical_skills	interactive	none	0	0	0	0	1	0	0	1	0	1	0	0	2,022
3,705	nurse	32	male	health_centre	rural	7	0	0	0	0	0	other	blended	none	0	0	0	0	0	1	1	1	1	1	0	0	2,022
3,706	chw	40	male	health_centre	rural	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
3,707	midwife	36	female	health_centre	remote	11	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	1	1	1	0	2,021
3,708	lab_tech	44	female	community	rural	5	0	0	0	0	0	other	interactive	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
3,709	nurse	46	female	community	rural	5	0	0	0	0	0	clinical_skills	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,019
3,710	clinical_officer	35	male	community	rural	29	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,711	clinical_officer	30	female	community	rural	0	0	0	0	0	0	other	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,712	chw	34	female	community	urban	4	1	0	0	1	0	infection_prevention	simulation	none	0	0	0	0	0	1	1	0	0	0	0	0	2,021
3,713	chw	46	female	district	peri_urban	10	0	0	0	0	0	lab_techniques	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,714	chw	40	male	health_centre	remote	17	0	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	0	1	1	0	1	1	0	2,020
3,715	pharmacist	26	female	district	rural	4	1	0	0	0	0	maternal_health	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,716	nurse	40	male	tertiary	urban	35	0	1	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,717	midwife	37	female	community	rural	4	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	0	1	1	1	0	0	0	2,019
3,718	doctor	26	female	clinic	rural	4	0	0	1	0	0	hiv_management	interactive	none	0	0	0	0	1	0	0	1	0	1	0	0	2,022
3,719	lab_tech	37	female	health_centre	rural	12	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,720	chw	20	male	health_centre	peri_urban	19	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,721	chw	43	female	community	remote	6	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,722	midwife	33	male	district	urban	0	0	0	0	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,723	chw	22	female	community	rural	11	0	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,019
3,724	doctor	22	male	tertiary	peri_urban	1	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,725	lab_tech	46	male	clinic	peri_urban	31	0	0	0	0	0	other	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,021
3,726	midwife	27	male	health_centre	peri_urban	0	1	0	0	0	0	leadership	mobile_app	none	0	0	0	0	0	1	1	1	0	0	1	0	2,022
3,727	other	38	female	health_centre	urban	4	0	0	0	0	0	emergency_care	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,023
3,728	midwife	39	female	community	peri_urban	8	0	0	1	0	0	leadership	mobile_app	none	0	0	0	0	0	0	0	1	0	1	0	0	2,020
3,729	nurse	30	female	district	peri_urban	13	0	1	0	0	1	leadership	text_module	other	1	15.6	2	0	0	0	1	1	0	1	0	2	2,022
3,730	chw	33	male	community	remote	4	0	0	0	0	0	infection_prevention	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,020
3,731	other	40	female	clinic	remote	12	1	0	0	0	0	lab_techniques	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,732	nurse	52	male	community	peri_urban	3	1	0	1	0	0	maternal_health	blended	none	0	0	0	0	0	0	0	1	0	1	0	0	2,021
3,733	lab_tech	39	female	clinic	remote	0	0	0	0	0	0	hiv_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,734	chw	49	female	tertiary	urban	1	0	0	1	0	1	infection_prevention	interactive	moodle	0	0	0	0	0	0	0	1	1	0	0	0	2,021
3,735	nurse	46	male	clinic	remote	11	0	0	0	0	0	infection_prevention	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,736	nurse	22	male	tertiary	rural	2	0	0	0	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,737	lab_tech	27	female	health_centre	remote	16	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	1	0	1	1	1	0	1	0	2,022
3,738	lab_tech	38	female	health_centre	urban	2	1	0	0	0	0	other	interactive	none	0	0	0	0	0	1	1	1	1	0	0	0	2,019
3,739	nurse	29	female	health_centre	remote	7	0	0	1	0	0	leadership	whatsapp_group	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,740	nurse	48	female	district	remote	6	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,023
3,741	clinical_officer	32	female	tertiary	rural	24	1	0	0	0	0	mental_health	blended	none	0	0	0	0	0	1	1	1	0	0	1	0	2,023
3,742	chw	26	female	community	urban	3	1	0	1	0	1	lab_techniques	text_module	openwho	0	0	0	0	0	0	0	1	0	1	0	0	2,023
3,743	nurse	49	male	clinic	peri_urban	2	0	0	0	0	0	leadership	interactive	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,744	other	41	male	health_centre	urban	12	0	0	1	0	0	maternal_health	interactive	none	0	0	0	0	0	0	0	1	1	0	0	0	2,023
3,745	nurse	43	male	community	peri_urban	12	0	0	1	0	0	emergency_care	interactive	none	0	0	0	0	1	0	0	1	0	1	0	0	2,023
3,746	chw	35	female	district	urban	18	1	0	1	0	0	maternal_health	mobile_app	none	0	0	0	0	0	0	0	1	0	0	0	0	2,022
3,747	pharmacist	35	female	district	rural	16	0	0	0	0	1	emergency_care	interactive	openwho	1	4.7	2	1	0	1	1	1	0	1	0	4	2,022
3,748	nurse	33	female	clinic	urban	5	0	0	1	0	0	leadership	text_module	none	0	0	0	0	0	1	0	1	1	0	1	0	2,022
3,749	midwife	29	female	district	peri_urban	5	0	0	0	0	1	emergency_care	text_module	custom	0	0	0	0	0	0	1	1	1	0	0	0	2,023
3,750	nurse	45	female	community	urban	5	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,751	nurse	42	male	community	rural	2	0	0	0	0	0	data_management	video	none	0	0	0	0	0	1	1	1	0	0	0	0	2,023
3,752	chw	36	female	health_centre	remote	2	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	1	0	2,022
3,753	clinical_officer	33	male	clinic	remote	5	0	0	0	0	0	infection_prevention	video	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,754	nurse	32	male	clinic	remote	15	0	0	0	0	0	lab_techniques	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,021
3,755	other	37	male	health_centre	rural	0	0	0	1	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	0	1	0	0	1	0	2,022
3,756	nurse	21	male	clinic	remote	3	0	1	1	0	0	data_management	text_module	none	0	0	0	0	0	1	0	1	0	1	0	0	2,023
3,757	lab_tech	35	male	district	remote	7	0	0	0	0	0	mental_health	text_module	none	0	0	0	0	0	1	1	1	0	0	0	0	2,019
3,758	midwife	31	female	health_centre	remote	9	0	0	1	0	0	other	whatsapp_group	none	0	0	0	0	0	0	0	1	1	0	0	0	2,021
3,759	doctor	34	female	district	rural	2	0	0	0	0	0	emergency_care	mobile_app	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,760	nurse	35	female	district	rural	4	0	0	0	0	0	leadership	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,761	doctor	20	female	district	urban	3	1	0	0	0	0	other	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
3,762	other	22	male	tertiary	urban	3	0	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	1	0	0	0	2,022
3,763	midwife	33	female	community	remote	11	1	0	0	1	0	data_management	interactive	none	0	0	0	0	0	0	1	0	1	0	1	0	2,022
3,764	chw	26	female	tertiary	peri_urban	8	1	0	0	0	1	hiv_management	video	custom	0	0	0	0	0	0	1	1	0	1	1	0	2,023
3,765	doctor	36	female	district	rural	23	1	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,020
3,766	nurse	32	male	clinic	urban	11	0	0	1	0	1	other	simulation	other	1	10	2	0	0	0	0	1	0	1	0	5	2,023
3,767	nurse	29	female	district	rural	4	0	0	1	0	0	infection_prevention	video	none	0	0	0	0	0	0	0	1	1	0	0	0	2,020
3,768	nurse	24	female	district	peri_urban	31	1	0	0	0	0	infection_prevention	whatsapp_group	none	0	0	0	0	0	1	1	1	0	1	1	0	2,023
3,769	midwife	26	female	clinic	rural	16	0	0	0	0	0	lab_techniques	mobile_app	none	0	0	0	0	0	1	1	1	0	0	0	0	2,020
3,770	nurse	29	male	health_centre	rural	1	0	0	0	0	0	leadership	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,771	midwife	21	female	health_centre	rural	0	0	0	0	0	0	hiv_management	blended	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,772	chw	43	female	district	remote	6	0	0	0	0	1	infection_prevention	whatsapp_group	whatsapp	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,773	clinical_officer	42	female	district	peri_urban	1	0	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,774	chw	20	female	district	rural	2	0	0	1	0	0	infection_prevention	text_module	none	0	0	0	0	0	0	0	1	0	1	1	0	2,023
3,775	doctor	47	male	health_centre	rural	3	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	1	1	1	1	0	1	0	2,020
3,776	lab_tech	29	female	tertiary	remote	12	0	0	0	0	0	other	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,020
3,777	pharmacist	30	male	clinic	rural	4	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	1	0	0	2,021
3,778	nurse	37	female	clinic	remote	0	0	0	0	0	0	emergency_care	video	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,779	nurse	34	female	district	urban	0	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	1	0	1	1	0	0	0	0	2,020
3,780	pharmacist	21	female	district	peri_urban	0	1	1	0	0	0	clinical_skills	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,781	chw	37	female	tertiary	urban	17	0	0	0	0	0	hiv_management	whatsapp_group	none	0	0	0	0	0	0	1	1	1	1	0	0	2,022
3,782	nurse	27	male	health_centre	remote	4	0	1	0	0	0	data_management	video	none	0	0	0	0	0	1	1	1	0	1	1	0	2,021
3,783	clinical_officer	25	female	district	rural	2	0	0	0	0	0	data_management	blended	none	0	0	0	0	0	0	1	1	1	0	0	0	2,021
3,784	clinical_officer	20	female	health_centre	rural	8	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	1	0	0	0	2,022
3,785	other	51	female	community	rural	8	0	0	0	0	0	clinical_skills	whatsapp_group	none	0	0	0	0	0	1	1	1	0	0	0	0	2,022
3,786	doctor	27	female	community	peri_urban	15	1	0	0	0	0	emergency_care	blended	none	0	0	0	0	0	0	1	1	0	1	0	0	2,021
3,787	nurse	53	female	health_centre	rural	11	0	0	0	0	0	lab_techniques	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,788	clinical_officer	26	male	community	rural	1	0	0	0	0	0	data_management	text_module	none	0	0	0	0	0	0	1	1	1	0	1	0	2,022
3,789	doctor	40	female	health_centre	remote	10	0	0	0	0	0	maternal_health	text_module	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,790	chw	29	female	community	remote	4	0	0	0	0	0	data_management	mobile_app	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
3,791	other	20	female	health_centre	rural	2	1	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	1	1	0	2,023
3,792	other	46	female	health_centre	peri_urban	5	0	0	0	0	0	clinical_skills	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,021
3,793	midwife	37	female	health_centre	rural	7	0	0	0	0	0	mental_health	whatsapp_group	none	0	0	0	0	0	0	1	1	0	0	0	0	2,023
3,794	nurse	29	male	clinic	remote	4	0	0	0	0	0	infection_prevention	blended	none	0	0	0	0	1	0	1	1	1	1	0	0	2,021
3,795	other	28	female	clinic	peri_urban	4	0	0	1	0	0	clinical_skills	text_module	none	0	0	0	0	0	0	0	1	0	0	1	0	2,021
3,796	nurse	45	female	health_centre	peri_urban	10	0	0	0	0	0	other	blended	none	0	0	0	0	0	0	1	1	0	0	0	0	2,022
3,797	pharmacist	42	male	health_centre	peri_urban	9	0	1	0	0	0	leadership	text_module	none	0	0	0	0	0	1	1	1	0	1	0	0	2,023
3,798	nurse	47	female	community	remote	2	0	0	0	0	0	maternal_health	video	none	0	0	0	0	0	0	1	1	0	1	0	0	2,023
3,799	lab_tech	34	male	community	urban	2	1	0	0	1	0	lab_techniques	text_module	none	0	0	0	0	0	1	1	0	0	0	1	0	2,020
3,800	chw	25	male	health_centre	rural	27	0	0	0	0	0	lab_techniques	interactive	none	0	0	0	0	0	0	1	1	1	1	1	0	2,023

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